From 4bdf220e2117ad49c7dc072b6aff353bff72f321 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Tue, 4 Oct 2022 12:11:29 +1000 Subject: [PATCH 01/37] first commit first commit, pls don't break anything, i think i have done everything right --- recognition/45307915/README.MD | 0 recognition/45307915/dataset.py | 0 recognition/45307915/modules.py | 0 recognition/45307915/predict.py | 0 recognition/45307915/train.py | 0 recognition/ISICs_Unet/README.md | 125 +++++++++++++++++++++---------- recognition/XUE4645768/Readme.md | 46 ------------ 7 files changed, 87 insertions(+), 84 deletions(-) create mode 100644 recognition/45307915/README.MD create mode 100644 recognition/45307915/dataset.py create mode 100644 recognition/45307915/modules.py create mode 100644 recognition/45307915/predict.py create mode 100644 recognition/45307915/train.py diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45307915/predict.py b/recognition/45307915/predict.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py new file mode 100644 index 0000000000..e69de29bb2 diff --git a/recognition/ISICs_Unet/README.md b/recognition/ISICs_Unet/README.md index f2c009212e..788ea17b79 100644 --- a/recognition/ISICs_Unet/README.md +++ b/recognition/ISICs_Unet/README.md @@ -1,52 +1,101 @@ -# Segmenting ISICs with U-Net +# Segment the ISICs data set with the U-net -COMP3710 Report recognition problem 3 (Segmenting ISICs data set with U-Net) solved in TensorFlow +## Project Overview +This project aim to solve the segmentation of skin lesian (ISIC2018 data set) using the U-net, with all labels having a minimum Dice similarity coefficient of 0.7 on the test set[Task 3]. -Created by Christopher Bailey (45576430) +## ISIC2018 +![ISIC example](imgs/example.jpg) -## The problem and algorithm -The problem solved by this program is binary segmentation of the ISICs skin lesion data set. Segmentation is a way to label pixels in an image according to some grouping, in this case lesion or non-lesion. This translates images of skin to masks representing areas of concern for skin lesions. +Skin Lesion Analysis towards Melanoma Detection -U-Net is a form of autoencoder where the downsampling path is expected to learn the features of the image and the upsampling path learns how to recreate the masks. Long skip connections between downpooling and upsampling layers are utilised to overcome the bottleneck in traditional autoencoders allowing feature representations to be recreated. +Task found in https://challenge2018.isic-archive.com/ -## How it works -A four layer padded U-Net is used, preserving skin features and mask resolution. The implementation utilises Adam as the optimizer and implements Dice distance as the loss function as this appeared to give quicker convergence than other methods (eg. binary cross-entropy). -The utilised metric is a Dice coefficient implementation. My initial implementation appeared faulty and was replaced with a 3rd party implementation which appears correct. 3 epochs was observed to be generally sufficient to observe Dice coefficients of 0.8+ on test datasets but occasional non-convergence was observed and could be curbed by increasing the number of epochs. Visualisation of predictions is also implemented and shows reasonable correspondence. Orange bandaids represent an interesting challenge for the implementation as presented. +## U-net +![UNet](imgs/uent.png) -### Training, validation and testing split -Training, validation and testing uses a respective 60:20:20 split, a commonly assumed starting point suggested by course staff. U-Net in particular was developed to work "with very few training images" (Ronneberger et al, 2015) The input data for this problem consists of 2594 images and masks. This split appears to provide satisfactory results. +U-net is one of the popular image segmentation architectures used mostly in biomedical purposes. The name UNet is because it’s architecture contains a compressive path and an expansive path which can be viewed as a U shape. This architecture is built in such a way that it could generate better results even for a less number of training data sets. -## Using the model -### Dependencies required -* Python3 (tested with 3.8) -* TensorFlow 2.x (tested with 2.3) -* glob (used to load filenames) -* matplotlib (used for visualisations, tested with 3.3) +## Data Set Structure -### Parameter tuning -The model was developed on a GTX 1660 TI (6GB VRAM) and certain values (notably batch size and image resolution) were set lower than might otherwise be ideal on more capable hardware. This is commented in the relevant code. +data set folder need to be stored in same directory with structure same as below +```bash +ISIC2018 + |_ ISIC2018_Task1-2_Training_Input_x2 + |_ ISIC_0000000 + |_ ISIC_0000001 + |_ ... + |_ ISIC2018_Task1_Training_GroundTruth_x2 + |_ ISIC_0000000_segmentation + |_ ISIC_0000001_segmentation + |_ ... +``` -### Running the model -The model is executed via the main.py script. +## Dice Coefficient -### Example output -Given a batch size of 1 and 3 epochs the following output was observed on a single run: -Era | Loss | Dice coefficient ---- | ---- | ---------------- -Epoch 1 | 0.7433 | 0.2567 -Epoch 2 | 0.3197 | 0.6803 -Epoch 3 | 0.2657 | 0.7343 -Testing | 0.1820 | 0.8180 +The Sørensen–Dice coefficient is a statistic used to gauge the similarity of two samples. +Further information in https://en.wikipedia.org/wiki/S%C3%B8rensen%E2%80%93Dice_coefficient -### Figure 1 - example visualisation plot -Skin images in left column, true mask middle, predicted mask right column -![Visualisation of predictions](visual.png) +## Dependencies -## References -Segments of code in this assignment were used from or based on the following sources: -1. COMP3710-demo-code.ipynb from Guest Lecture -1. https://www.tensorflow.org/tutorials/load_data/images -1. https://www.tensorflow.org/guide/gpu -1. Karan Jakhar (2019) https://medium.com/@karan_jakhar/100-days-of-code-day-7-84e4918cb72c +- python 3 +- tensorflow 2.1.0 +- pandas 1.1.4 +- numpy 1.19.2 +- matplotlib 3.3.2 +- scikit-learn 0.23.2 +- pillow 8.0.1 + + +## Usages + +- Run `train.py` for training the UNet on ISIC data. +- Run `evaluation.py` for evaluation and case present. + +## Advance + +- Modify `setting.py` for custom setting, such as different batch size. +- Modify `unet.py` for custom UNet, such as different kernel size. + +## Algorithm + +- data set: + - The data set we used is the training set of ISIC 2018 challenge data which has segmentation labels. + - Training: Validation: Test = 1660: 415: 519 = 0.64: 0.16 : 0.2 (Training: Test = 4: 1 and in Training, further split 4: 1 for Training: Validation) + - Training data augmentations: rescale, rotate, shift, zoom, grayscale +- model: + - Original UNet with padding which can keep the shape of input and output same. + - The first convolutional layers has 16 output channels. + - The activation function of all convolutional layers is ELU. + - Without batch normalization layers. + - The inputs is (384, 512, 1) + - The output is (384, 512, 1) after sigmoid activation. + - Optimizer: Adam, lr = 1e-4 + - Loss: dice coefficient loss + - Metrics: accuracy & dice coefficient + +## Results + +Evaluation dice coefficient is 0.805256724357605. + +plot of train/valid Dice coefficient: + +![img](imgs/train_and_valid_dice_coef.png) + +case present: + +![case](imgs/case%20present.png) + +## Reference +Manna, S. (2020). K-Fold Cross Validation for Deep Learning using Keras. [online] Medium. Available at: https://medium.com/the-owl/k-fold-cross-validation-in-keras-3ec4a3a00538 [Accessed 24 Nov. 2020]. + +zhixuhao (2020). zhixuhao/unet. [online] GitHub. Available at: https://github.com/zhixuhao/unet. + +GitHub. (n.d.). NifTK/NiftyNet. [online] Available at: https://github.com/NifTK/NiftyNet/blob/a383ba342e3e38a7ad7eed7538bfb34960f80c8d/niftynet/layer/loss_segmentation.py [Accessed 24 Nov. 2020]. + +Team, K. (n.d.). Keras documentation: Losses. [online] keras.io. Available at: https://keras.io/api/losses/#creating-custom-losses [Accessed 24 Nov. 2020]. + +262588213843476 (n.d.). unet.py. [online] Gist. Available at: https://gist.github.com/abhinavsagar/fe0c900133cafe93194c069fe655ef6e [Accessed 24 Nov. 2020]. + +Stack Overflow. (n.d.). python - Disable Tensorflow debugging information. [online] Available at: https://stackoverflow.com/questions/35911252/disable-tensorflow-debugging-information [Accessed 24 Nov. 2020]. diff --git a/recognition/XUE4645768/Readme.md b/recognition/XUE4645768/Readme.md index 94bc1848c0..36250adaa3 100644 --- a/recognition/XUE4645768/Readme.md +++ b/recognition/XUE4645768/Readme.md @@ -53,52 +53,6 @@ python gcn.py Warning: Please pay attention to whether the data path is correct when you run the gcn.py. -# Training - -Learning rate= 0.01 -Weight dacay =0.005 - -For 200 epoches: -```Epoch 000: Loss 0.2894, TrainAcc 0.9126, ValAcc 0.8954 -Epoch 001: Loss 0.2880, TrainAcc 0.9126, ValAcc 0.895 -Epoch 002: Loss 0.2866, TrainAcc 0.9126, ValAcc 0.8961 -Epoch 003: Loss 0.2853, TrainAcc 0.9132, ValAcc 0.8961 -Epoch 004: Loss 0.2839, TrainAcc 0.9137, ValAcc 0.8961 -Epoch 005: Loss 0.2826, TrainAcc 0.9141, ValAcc 0.8963 -Epoch 006: Loss 0.2813, TrainAcc 0.9146, ValAcc 0.8956 -Epoch 007: Loss 0.2800, TrainAcc 0.9146, ValAcc 0.8956 -Epoch 008: Loss 0.2788, TrainAcc 0.9146, ValAcc 0.8959 -Epoch 009: Loss 0.2775, TrainAcc 0.9146, ValAcc 0.8970 -Epoch 010: Loss 0.2763, TrainAcc 0.915, ValAcc 0.8974 -Epoch 011: Loss 0.2751, TrainAcc 0.915, ValAcc 0.8972 -Epoch 012: Loss 0.2739, TrainAcc 0.915, ValAcc 0.8976 -Epoch 013: Loss 0.2727, TrainAcc 0.9157, ValAcc 0.8979 -Epoch 014: Loss 0.2716, TrainAcc 0.9157, ValAcc 0.8983 -Epoch 015: Loss 0.2704, TrainAcc 0.9161, ValAcc 0.8990 -Epoch 016: Loss 0.2693, TrainAcc 0.9168, ValAcc 0.8988 -Epoch 017: Loss 0.2682, TrainAcc 0.9181, ValAcc 0.8990 -Epoch 018: Loss 0.2671, TrainAcc 0.9179, ValAcc 0.8990 -Epoch 019: Loss 0.2660, TrainAcc 0.9179, ValAcc 0.8992 -Epoch 020: Loss 0.2650, TrainAcc 0.9188, ValAcc 0.8996 -...... -Epoch 190: Loss 0.1623, TrainAcc 0.9553, ValAcc 0.9134 -Epoch 191: Loss 0.1619, TrainAcc 0.9555, ValAcc 0.9134 -Epoch 192: Loss 0.1615, TrainAcc 0.9555, ValAcc 0.9132 -Epoch 193: Loss 0.1611, TrainAcc 0.9557, ValAcc 0.9130 -Epoch 194: Loss 0.1607, TrainAcc 0.9562, ValAcc 0.9130 -Epoch 195: Loss 0.1603, TrainAcc 0.9559, ValAcc 0.9130 -Epoch 196: Loss 0.1599, TrainAcc 0.9562, ValAcc 0.9126 -Epoch 197: Loss 0.1595, TrainAcc 0.9562, ValAcc 0.9123 -Epoch 198: Loss 0.1591, TrainAcc 0.9562, ValAcc 0.9123 -Epoch 199: Loss 0.1587, TrainAcc 0.9562, ValAcc 0.9123``` - -For test accuracy:around 0.9 - -# TSNE -For the test:iteration=500, with lower dimension to 2 - - - ```python From f9cc7b61dab5a9843df2291f62d18e9a1b4239e8 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Tue, 18 Oct 2022 17:02:07 +1000 Subject: [PATCH 02/37] Defining YOLO Model and Loss Function --- recognition/45307915/modules.py | 286 ++++++++++++++++++++++++++++++++ 1 file changed, 286 insertions(+) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index e69de29bb2..b55eb08927 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -0,0 +1,286 @@ +import numpy as np +import tensorflow as tf +from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape +from tensorflow.keras.models import Model + +import keras.backend as K + +class YoloModel(): + + def __init__(self, n_classes, n_boxes, n_cells, img_width, img_height): + """ Create a new Yolo Model instance. + + Parameters: + n_classes (int): + n_boxes (int): + n_cells (int): + img_wdith (int): + img_height (int): + """ + self.n_classes = n_classes + self.n_boxes = n_boxes + self.n_cells = n_cells + self.img_width = img_width + self.img_height = img_height + + self.model = self.modelArchitecture() + + def xywh2minmax(xy, wh): + """ + + + """ + xy_min = xy - wh / 2 + xy_max = xy + wh / 2 + + return xy_min, xy_max + + + def iou(pred_mins, pred_maxes, true_mins, true_maxes): + """ + + + """ + intersect_mins = K.maximum(pred_mins, true_mins) + intersect_maxes = K.minimum(pred_maxes, true_maxes) + intersect_wh = K.maximum(intersect_maxes - intersect_mins, 0.) + intersect_areas = intersect_wh[..., 0] * intersect_wh[..., 1] + + pred_wh = pred_maxes - pred_mins + true_wh = true_maxes - true_mins + pred_areas = pred_wh[..., 0] * pred_wh[..., 1] + true_areas = true_wh[..., 0] * true_wh[..., 1] + + union_areas = pred_areas + true_areas - intersect_areas + iou_scores = intersect_areas / union_areas + + return iou_scores + + + def yolo_head(feats): + """ + + + """ + # Dynamic implementation of conv dims for fully convolutional model. + conv_dims = K.shape(feats)[1:3] # assuming channels last + # In YOLO the height index is the inner most iteration. + conv_height_index = K.arange(0, stop=conv_dims[0]) + conv_width_index = K.arange(0, stop=conv_dims[1]) + conv_height_index = K.tile(conv_height_index, [conv_dims[1]]) + + # TODO: Repeat_elements and tf.split doesn't support dynamic splits. + # conv_width_index = K.repeat_elements(conv_width_index, conv_dims[1], axis=0) + conv_width_index = K.tile( + K.expand_dims(conv_width_index, 0), [conv_dims[0], 1]) + conv_width_index = K.flatten(K.transpose(conv_width_index)) + conv_index = K.transpose(K.stack([conv_height_index, conv_width_index])) + conv_index = K.reshape(conv_index, [1, conv_dims[0], conv_dims[1], 1, 2]) + conv_index = K.cast(conv_index, K.dtype(feats)) + + conv_dims = K.cast(K.reshape(conv_dims, [1, 1, 1, 1, 2]), K.dtype(feats)) + + box_xy = (feats[..., :2] + conv_index) / conv_dims * 448 + box_wh = feats[..., 2:4] * 448 + + return box_xy, box_wh + + def yoloLoss(self, y_true, y_pred): + """ Yolo Model Loss function specified by You Only Look Once paper + + Parameters: + y_true (tf.Dataset): A (batchSize, n_cells, n_cells, ) tensor containing the true bounding boxes. + y_pred (tf.Dataset): A () tensor containing the predicted bounding boxes. + + Return: + tf.Dataset: A () tensor containing the loss for each cell + + """ + + label_class = y_true[..., :20] # ? * 7 * 7 * 20 + label_box = y_true[..., 20:24] # ? * 7 * 7 * 4 + response_mask = y_true[..., 24] # ? * 7 * 7 + response_mask = K.expand_dims(response_mask) # ? * 7 * 7 * 1 + + predict_class = y_pred[..., :20] # ? * 7 * 7 * 20 + predict_trust = y_pred[..., 20:22] # ? * 7 * 7 * 2 + predict_box = y_pred[..., 22:] # ? * 7 * 7 * 8 + + _label_box = K.reshape(label_box, [-1, 7, 7, 1, 4]) + _predict_box = K.reshape(predict_box, [-1, 7, 7, 2, 4]) + + label_xy, label_wh = yolo_head(_label_box) # ? * 7 * 7 * 1 * 2, ? * 7 * 7 * 1 * 2 + label_xy = K.expand_dims(label_xy, 3) # ? * 7 * 7 * 1 * 1 * 2 + label_wh = K.expand_dims(label_wh, 3) # ? * 7 * 7 * 1 * 1 * 2 + label_xy_min, label_xy_max = xywh2minmax(label_xy, label_wh) # ? * 7 * 7 * 1 * 1 * 2, ? * 7 * 7 * 1 * 1 * 2 + + predict_xy, predict_wh = yolo_head(_predict_box) # ? * 7 * 7 * 2 * 2, ? * 7 * 7 * 2 * 2 + predict_xy = K.expand_dims(predict_xy, 4) # ? * 7 * 7 * 2 * 1 * 2 + predict_wh = K.expand_dims(predict_wh, 4) # ? * 7 * 7 * 2 * 1 * 2 + predict_xy_min, predict_xy_max = xywh2minmax(predict_xy, predict_wh) # ? * 7 * 7 * 2 * 1 * 2, ? * 7 * 7 * 2 * 1 * 2 + + iou_scores = iou(predict_xy_min, predict_xy_max, label_xy_min, label_xy_max) # ? * 7 * 7 * 2 * 1 + best_ious = K.max(iou_scores, axis=4) # ? * 7 * 7 * 2 + best_box = K.max(best_ious, axis=3, keepdims=True) # ? * 7 * 7 * 1 + + box_mask = K.cast(best_ious >= best_box, K.dtype(best_ious)) # ? * 7 * 7 * 2 + + no_object_loss = 0.5 * (1 - box_mask * response_mask) * K.square(0 - predict_trust) + object_loss = box_mask * response_mask * K.square(1 - predict_trust) + confidence_loss = no_object_loss + object_loss + confidence_loss = K.sum(confidence_loss) + + class_loss = response_mask * K.square(label_class - predict_class) + class_loss = K.sum(class_loss) + + _label_box = K.reshape(label_box, [-1, 7, 7, 1, 4]) + _predict_box = K.reshape(predict_box, [-1, 7, 7, 2, 4]) + + label_xy, label_wh = yolo_head(_label_box) # ? * 7 * 7 * 1 * 2, ? * 7 * 7 * 1 * 2 + predict_xy, predict_wh = yolo_head(_predict_box) # ? * 7 * 7 * 2 * 2, ? * 7 * 7 * 2 * 2 + + box_mask = K.expand_dims(box_mask) + response_mask = K.expand_dims(response_mask) + + box_loss = 5 * box_mask * response_mask * K.square((label_xy - predict_xy) / 448) + box_loss += 5 * box_mask * response_mask * K.square((K.sqrt(label_wh) - K.sqrt(predict_wh)) / 448) + box_loss = K.sum(box_loss) + + loss = confidence_loss + class_loss + box_loss + + return loss + + def modelArchitecture(self): + """ Defines Yolo model network + Described in the paper You Only Look Once + + + Return: + tf.keras.models.Model: CNN defined by Yolo architecture + + """ + + inputs = Input(shape=(self.img_width, self.img_height, 3)) + + # First Layer + x = Conv2D(filters=64, kernel_size=(7,7), strides=(1,1), padding='same')(inputs) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + x = MaxPooling2D((2,2), strides=(2,2))(x) + + # Second Layer + x = Conv2D(192, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + x = MaxPooling2D((2,2), strides=(2,2))(x) + + # Third Layer + x = Conv2D(128, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(256, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(256, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = MaxPooling2D((2,2), strides=(2,2))(x) + + # Fourth Layer + x = Conv2D(256, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(256, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(256, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(256, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = MaxPooling2D((2,2), strides=(2,2))(x) + + # Fifth Layer + x = Conv2D(512, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(512, (1,1), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), strides=(2,2), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + # Sixth Layer + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + x = Conv2D(1024, (3,3), padding='same')(x) + x = BatchNormalization()(x) + x = LeakyReLU(alpha=0.1)(x) + + # Final Layer + x = Flatten()(x) + x = Dense(4096)(x) + x = Dense(self.n_cells * self.n_cells * (self.n_boxes * 5 + self.n_classes))(x) + outputs = Reshape((self.n_cells, self.n_cells, (self.n_boxes * 5 + self.n_classes)))(x) + + yolo_model = Model(inputs, outputs) + + return yolo_model + + def compileModel(self): + self.model.compile(optimizer='adam', + loss=self.yoloLoss, + metrics=[tf.keras.metrics.IoU(num_classes=self.n_classes, target_class_ids=[0])]) \ No newline at end of file From 3adff9955a0c4ff0fb7151a150e804866c0d5fbe Mon Sep 17 00:00:00 2001 From: RJohnson Date: Tue, 18 Oct 2022 17:41:05 +1000 Subject: [PATCH 03/37] changing strides to improved unet problem --- recognition/45307915/modules.py | 281 -------------------------------- 1 file changed, 281 deletions(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index b55eb08927..3d7ebb679a 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -3,284 +3,3 @@ from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape from tensorflow.keras.models import Model -import keras.backend as K - -class YoloModel(): - - def __init__(self, n_classes, n_boxes, n_cells, img_width, img_height): - """ Create a new Yolo Model instance. - - Parameters: - n_classes (int): - n_boxes (int): - n_cells (int): - img_wdith (int): - img_height (int): - """ - self.n_classes = n_classes - self.n_boxes = n_boxes - self.n_cells = n_cells - self.img_width = img_width - self.img_height = img_height - - self.model = self.modelArchitecture() - - def xywh2minmax(xy, wh): - """ - - - """ - xy_min = xy - wh / 2 - xy_max = xy + wh / 2 - - return xy_min, xy_max - - - def iou(pred_mins, pred_maxes, true_mins, true_maxes): - """ - - - """ - intersect_mins = K.maximum(pred_mins, true_mins) - intersect_maxes = K.minimum(pred_maxes, true_maxes) - intersect_wh = K.maximum(intersect_maxes - intersect_mins, 0.) - intersect_areas = intersect_wh[..., 0] * intersect_wh[..., 1] - - pred_wh = pred_maxes - pred_mins - true_wh = true_maxes - true_mins - pred_areas = pred_wh[..., 0] * pred_wh[..., 1] - true_areas = true_wh[..., 0] * true_wh[..., 1] - - union_areas = pred_areas + true_areas - intersect_areas - iou_scores = intersect_areas / union_areas - - return iou_scores - - - def yolo_head(feats): - """ - - - """ - # Dynamic implementation of conv dims for fully convolutional model. - conv_dims = K.shape(feats)[1:3] # assuming channels last - # In YOLO the height index is the inner most iteration. - conv_height_index = K.arange(0, stop=conv_dims[0]) - conv_width_index = K.arange(0, stop=conv_dims[1]) - conv_height_index = K.tile(conv_height_index, [conv_dims[1]]) - - # TODO: Repeat_elements and tf.split doesn't support dynamic splits. - # conv_width_index = K.repeat_elements(conv_width_index, conv_dims[1], axis=0) - conv_width_index = K.tile( - K.expand_dims(conv_width_index, 0), [conv_dims[0], 1]) - conv_width_index = K.flatten(K.transpose(conv_width_index)) - conv_index = K.transpose(K.stack([conv_height_index, conv_width_index])) - conv_index = K.reshape(conv_index, [1, conv_dims[0], conv_dims[1], 1, 2]) - conv_index = K.cast(conv_index, K.dtype(feats)) - - conv_dims = K.cast(K.reshape(conv_dims, [1, 1, 1, 1, 2]), K.dtype(feats)) - - box_xy = (feats[..., :2] + conv_index) / conv_dims * 448 - box_wh = feats[..., 2:4] * 448 - - return box_xy, box_wh - - def yoloLoss(self, y_true, y_pred): - """ Yolo Model Loss function specified by You Only Look Once paper - - Parameters: - y_true (tf.Dataset): A (batchSize, n_cells, n_cells, ) tensor containing the true bounding boxes. - y_pred (tf.Dataset): A () tensor containing the predicted bounding boxes. - - Return: - tf.Dataset: A () tensor containing the loss for each cell - - """ - - label_class = y_true[..., :20] # ? * 7 * 7 * 20 - label_box = y_true[..., 20:24] # ? * 7 * 7 * 4 - response_mask = y_true[..., 24] # ? * 7 * 7 - response_mask = K.expand_dims(response_mask) # ? * 7 * 7 * 1 - - predict_class = y_pred[..., :20] # ? * 7 * 7 * 20 - predict_trust = y_pred[..., 20:22] # ? * 7 * 7 * 2 - predict_box = y_pred[..., 22:] # ? * 7 * 7 * 8 - - _label_box = K.reshape(label_box, [-1, 7, 7, 1, 4]) - _predict_box = K.reshape(predict_box, [-1, 7, 7, 2, 4]) - - label_xy, label_wh = yolo_head(_label_box) # ? * 7 * 7 * 1 * 2, ? * 7 * 7 * 1 * 2 - label_xy = K.expand_dims(label_xy, 3) # ? * 7 * 7 * 1 * 1 * 2 - label_wh = K.expand_dims(label_wh, 3) # ? * 7 * 7 * 1 * 1 * 2 - label_xy_min, label_xy_max = xywh2minmax(label_xy, label_wh) # ? * 7 * 7 * 1 * 1 * 2, ? * 7 * 7 * 1 * 1 * 2 - - predict_xy, predict_wh = yolo_head(_predict_box) # ? * 7 * 7 * 2 * 2, ? * 7 * 7 * 2 * 2 - predict_xy = K.expand_dims(predict_xy, 4) # ? * 7 * 7 * 2 * 1 * 2 - predict_wh = K.expand_dims(predict_wh, 4) # ? * 7 * 7 * 2 * 1 * 2 - predict_xy_min, predict_xy_max = xywh2minmax(predict_xy, predict_wh) # ? * 7 * 7 * 2 * 1 * 2, ? * 7 * 7 * 2 * 1 * 2 - - iou_scores = iou(predict_xy_min, predict_xy_max, label_xy_min, label_xy_max) # ? * 7 * 7 * 2 * 1 - best_ious = K.max(iou_scores, axis=4) # ? * 7 * 7 * 2 - best_box = K.max(best_ious, axis=3, keepdims=True) # ? * 7 * 7 * 1 - - box_mask = K.cast(best_ious >= best_box, K.dtype(best_ious)) # ? * 7 * 7 * 2 - - no_object_loss = 0.5 * (1 - box_mask * response_mask) * K.square(0 - predict_trust) - object_loss = box_mask * response_mask * K.square(1 - predict_trust) - confidence_loss = no_object_loss + object_loss - confidence_loss = K.sum(confidence_loss) - - class_loss = response_mask * K.square(label_class - predict_class) - class_loss = K.sum(class_loss) - - _label_box = K.reshape(label_box, [-1, 7, 7, 1, 4]) - _predict_box = K.reshape(predict_box, [-1, 7, 7, 2, 4]) - - label_xy, label_wh = yolo_head(_label_box) # ? * 7 * 7 * 1 * 2, ? * 7 * 7 * 1 * 2 - predict_xy, predict_wh = yolo_head(_predict_box) # ? * 7 * 7 * 2 * 2, ? * 7 * 7 * 2 * 2 - - box_mask = K.expand_dims(box_mask) - response_mask = K.expand_dims(response_mask) - - box_loss = 5 * box_mask * response_mask * K.square((label_xy - predict_xy) / 448) - box_loss += 5 * box_mask * response_mask * K.square((K.sqrt(label_wh) - K.sqrt(predict_wh)) / 448) - box_loss = K.sum(box_loss) - - loss = confidence_loss + class_loss + box_loss - - return loss - - def modelArchitecture(self): - """ Defines Yolo model network - Described in the paper You Only Look Once - - - Return: - tf.keras.models.Model: CNN defined by Yolo architecture - - """ - - inputs = Input(shape=(self.img_width, self.img_height, 3)) - - # First Layer - x = Conv2D(filters=64, kernel_size=(7,7), strides=(1,1), padding='same')(inputs) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - x = MaxPooling2D((2,2), strides=(2,2))(x) - - # Second Layer - x = Conv2D(192, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - x = MaxPooling2D((2,2), strides=(2,2))(x) - - # Third Layer - x = Conv2D(128, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(256, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(256, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = MaxPooling2D((2,2), strides=(2,2))(x) - - # Fourth Layer - x = Conv2D(256, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(256, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(256, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(256, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = MaxPooling2D((2,2), strides=(2,2))(x) - - # Fifth Layer - x = Conv2D(512, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(512, (1,1), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), strides=(2,2), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - # Sixth Layer - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - x = Conv2D(1024, (3,3), padding='same')(x) - x = BatchNormalization()(x) - x = LeakyReLU(alpha=0.1)(x) - - # Final Layer - x = Flatten()(x) - x = Dense(4096)(x) - x = Dense(self.n_cells * self.n_cells * (self.n_boxes * 5 + self.n_classes))(x) - outputs = Reshape((self.n_cells, self.n_cells, (self.n_boxes * 5 + self.n_classes)))(x) - - yolo_model = Model(inputs, outputs) - - return yolo_model - - def compileModel(self): - self.model.compile(optimizer='adam', - loss=self.yoloLoss, - metrics=[tf.keras.metrics.IoU(num_classes=self.n_classes, target_class_ids=[0])]) \ No newline at end of file From 826336ada77e97dc2ba8fc1f3ec9d727bd057afc Mon Sep 17 00:00:00 2001 From: RJohnson Date: Tue, 18 Oct 2022 20:41:06 +1000 Subject: [PATCH 04/37] working on unet model --- recognition/45307915/modules.py | 109 +++++++++++++++++++++++++++++++- 1 file changed, 108 insertions(+), 1 deletion(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 3d7ebb679a..edff639a48 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -1,5 +1,112 @@ import numpy as np import tensorflow as tf -from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape +from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape, Conv2DTranspose, Concatenate from tensorflow.keras.models import Model +class ImprovedUNETModel(): + + def __init__(self, n_classes, n_boxes, n_cells, img_width, img_height): + """ Create a new Yolo Model instance. + + Parameters: + n_classes (int): + n_boxes (int): + n_cells (int): + img_wdith (int): + img_height (int): + """ + self.n_classes = n_classes + self.n_boxes = n_boxes + self.n_cells = n_cells + self.img_width = img_width + self.img_height = img_height + + self.model = self.modelArchitecture() + + # Mini encoder block of 2 convolution layers and 1 Max Pooling layer + # Skip connection info is also saved + def encoderBlock(inputs, n_filters, max_pooling=True): + """ Create a new Yolo Model instance. + + Parameters: + imgWidth (int): + + Return: + int: something + + """ + + x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(inputs) + x = BatchNormalization()(x) + x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(x) + x = BatchNormalization()(x) + if max_pooling: + next_layer = MaxPooling2D(pool_size=(2,2))(x) + else: + next_layer = x + + skip_connection = x + + return next_layer, skip_connection + + # Mini decoder block of 1 up convolution layer, 1 concatenation layer (skip layer and up layer), and 2 convolution layer + def decoderBlock(prev_layer_input, skip_layer_input, n_filters): + """ Create a new Yolo Model instance. + + Parameters: + + + Return: + int: something + + """ + + up = Conv2DTranspose(n_filters, (3,3), strides=(2,2), padding='same')(prev_layer_input) + + merge = Concatenate(axis=3)([up, skip_layer_input]) + + x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(merge) + x = BatchNormalization()(x) + x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(x) + x = BatchNormalization()(x) + return x + + + def modelArchitecture(self): + """ Defines Improved UNET model network + Described in the paper Brain Tumor Segmentation and Radiomics + + + Return: + tf.keras.models.Model: CNN defined by Improved UNET architecture + + """ + + inputs = Input(shape=(256,256,1)) + + # Stack mini encoders, doubling number of filter in each block + encoder, skip1 = self.encoderBlock(inputs, 32) + encoder, skip2 = self.encoderBlock(encoder, 64) + encoder, skip3 = self.encoderBlock(encoder, 128) + # encoder, skip4 = EncoderBlock(encoder, 256) + + encoder, skip5 = self.encoderBlock(encoder, 256, False) + + # Stack mini decoders, halving number of filter in each block + # decoder = DecoderBlock(encoder, skip4, 256) + decoder = self.decoderBlock(encoder, skip3, 128) + decoder = self.decoderBlock(decoder, skip2, 64) + decoder = self.decoderBlock(decoder, skip1, 32) + + outputs = Conv2D(4, 1, activation='softmax')(decoder) + + + + model = Model(inputs, outputs) + + return model + + def compileModel(self): + self.model.compile(optimizer='adam', + loss=, + metrics=[tf.keras.metrics.IoU(num_classes=self.n_classes, target_class_ids=[0])]) \ No newline at end of file From e3f5486acbb259297cfd249c9d3838d60577048d Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 16:45:16 +1000 Subject: [PATCH 05/37] working on loading data --- recognition/45307915/train.py | 90 +++++++++++++++++++++++++++++++++++ 1 file changed, 90 insertions(+) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index e69de29bb2..3253b67751 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -0,0 +1,90 @@ +import tensorflow as tf +import pathlib +import matplotlib.pyplot as plt +from math import floor + +IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" +MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" + +IMAGE_HEIGHT = 192 +IMAGE_WIDTH = 256 + +def preprocessImages(filenames): + """ + Load and preprocess the image files. + + Parameters: + filenames (tf.string): names of all image files + + Return: + tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing all the image file data + + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_jpeg(raw, channels=1) + + #resize images + images = tf.image.resize(images, [IMAGE_HEIGHT, IMAGE_WIDTH]) + + #Normalise + images = images / 255. + + print(images) + + return images + + +def preprocessMasks(filenames): + """ + Load and preprocess the mask files. + + Parameters: + filenames (tf.string): names of all mask files + + Return: + tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing all the mask file data + + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_png(raw, channels=1) + + #resize images + images = tf.image.resize(images, [IMAGE_HEIGHT, IMAGE_WIDTH]) + + #Normalise + images = images / 255. + + #Threshold image to 0-1 + images = tf.where(images > 0.5, 1.0, 0.0) + + return images + +def loadData(): + """ + Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. + + + Return: + tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing the processed image and mask data + + """ + + image_data = tf.data.Dataset.list_files(IMAGES_PATH, shuffle=False) + processedImages = image_data.map(preprocessImages) + + masks_data = tf.data.Dataset.list_files(MASKS_PATH, shuffle=False) + processedMasks = masks_data.map(preprocessMasks) + + # Testing that pre-processing was successful + for elem in processedImages.take(1): + plt.imshow(elem.numpy()) + plt.show() + + for elem in processedMasks.take(1): + plt.imshow(elem.numpy()) + plt.show() + + dataset = tf.data.Dataset.zip((processedImages, processedMasks)) + print(dataset) + + return dataset \ No newline at end of file From 70b38796f6f77743eb494f8906fec99a4905a6dd Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 16:54:23 +1000 Subject: [PATCH 06/37] making data loader a class --- recognition/45307915/train.py | 152 ++++++++++++++++++---------------- 1 file changed, 79 insertions(+), 73 deletions(-) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 3253b67751..6ce0b15af7 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -1,5 +1,4 @@ import tensorflow as tf -import pathlib import matplotlib.pyplot as plt from math import floor @@ -9,82 +8,89 @@ IMAGE_HEIGHT = 192 IMAGE_WIDTH = 256 -def preprocessImages(filenames): - """ - Load and preprocess the image files. - +class DataLoader(): + + def __init__(self, images_path=IMAGES_PATH, masks_path=MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + """ Create a new Yolo Model instance. + Parameters: - filenames (tf.string): names of all image files + images_path (str): Path of the dataset images + masks_path (str): Path of the dataset masks + img_width (int): Image Width + img_height (int): Image Height + """ + self.images_path = images_path + self.masks_path = masks_path + self.img_width = img_width + self.img_height = img_height + + self.data = self.loadData() + + def preprocessImages(self, filenames): + """ + Load and preprocess the image files. - Return: - tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing all the image file data - - """ - raw = tf.io.read_file(filenames) - images = tf.io.decode_jpeg(raw, channels=1) - - #resize images - images = tf.image.resize(images, [IMAGE_HEIGHT, IMAGE_WIDTH]) - - #Normalise - images = images / 255. - - print(images) - - return images - - -def preprocessMasks(filenames): - """ - Load and preprocess the mask files. + Parameters: + filenames (tf.string): names of all image files - Parameters: - filenames (tf.string): names of all mask files + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data - Return: - tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing all the mask file data - - """ - raw = tf.io.read_file(filenames) - images = tf.io.decode_png(raw, channels=1) - - #resize images - images = tf.image.resize(images, [IMAGE_HEIGHT, IMAGE_WIDTH]) - - #Normalise - images = images / 255. - - #Threshold image to 0-1 - images = tf.where(images > 0.5, 1.0, 0.0) - - return images + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_jpeg(raw, channels=1) -def loadData(): - """ - Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. - + #resize images + images = tf.image.resize(images, [self.img_height, self.img_width]) - Return: - tf.Dataset: A (IMAGE_HEIGHT, IMAGE_WIDTH, 1) tensor containing the processed image and mask data - - """ - - image_data = tf.data.Dataset.list_files(IMAGES_PATH, shuffle=False) - processedImages = image_data.map(preprocessImages) - - masks_data = tf.data.Dataset.list_files(MASKS_PATH, shuffle=False) - processedMasks = masks_data.map(preprocessMasks) - - # Testing that pre-processing was successful - for elem in processedImages.take(1): - plt.imshow(elem.numpy()) - plt.show() - - for elem in processedMasks.take(1): - plt.imshow(elem.numpy()) - plt.show() - - dataset = tf.data.Dataset.zip((processedImages, processedMasks)) - print(dataset) + #Normalise + images = images / 255. + + print(images) + + return images + + def preprocessMasks(self, filenames): + """ + Load and preprocess the mask files. + + Parameters: + filenames (tf.string): names of all mask files + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data + + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_png(raw, channels=1) + + #resize images + images = tf.image.resize(images, [self.img_height, self.img_width]) + + #Normalise + images = images / 255. + + #Threshold image to 0-1 + images = tf.where(images > 0.5, 1.0, 0.0) + + return images - return dataset \ No newline at end of file + def loadData(self): + """ + Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. + + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + + """ + + image_data = tf.data.Dataset.list_files(self.images_path, shuffle=False) + processedImages = image_data.map(preprocessImages) + + masks_data = tf.data.Dataset.list_files(self.masks_path, shuffle=False) + processedMasks = masks_data.map(preprocessMasks) + + dataset = tf.data.Dataset.zip((processedImages, processedMasks)) + + return dataset \ No newline at end of file From 496a6d32df973234029ec1ece1e6e84eaf0d8ca1 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 16:56:30 +1000 Subject: [PATCH 07/37] fixing errors in dataloader --- recognition/45307915/train.py | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 6ce0b15af7..b8c10bb89e 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -46,10 +46,9 @@ def preprocessImages(self, filenames): #Normalise images = images / 255. - print(images) - return images + def preprocessMasks(self, filenames): """ Load and preprocess the mask files. @@ -86,10 +85,10 @@ def loadData(self): """ image_data = tf.data.Dataset.list_files(self.images_path, shuffle=False) - processedImages = image_data.map(preprocessImages) + processedImages = image_data.map(self.preprocessImages) masks_data = tf.data.Dataset.list_files(self.masks_path, shuffle=False) - processedMasks = masks_data.map(preprocessMasks) + processedMasks = masks_data.map(self.preprocessMasks) dataset = tf.data.Dataset.zip((processedImages, processedMasks)) From c2f084f3737c04c8ff6e525332566005e290ad1b Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 19:33:12 +1000 Subject: [PATCH 08/37] implementing model blocks per Improved UNET model --- recognition/45307915/modules.py | 98 +++++++++++++++++++++------------ recognition/45307915/train.py | 35 +++++++----- 2 files changed, 86 insertions(+), 47 deletions(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index edff639a48..4881073284 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -1,45 +1,77 @@ import numpy as np import tensorflow as tf -from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape, Conv2DTranspose, Concatenate +from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape, Conv2DTranspose, Concatenate, Dropout from tensorflow.keras.models import Model class ImprovedUNETModel(): - def __init__(self, n_classes, n_boxes, n_cells, img_width, img_height): - """ Create a new Yolo Model instance. + def __init__(self, n_classes, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + """ Create a new Improved UNET Model instance. + + Described in the paper Brain Tumor Segmentation and Radiomics Parameters: - n_classes (int): - n_boxes (int): - n_cells (int): - img_wdith (int): - img_height (int): + n_classes (int): Number of classes + img_wdith (int): Image Width + img_height (int): Image Height """ self.n_classes = n_classes - self.n_boxes = n_boxes - self.n_cells = n_cells self.img_width = img_width self.img_height = img_height + self.padding = 'same' + self.leakyAlpha = 1e-2 + self.dropoutRate = 0.3 + self.model = self.modelArchitecture() - # Mini encoder block of 2 convolution layers and 1 Max Pooling layer - # Skip connection info is also saved - def encoderBlock(inputs, n_filters, max_pooling=True): - """ Create a new Yolo Model instance. + def contextBlock(self, inputs, n_filters): + """ Improved UNET Context Block + + "Each context module is in fact a pre-activation residual block with two + 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between" Parameters: - imgWidth (int): + inputs (): + n_filters (int): Return: int: something + """ + x = BatchNormalization()(inputs) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + x = Conv2D(n_filters, (3,3), padding=self.padding)(x) + + x = Dropout(self.dropoutRate)(x) + + x = BatchNormalization()(inputs) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + x = Conv2D(n_filters, (3,3), padding=self.padding)(x) + + return x + + def encoderBlock(self, inputs, n_filters, max_pooling=True, strides=(1,1)): + """ Improved UNET Encoder Block + + 2 convolution layers and 1 Max Pooling layer + Skip connection info is also saved + + Parameters: + inputs (): + n_filters (int): + max_pooling (bool): + + Return: + (,): something + """ - x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(inputs) - x = BatchNormalization()(x) - x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(x) - x = BatchNormalization()(x) + x = Conv2D(n_filters, (3,3), strides=strides, padding=self.padding)(inputs) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + x = self.contextModule(x, n_filters) + + if max_pooling: next_layer = MaxPooling2D(pool_size=(2,2))(x) else: @@ -50,7 +82,7 @@ def encoderBlock(inputs, n_filters, max_pooling=True): return next_layer, skip_connection # Mini decoder block of 1 up convolution layer, 1 concatenation layer (skip layer and up layer), and 2 convolution layer - def decoderBlock(prev_layer_input, skip_layer_input, n_filters): + def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): """ Create a new Yolo Model instance. Parameters: @@ -66,9 +98,7 @@ def decoderBlock(prev_layer_input, skip_layer_input, n_filters): merge = Concatenate(axis=3)([up, skip_layer_input]) x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(merge) - x = BatchNormalization()(x) x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(x) - x = BatchNormalization()(x) return x @@ -84,21 +114,21 @@ def modelArchitecture(self): inputs = Input(shape=(256,256,1)) - # Stack mini encoders, doubling number of filter in each block - encoder, skip1 = self.encoderBlock(inputs, 32) - encoder, skip2 = self.encoderBlock(encoder, 64) - encoder, skip3 = self.encoderBlock(encoder, 128) - # encoder, skip4 = EncoderBlock(encoder, 256) +# # Stack mini encoders, doubling number of filter in each block +# encoder, skip1 = EncoderBlock(inputs, 32) +# encoder, skip2 = EncoderBlock(encoder, 64) +# encoder, skip3 = EncoderBlock(encoder, 128) +# # encoder, skip4 = EncoderBlock(encoder, 256) - encoder, skip5 = self.encoderBlock(encoder, 256, False) +# encoder, skip5 = EncoderBlock(encoder, 256, False) - # Stack mini decoders, halving number of filter in each block - # decoder = DecoderBlock(encoder, skip4, 256) - decoder = self.decoderBlock(encoder, skip3, 128) - decoder = self.decoderBlock(decoder, skip2, 64) - decoder = self.decoderBlock(decoder, skip1, 32) +# # Stack mini decoders, halving number of filter in each block +# # decoder = DecoderBlock(encoder, skip4, 256) +# decoder = DecoderBlock(encoder, skip3, 128) +# decoder = DecoderBlock(decoder, skip2, 64) +# decoder = DecoderBlock(decoder, skip1, 32) - outputs = Conv2D(4, 1, activation='softmax')(decoder) +# outputs = Conv2D(4, 1, activation='softmax')(decoder) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index b8c10bb89e..2bee6780d3 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -1,6 +1,4 @@ import tensorflow as tf -import matplotlib.pyplot as plt -from math import floor IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" @@ -30,11 +28,11 @@ def preprocessImages(self, filenames): """ Load and preprocess the image files. - Parameters: - filenames (tf.string): names of all image files + Parameters: + filenames (tf.string): names of all image files - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data """ raw = tf.io.read_file(filenames) @@ -53,11 +51,11 @@ def preprocessMasks(self, filenames): """ Load and preprocess the mask files. - Parameters: - filenames (tf.string): names of all mask files + Parameters: + filenames (tf.string): names of all mask files - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data """ raw = tf.io.read_file(filenames) @@ -79,8 +77,8 @@ def loadData(self): Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data """ @@ -92,4 +90,15 @@ def loadData(self): dataset = tf.data.Dataset.zip((processedImages, processedMasks)) - return dataset \ No newline at end of file + return dataset + + def getData(self): + """ + Gets the loaded image and mask data. + + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + + """ + return self.data \ No newline at end of file From 95df229e2492ad48875d282756fb3bcf49567985 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 21:25:19 +1000 Subject: [PATCH 09/37] Implemented improved unet model --- recognition/45307915/modules.py | 206 ++++++++++++++++++++++---------- 1 file changed, 143 insertions(+), 63 deletions(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 4881073284..de5403d937 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -1,105 +1,168 @@ -import numpy as np import tensorflow as tf -from tensorflow.keras.layers import Input, Conv2D, BatchNormalization, LeakyReLU, MaxPooling2D, Flatten, Dense, Reshape, Conv2DTranspose, Concatenate, Dropout +from tensorflow.keras.layers import Input, Conv2D, LeakyReLU, Dropout, Add, UpSampling2D, Concatenate, Activation from tensorflow.keras.models import Model +import tensorflow_addons as tf +from tensorflow_addons.layers import InstanceNormalization + class ImprovedUNETModel(): - def __init__(self, n_classes, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + def __init__(self, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): """ Create a new Improved UNET Model instance. Described in the paper Brain Tumor Segmentation and Radiomics Parameters: - n_classes (int): Number of classes img_wdith (int): Image Width img_height (int): Image Height """ - self.n_classes = n_classes self.img_width = img_width self.img_height = img_height + self.init_filters = 16 self.padding = 'same' self.leakyAlpha = 1e-2 self.dropoutRate = 0.3 self.model = self.modelArchitecture() - def contextBlock(self, inputs, n_filters): + def contextModule(self, inputs, n_filters): """ Improved UNET Context Block "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between" + + Batch normalisation layers were added + Leaky ReLU activations were used Parameters: - inputs (): - n_filters (int): + inputs (tf.Tensor): A () tensor inputted into the module + n_filters (int): Number of filters for this module Return: - int: something + tf.Tensor: A () tensor output from this module """ - x = BatchNormalization()(inputs) + x = InstanceNormalization()(inputs) x = LeakyReLU(alpha=self.leakyAlpha)(x) x = Conv2D(n_filters, (3,3), padding=self.padding)(x) x = Dropout(self.dropoutRate)(x) - x = BatchNormalization()(inputs) + x = InstanceNormalization()(x) x = LeakyReLU(alpha=self.leakyAlpha)(x) x = Conv2D(n_filters, (3,3), padding=self.padding)(x) return x + + def upsamplingModule(self, inputs, n_filters): + """ Improved UNET Upsampling Block - def encoderBlock(self, inputs, n_filters, max_pooling=True, strides=(1,1)): - """ Improved UNET Encoder Block - - 2 convolution layers and 1 Max Pooling layer - Skip connection info is also saved + "This is achieved by first upsampling the low resolution feature maps, + which is done by means of a simple upscale that repeats the feature voxels + twice in each spatial dimension, followed by a 3x3x3 convolution" Parameters: - inputs (): - n_filters (int): - max_pooling (bool): + inputs (tf.Tensor): A () tensor inputted into the module + n_filters (int): Number of filters for this module Return: - (,): something + tf.Tensor: A () tensor output from this module """ + x = UpSampling2D(interpolation='bilinear')(inputs) + x = Conv2D(n_filters, (3,3), padding=self.padding)(x) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + x = InstanceNormalization()(x) + + return x - x = Conv2D(n_filters, (3,3), strides=strides, padding=self.padding)(inputs) + def localisationModule(self, inputs, n_filters): + """ Improved UNET Localisation Layer + + "A localization module consists of a 3x3x3 convolution followed + by a 1x1x1 convolution" + + Parameters: + inputs (tf.Tensor): A () tensor inputted into the module + n_filters (int): Number of filters for this module + + Return: + tf.Tensor: A () tensor output from this module + + """ + x = Conv2D(n_filters, (3,3), padding=self.padding)(inputs) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + x = InstanceNormalization()(x) + + x = Conv2D(n_filters, (1,1), padding=self.padding)(x) x = LeakyReLU(alpha=self.leakyAlpha)(x) - x = self.contextModule(x, n_filters) + x = InstanceNormalization()(x) + return x + + def segmentationLayer(self, inputs, n_filters): + """ Improved UNET Segmentation Layer - if max_pooling: - next_layer = MaxPooling2D(pool_size=(2,2))(x) - else: - next_layer = x + "" - skip_connection = x + Parameters: + inputs (tf.Tensor): A () tensor inputted into the layer + n_filters (int): Number of filters for this module - return next_layer, skip_connection + Return: + tf.Tensor: A () tensor output from this module - # Mini decoder block of 1 up convolution layer, 1 concatenation layer (skip layer and up layer), and 2 convolution layer - def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): - """ Create a new Yolo Model instance. + """ + x = Conv2D(n_filters, (1,1), padding=self.padding)(inputs) + x = LeakyReLU(alpha=self.leakyAlpha)(x) + + return x + + def encoderBlock(self, inputs, n_filters, strides=(1,1)): + """ Improved UNET Encoder Block + + 1 convolution layer and 1 context module Parameters: - + inputs (tf.Tensor): A () tensor inputted into the block + n_filters (int): Number of filters for this block + strides ((int, int)): Strides for the convolution Return: - int: something + tf.Tensor: A () tensor output from this module """ - up = Conv2DTranspose(n_filters, (3,3), strides=(2,2), padding='same')(prev_layer_input) - - merge = Concatenate(axis=3)([up, skip_layer_input]) + x = Conv2D(n_filters, (3,3), strides=strides, padding=self.padding)(inputs) + convOutput = LeakyReLU(alpha=self.leakyAlpha)(x) + contextOutput = self.contextModule(convOutput, n_filters) + x = Add()([convOutput, contextOutput]) - x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(merge) - x = Conv2D(n_filters, (3,3), activation='relu', padding='same')(x) return x + + def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): + """ Improved UNET Decoder Block + + 1 concatenation layer + 1 localisation layer + 1 upsampling layer + + Parameters: + prev_layer_input (tf.Tensor): A () tensor input from the previous layer + skip_layer_input (tf.Tensor): A () tensor from the skip connection + n_filters (int): Number of filters for this block + + Return: + (tf.Tensor,tf.Tensor): A () tensor from the localisation layer + and a () tensor output from this module + + """ + x = Concatenate()([prev_layer_input, skip_layer_input]) + localisation = self.localisationModule(x, n_filters) + x = self.upsamplingModule(localisation, n_filters / 2) + + return localisation, x def modelArchitecture(self): @@ -112,31 +175,48 @@ def modelArchitecture(self): """ - inputs = Input(shape=(256,256,1)) - -# # Stack mini encoders, doubling number of filter in each block -# encoder, skip1 = EncoderBlock(inputs, 32) -# encoder, skip2 = EncoderBlock(encoder, 64) -# encoder, skip3 = EncoderBlock(encoder, 128) -# # encoder, skip4 = EncoderBlock(encoder, 256) - -# encoder, skip5 = EncoderBlock(encoder, 256, False) - -# # Stack mini decoders, halving number of filter in each block -# # decoder = DecoderBlock(encoder, skip4, 256) -# decoder = DecoderBlock(encoder, skip3, 128) -# decoder = DecoderBlock(decoder, skip2, 64) -# decoder = DecoderBlock(decoder, skip1, 32) - -# outputs = Conv2D(4, 1, activation='softmax')(decoder) - - + inputs = Input(shape=(self.img_height,self.img_width,1)) + + # Stack 5 encoders, doubling number of filter in each block. + # Saving a skip connection for each + encoder = self.encoderBlock(inputs, self.init_filters) + skip1 = encoder + encoder = self.encoderBlock(encoder, self.init_filters * 2, strides=(2,2)) + skip2 = encoder + encoder = self.encoderBlock(encoder, self.init_filters * 4, strides=(2,2)) + skip3 = encoder + encoder = self.encoderBlock(encoder, self.init_filters * 8, strides=(2,2)) + skip4 = encoder + encoder = self.encoderBlock(encoder, self.init_filters * 16, strides=(2,2)) + + # Upsampling + upsample = self.upsamplingModule(encoder, self.init_filters * 8) + + # Stack 3 decoders, halving number of filter in each block. + # Saving localisation layers + x, decoder = self.decoderBlock(upsample, skip4, self.init_filters * 8) + localisation1, decoder = self.decoderBlock(decoder, skip3, self.init_filters * 4) + localisation2, decoder = self.decoderBlock(decoder, skip2, self.init_filters * 2) + + # Upsample the first segmentation layer, Add the segmentation layers + segmentation1 = self.segmentationLayer(localisation1, 1) + upScaleSegmentation1 = UpSampling2D(interpolation='bilinear')(segmentation1) + segmentation2 = self.segmentationLayer(localisation2, 1) + firstSum = Add()([upScaleSegmentation1, segmentation2]) + + # Final decoding block + # Concatenation, Convolution, Segmentation + decoder = Concatenate()([decoder, skip1]) + decoder = Conv2D(self.init_filters * 2, (3,3), padding=self.padding)(decoder) + decoder = LeakyReLU(alpha=self.leakyAlpha)(decoder) + segmentation3 = self.segmentationLayer(decoder, 1) + + # Upsample the first segmentation sum, Add the final segmentation layers + upScaleFirstSum = UpSampling2D(interpolation='bilinear')(firstSum) + secondSum = Add()([upScaleFirstSum, segmentation3]) + + outputs = Activation('sigmoid')(secondSum) model = Model(inputs, outputs) - return model - - def compileModel(self): - self.model.compile(optimizer='adam', - loss=, - metrics=[tf.keras.metrics.IoU(num_classes=self.n_classes, target_class_ids=[0])]) \ No newline at end of file + return model \ No newline at end of file From 04d11c6eb9a8cecec47dcac769749125e1baeebf Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 21:27:41 +1000 Subject: [PATCH 10/37] add get method --- recognition/45307915/modules.py | 14 ++++++++++++-- 1 file changed, 12 insertions(+), 2 deletions(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index de5403d937..94ed7155a8 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -163,7 +163,6 @@ def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): x = self.upsamplingModule(localisation, n_filters / 2) return localisation, x - def modelArchitecture(self): """ Defines Improved UNET model network @@ -219,4 +218,15 @@ def modelArchitecture(self): model = Model(inputs, outputs) - return model \ No newline at end of file + return model + + def getModel(self): + """ + Gets the improved UNET model. + + + Return: + tf.keras.models.Model: CNN defined by Improved UNET architecture + + """ + return self.model \ No newline at end of file From 484ff4223e86be14154cd1210ee283cc03f9b10e Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 21:32:50 +1000 Subject: [PATCH 11/37] realised all my dataset code was in the train file --- recognition/45307915/dataset.py | 104 ++++++++++++++++++++++++++++++++ recognition/45307915/modules.py | 2 +- 2 files changed, 105 insertions(+), 1 deletion(-) diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index e69de29bb2..2bee6780d3 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -0,0 +1,104 @@ +import tensorflow as tf + +IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" +MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" + +IMAGE_HEIGHT = 192 +IMAGE_WIDTH = 256 + +class DataLoader(): + + def __init__(self, images_path=IMAGES_PATH, masks_path=MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + """ Create a new Yolo Model instance. + + Parameters: + images_path (str): Path of the dataset images + masks_path (str): Path of the dataset masks + img_width (int): Image Width + img_height (int): Image Height + """ + self.images_path = images_path + self.masks_path = masks_path + self.img_width = img_width + self.img_height = img_height + + self.data = self.loadData() + + def preprocessImages(self, filenames): + """ + Load and preprocess the image files. + + Parameters: + filenames (tf.string): names of all image files + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data + + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_jpeg(raw, channels=1) + + #resize images + images = tf.image.resize(images, [self.img_height, self.img_width]) + + #Normalise + images = images / 255. + + return images + + + def preprocessMasks(self, filenames): + """ + Load and preprocess the mask files. + + Parameters: + filenames (tf.string): names of all mask files + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data + + """ + raw = tf.io.read_file(filenames) + images = tf.io.decode_png(raw, channels=1) + + #resize images + images = tf.image.resize(images, [self.img_height, self.img_width]) + + #Normalise + images = images / 255. + + #Threshold image to 0-1 + images = tf.where(images > 0.5, 1.0, 0.0) + + return images + + def loadData(self): + """ + Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. + + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + + """ + + image_data = tf.data.Dataset.list_files(self.images_path, shuffle=False) + processedImages = image_data.map(self.preprocessImages) + + masks_data = tf.data.Dataset.list_files(self.masks_path, shuffle=False) + processedMasks = masks_data.map(self.preprocessMasks) + + dataset = tf.data.Dataset.zip((processedImages, processedMasks)) + + return dataset + + def getData(self): + """ + Gets the loaded image and mask data. + + + Return: + tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + + """ + return self.data \ No newline at end of file diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 94ed7155a8..e5cafa3d82 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -7,7 +7,7 @@ class ImprovedUNETModel(): - def __init__(self, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + def __init__(self, img_width, img_height): """ Create a new Improved UNET Model instance. Described in the paper Brain Tumor Segmentation and Radiomics From e2647860b5573d04ff707f18ba7078901d642c17 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 21:43:43 +1000 Subject: [PATCH 12/37] working on train file --- recognition/45307915/train.py | 100 +++------------------------------- 1 file changed, 8 insertions(+), 92 deletions(-) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 2bee6780d3..b1cadd9fbe 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -1,4 +1,7 @@ -import tensorflow as tf + + +import modules +import dataset IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" @@ -6,99 +9,12 @@ IMAGE_HEIGHT = 192 IMAGE_WIDTH = 256 -class DataLoader(): - - def __init__(self, images_path=IMAGES_PATH, masks_path=MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): - """ Create a new Yolo Model instance. - - Parameters: - images_path (str): Path of the dataset images - masks_path (str): Path of the dataset masks - img_width (int): Image Width - img_height (int): Image Height - """ - self.images_path = images_path - self.masks_path = masks_path - self.img_width = img_width - self.img_height = img_height - - self.data = self.loadData() - - def preprocessImages(self, filenames): - """ - Load and preprocess the image files. - - Parameters: - filenames (tf.string): names of all image files - - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data - - """ - raw = tf.io.read_file(filenames) - images = tf.io.decode_jpeg(raw, channels=1) - - #resize images - images = tf.image.resize(images, [self.img_height, self.img_width]) - - #Normalise - images = images / 255. - - return images - - - def preprocessMasks(self, filenames): - """ - Load and preprocess the mask files. - - Parameters: - filenames (tf.string): names of all mask files - - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data - - """ - raw = tf.io.read_file(filenames) - images = tf.io.decode_png(raw, channels=1) - - #resize images - images = tf.image.resize(images, [self.img_height, self.img_width]) - - #Normalise - images = images / 255. - - #Threshold image to 0-1 - images = tf.where(images > 0.5, 1.0, 0.0) - - return images - - def loadData(self): - """ - Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. - - - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data - - """ - - image_data = tf.data.Dataset.list_files(self.images_path, shuffle=False) - processedImages = image_data.map(self.preprocessImages) - - masks_data = tf.data.Dataset.list_files(self.masks_path, shuffle=False) - processedMasks = masks_data.map(self.preprocessMasks) - - dataset = tf.data.Dataset.zip((processedImages, processedMasks)) +def main(): - return dataset - def getData(self): - """ - Gets the loaded image and mask data. + return 0 - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data - """ - return self.data \ No newline at end of file +if __name__ == "__main__": + main() \ No newline at end of file From a5aafd92150888fb5c7167939145975c3683eb10 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 23:40:10 +1000 Subject: [PATCH 13/37] updating dataset.py to load test and validate data --- recognition/45307915/dataset.py | 73 ++++++++++++++++++++++----------- recognition/45307915/modules.py | 15 +------ 2 files changed, 49 insertions(+), 39 deletions(-) diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index 2bee6780d3..74ef0ebb0a 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -1,14 +1,23 @@ import tensorflow as tf -IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" -MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" +TRAIN_IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" +TRAIN_MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" + +TEST_IMAGES_PATH = "./ISIC-2017_Test_v2_Data/*.jpg" +TEST_MASKS_PATH = "./ISIC-2017_Test_v2_Part1_GroundTruth/*.png" + +VALIDATE_IMAGES_PATH = "./ISIC-2017_Validation_Data/*.jpg" +VALIDATE_MASKS_PATH = "./ISIC-2017_Validation_Part1_GroundTruth/*.png" IMAGE_HEIGHT = 192 IMAGE_WIDTH = 256 class DataLoader(): - def __init__(self, images_path=IMAGES_PATH, masks_path=MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): + def __init__(self, train_images_path=TRAIN_IMAGES_PATH, train_masks_path=TRAIN_MASKS_PATH, + test_images_path=TEST_IMAGES_PATH, test_masks_path=TEST_MASKS_PATH, + validate_images_path=VALIDATE_IMAGES_PATH, validate_masks_path=VALIDATE_MASKS_PATH, + img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): """ Create a new Yolo Model instance. Parameters: @@ -17,13 +26,18 @@ def __init__(self, images_path=IMAGES_PATH, masks_path=MASKS_PATH, img_width=IMA img_width (int): Image Width img_height (int): Image Height """ - self.images_path = images_path - self.masks_path = masks_path + self.train_images_path = train_images_path + self.train_masks_path = train_masks_path + + self.test_images_path = test_images_path + self.test_masks_path = test_masks_path + + self.validate_images_path = validate_images_path + self.validate_masks_path = validate_masks_path + self.img_width = img_width self.img_height = img_height - self.data = self.loadData() - def preprocessImages(self, filenames): """ Load and preprocess the image files. @@ -74,31 +88,40 @@ def preprocessMasks(self, filenames): def loadData(self): """ - Loads and prepocesses all the image and mask data, located at IMAGES_PATH and MASKS_PATH. + Loads and prepocesses all the image and mask data, + for the training, testing and validation datasets Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data - + (tf.Dataset, tf.Dataset, tf.Dataset): 3 (img_height, img_width, 1) tensors + containing all the image and mask data """ + + #train + train_image_data = tf.data.Dataset.list_files(self.train_images_path, shuffle=False) + train_processed_images = train_image_data.map(self.preprocessImages) - image_data = tf.data.Dataset.list_files(self.images_path, shuffle=False) - processedImages = image_data.map(self.preprocessImages) - - masks_data = tf.data.Dataset.list_files(self.masks_path, shuffle=False) - processedMasks = masks_data.map(self.preprocessMasks) + train_mask_data = tf.data.Dataset.list_files(self.train_masks_path, shuffle=False) + train_processed_masks = train_mask_data.map(self.preprocessMasks) - dataset = tf.data.Dataset.zip((processedImages, processedMasks)) + train_dataset = tf.data.Dataset.zip((train_processed_images, train_processed_masks)) + + #test + test_image_data = tf.data.Dataset.list_files(self.test_images_path, shuffle=False) + test_processed_images = test_image_data.map(self.preprocessImages) - return dataset - - def getData(self): - """ - Gets the loaded image and mask data. + test_mask_data = tf.data.Dataset.list_files(self.test_masks_path, shuffle=False) + test_processed_masks = test_mask_data.map(self.preprocessMasks) + test_dataset = tf.data.Dataset.zip((test_processed_images, test_processed_masks)) + + #validate + validate_image_data = tf.data.Dataset.list_files(self.validate_images_path, shuffle=False) + validate_processed_images = validate_image_data.map(self.preprocessImages) - Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing the processed image and mask data + validate_mask_data = tf.data.Dataset.list_files(self.validate_masks_path, shuffle=False) + validate_processed_masks = validate_mask_data.map(self.preprocessMasks) - """ - return self.data \ No newline at end of file + validate_dataset = tf.data.Dataset.zip((validate_processed_images, validate_processed_masks)) + + return train_dataset, test_dataset, validate_dataset \ No newline at end of file diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index e5cafa3d82..9543341906 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -24,8 +24,6 @@ def __init__(self, img_width, img_height): self.leakyAlpha = 1e-2 self.dropoutRate = 0.3 - self.model = self.modelArchitecture() - def contextModule(self, inputs, n_filters): """ Improved UNET Context Block @@ -218,15 +216,4 @@ def modelArchitecture(self): model = Model(inputs, outputs) - return model - - def getModel(self): - """ - Gets the improved UNET model. - - - Return: - tf.keras.models.Model: CNN defined by Improved UNET architecture - - """ - return self.model \ No newline at end of file + return model \ No newline at end of file From 3c07effb90a6f0ede142636c289af50f2f1c58ed Mon Sep 17 00:00:00 2001 From: RJohnson Date: Thu, 20 Oct 2022 23:58:11 +1000 Subject: [PATCH 14/37] train.py progress --- recognition/45307915/train.py | 83 ++++++++++++++++++++++++++++++++--- 1 file changed, 78 insertions(+), 5 deletions(-) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index b1cadd9fbe..9518fe4cca 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -1,19 +1,92 @@ - +import tensorflow as tf +from tensorflow.keras.optimizers import Adam import modules import dataset -IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" -MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" +TRAIN_IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" +TRAIN_MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" + +TEST_IMAGES_PATH = "./ISIC-2017_Test_v2_Data/*.jpg" +TEST_MASKS_PATH = "./ISIC-2017_Test_v2_Part1_GroundTruth/*.png" + +VALIDATE_IMAGES_PATH = "./ISIC-2017_Validation_Data/*.jpg" +VALIDATE_MASKS_PATH = "./ISIC-2017_Validation_Part1_GroundTruth/*.png" IMAGE_HEIGHT = 192 IMAGE_WIDTH = 256 +BATCH_SIZE = 32 + +INIT_LEARNING_RATE = 5e-4 +EPOCHS = 20 + +def batchData(train, test, validate): + """ + Batches the training, testing and validation datasets + + Parameters: + train (tf.Dataset): A (img_height, img_width, 1) tensor containing the training data + test (tf.Dataset): A (img_height, img_width, 1) tensor containing the testing data + validate (tf.Dataset): A (img_height, img_width, 1) tensor containing the validation data + + Return: + (tf.Dataset, tf.Dataset, tf.Dataset): 3 (img_height, img_width, 1) tensors containing ???? + + """ + train_batch = train.batch(BATCH_SIZE) + test_batch = test.batch(BATCH_SIZE) + validate_batch = validate.batch(BATCH_SIZE) + return train_batch, test_batch, validate_batch + +def diceCoefficient(y_true, y_pred): + """ + Dice Coefficient + + Parameters: + y_true (tf.Tensor): true output + y_true (tf.Tensor): output predicted by model + + Return: + tf.Tensor: Dice coefficient based on true output and prediction + + """ + y_true_f = tf.keras.backend.flatten(y_true) + y_pred_f = tf.keras.backend.flatten(y_pred) + intersection = tf.keras.backend.sum(y_true_f * y_pred_f) + dice = (2. * intersection) / (tf.keras.backend.sum(y_true_f) + tf.keras.backend.sum(y_true_f)) + return dice + +def diceLoss(y_true, y_pred): + """ + Dice loss function + + Parameters: + y_true (tf.Tensor): true output + y_true (tf.Tensor): output predicted by model + + Return: + tf.Tensor: Dice coefficient to be used as a loss function + + """ + return 1 - diceCoefficient(y_true, y_pred) + def main(): + # Data loading and preprocessing + dataLoader = DataLoader() + train_dataset, test_dataset, validate_dataset = dataLoader.loadData() - - return 0 + train_batched, test_batched, validate_batched = batchData(train_dataset, test_dataset, validate_dataset) + + # Generate the model + improvedUNETModel = ImprovedUNETModel() + model = improvedUNETModel.modelArchitecture() + + adamOptimizer = Adam(learning_rate=INIT_LEARNING_RATE) + model.compile(optimizer=adamOptimizer, loss=diceLoss, metrics=[diceCoefficient]) + + results = model.fit(train_batched, epochs=EPOCHS, validation_data=validate_batched) if __name__ == "__main__": From 0612cecf18514e3e404a4b4e4e0c4189bfcf5ecc Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 00:12:15 +1000 Subject: [PATCH 15/37] added result plotting to train.py --- recognition/45307915/train.py | 34 ++++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 9518fe4cca..1d71a11084 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -1,3 +1,6 @@ +import numpy as np +import matplotlib +import matplotlib.pyplot as plt import tensorflow as tf from tensorflow.keras.optimizers import Adam @@ -71,6 +74,35 @@ def diceLoss(y_true, y_pred): """ return 1 - diceCoefficient(y_true, y_pred) +def plotResults(history): + """ + Plots Dice Coefficient and Dice Coefficient Loss vs Epoch. + For both training and validation. + + Parameters: + history (History): record of training and validation metrics + + """ + modelHistory = history.history + + #Loss plots + plt.plot(modelHistory['loss']) + plt.plot(modelHistory['val_loss']) + plt.title('Dice Coefficient Loss') + plt.ylabel('Loss (%)') + plt.xlabel('Epoch') + plt.legend(['Training', 'Validation'], loc='upper right') + plt.show() + + #Accuracy plots + plt.plot(modelHistory['diceCoefficient']) + plt.plot(modelHistory['val_diceCoefficient']) + plt.title('Dice Coefficient') + plt.ylabel('DSC') + plt.xlabel('Epoch') + plt.legend(['Training', 'Validation'], loc='upper left') + plt.show() + def main(): # Data loading and preprocessing @@ -88,6 +120,8 @@ def main(): results = model.fit(train_batched, epochs=EPOCHS, validation_data=validate_batched) + plotResults(results) + if __name__ == "__main__": main() \ No newline at end of file From 618ec20a72bae90e70d15fdbebd3a5b6187a9a7b Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 12:59:27 +1000 Subject: [PATCH 16/37] written prediction.py --- recognition/45307915/dataset.py | 4 +- recognition/45307915/modules.py | 12 ++- recognition/45307915/predict.py | 113 +++++++++++++++++++ recognition/45307915/train.py | 185 +++++++++++++++++--------------- 4 files changed, 223 insertions(+), 91 deletions(-) diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index 74ef0ebb0a..57e9b3dd12 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -18,7 +18,7 @@ def __init__(self, train_images_path=TRAIN_IMAGES_PATH, train_masks_path=TRAIN_M test_images_path=TEST_IMAGES_PATH, test_masks_path=TEST_MASKS_PATH, validate_images_path=VALIDATE_IMAGES_PATH, validate_masks_path=VALIDATE_MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): - """ Create a new Yolo Model instance. + """ Create a new Data Loader instance to load in the training, testing and validation data Parameters: images_path (str): Path of the dataset images @@ -50,7 +50,7 @@ def preprocessImages(self, filenames): """ raw = tf.io.read_file(filenames) - images = tf.io.decode_jpeg(raw, channels=1) + images = tf.io.decode_jpeg(raw, channels=3) #resize images images = tf.image.resize(images, [self.img_height, self.img_width]) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 9543341906..d9b2b57c21 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -2,12 +2,15 @@ from tensorflow.keras.layers import Input, Conv2D, LeakyReLU, Dropout, Add, UpSampling2D, Concatenate, Activation from tensorflow.keras.models import Model -import tensorflow_addons as tf +import tensorflow_addons as tfa from tensorflow_addons.layers import InstanceNormalization +IMAGE_HEIGHT = 192 +IMAGE_WIDTH = 256 + class ImprovedUNETModel(): - def __init__(self, img_width, img_height): + def __init__(self, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): """ Create a new Improved UNET Model instance. Described in the paper Brain Tumor Segmentation and Radiomics @@ -161,6 +164,7 @@ def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): x = self.upsamplingModule(localisation, n_filters / 2) return localisation, x + def modelArchitecture(self): """ Defines Improved UNET model network @@ -172,7 +176,7 @@ def modelArchitecture(self): """ - inputs = Input(shape=(self.img_height,self.img_width,1)) + inputs = Input(shape=(self.img_height,self.img_width,3)) # Stack 5 encoders, doubling number of filter in each block. # Saving a skip connection for each @@ -216,4 +220,6 @@ def modelArchitecture(self): model = Model(inputs, outputs) +# model.summary() + return model \ No newline at end of file diff --git a/recognition/45307915/predict.py b/recognition/45307915/predict.py index e69de29bb2..c5f16050de 100644 --- a/recognition/45307915/predict.py +++ b/recognition/45307915/predict.py @@ -0,0 +1,113 @@ +import numpy as np +import matplotlib +import matplotlib.pyplot as plt +import tensorflow as tf + +import modules +import dataset +import train + +BATCH_SIZE = 32 + +class ModelPredictor(): + + def __init__(self, model, test_dataset, batch_size=BATCH_SIZE): + """ + ??????? + + Parameters: + ?????? (??????): ?????? + + Return: + ??????: ????? + + """ + + self.model = model + self.test_dataset = test_dataset + self.test_batch = test_dataset.batch(batch_size) + + def evaluateModel(self): + """ + ??????? + + Parameters: + ?????? (??????): ?????? + + Return: + ??????: ????? + + """ + + coefficients = [] + for image, mask in self.test_batch: + loss, coefficient = self.model.evaluateData(self.test_batch) + coefficients.append(coefficients) + + averageCoefficient = sum(coefficients)/len(coefficients) + print("Average Dice Coefficient: " + averageCoefficient) + minCoefficient = min(coefficients) + print("Minimum Coefficient: " + minCoefficient) + + def makePredictions(self): + """ + ??????? + + Parameters: + ?????? (??????): ?????? + + Return: + ??????: ????? + + """ + + batch_size = 10 + test_batch = self.test_dataset.batch(batch_size) + test_image, test_mask = next(iter(test_batch)) + predictions = self.model.predict(test_image) + + for i in range(batch_size): + + plt.figure(figsize=(10,10)) + + # Plot the test image + plt.subplot(1, 3, 1) + plt.imshow(test_image[i]) + plt.title("Input") + + # Plot the test mask + plt.subplot(1, 3, 2) + plt.imshow(test_mask[i]) + plt.title("Ground Truth Mask") + + # Plot the resultant mask + plt.subplot(1, 3, 3) + # Display 0 or 1 for classes + prediction = tf.where(predictions[i] > 0.5, 1.0, 0.0) + plt.imshow(prediction) + plt.title("Predicted Mask") + + plt.show() + + +def main(): + + # Data loading and preprocessing + dataLoader = DataLoader() + train_dataset, test_dataset, validate_dataset = dataLoader.loadData() + + # Generate the model + improvedUNETModel = ImprovedUNETModel() + model = improvedUNETModel.modelArchitecture() + + # Train the model + t = ModelTrainer() + model = t.trainModel(train_dataset, test_dataset, validate_dataset, model) + + # Evaluate the model and make predictions + p = ModelPredictor(model, test_dataset) + testEval = p.evaluateModel() + pred = p.makePredictions() + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 1d71a11084..3d96d3338a 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -3,6 +3,7 @@ import matplotlib.pyplot as plt import tensorflow as tf from tensorflow.keras.optimizers import Adam +from tensorflow.keras import backend as K import modules import dataset @@ -20,88 +21,106 @@ IMAGE_WIDTH = 256 BATCH_SIZE = 32 - INIT_LEARNING_RATE = 5e-4 EPOCHS = 20 -def batchData(train, test, validate): - """ - Batches the training, testing and validation datasets - - Parameters: - train (tf.Dataset): A (img_height, img_width, 1) tensor containing the training data - test (tf.Dataset): A (img_height, img_width, 1) tensor containing the testing data - validate (tf.Dataset): A (img_height, img_width, 1) tensor containing the validation data - - Return: - (tf.Dataset, tf.Dataset, tf.Dataset): 3 (img_height, img_width, 1) tensors containing ???? - - """ - train_batch = train.batch(BATCH_SIZE) - test_batch = test.batch(BATCH_SIZE) - validate_batch = validate.batch(BATCH_SIZE) - return train_batch, test_batch, validate_batch - -def diceCoefficient(y_true, y_pred): - """ - Dice Coefficient - - Parameters: - y_true (tf.Tensor): true output - y_true (tf.Tensor): output predicted by model - - Return: - tf.Tensor: Dice coefficient based on true output and prediction - - """ - y_true_f = tf.keras.backend.flatten(y_true) - y_pred_f = tf.keras.backend.flatten(y_pred) - intersection = tf.keras.backend.sum(y_true_f * y_pred_f) - dice = (2. * intersection) / (tf.keras.backend.sum(y_true_f) + tf.keras.backend.sum(y_true_f)) - return dice - -def diceLoss(y_true, y_pred): - """ - Dice loss function - - Parameters: - y_true (tf.Tensor): true output - y_true (tf.Tensor): output predicted by model - - Return: - tf.Tensor: Dice coefficient to be used as a loss function - - """ - return 1 - diceCoefficient(y_true, y_pred) - -def plotResults(history): - """ - Plots Dice Coefficient and Dice Coefficient Loss vs Epoch. - For both training and validation. - - Parameters: - history (History): record of training and validation metrics - - """ - modelHistory = history.history +class ModelTrainer(): - #Loss plots - plt.plot(modelHistory['loss']) - plt.plot(modelHistory['val_loss']) - plt.title('Dice Coefficient Loss') - plt.ylabel('Loss (%)') - plt.xlabel('Epoch') - plt.legend(['Training', 'Validation'], loc='upper right') - plt.show() + def __init__(self, batch_size=BATCH_SIZE, learning_rate=INIT_LEARNING_RATE, epochs=EPOCHS): + """ + + """ + self.batch_size = batch_size + self.learning_rate = learning_rate + self.epochs = epochs + + def diceCoefficient(self, y_true, y_pred): + """ + Dice Coefficient + + Parameters: + y_true (tf.Tensor): true output + y_true (tf.Tensor): output predicted by model + + Return: + tf.Tensor: Dice coefficient based on true output and prediction + + """ + y_true_f = K.flatten(y_true) + y_pred_f = K.flatten(y_pred) + intersection = K.sum(y_true_f * y_pred_f) + dice = (2. * intersection + 1.) / (K.sum(y_true_f) + K.sum(y_pred_f) + 1.) + return dice - #Accuracy plots - plt.plot(modelHistory['diceCoefficient']) - plt.plot(modelHistory['val_diceCoefficient']) - plt.title('Dice Coefficient') - plt.ylabel('DSC') - plt.xlabel('Epoch') - plt.legend(['Training', 'Validation'], loc='upper left') - plt.show() + def diceLoss(self, y_true, y_pred): + """ + Dice loss function + + Parameters: + y_true (tf.Tensor): true output + y_true (tf.Tensor): output predicted by model + + Return: + tf.Tensor: Dice coefficient to be used as a loss function + + """ + return 1 - self.diceCoefficient(y_true, y_pred) + + def plotResults(self, history): + """ + Plots Dice Coefficient and Dice Coefficient Loss vs Epoch. + For both training and validation. + + Parameters: + history (History): record of training and validation metrics + + """ + modelHistory = history.history + + #Loss plots + plt.plot(modelHistory['loss']) + plt.plot(modelHistory['val_loss']) + plt.title('Dice Coefficient Loss') + plt.ylabel('Loss (%)') + plt.xlabel('Epoch') + plt.legend(['Training', 'Validation'], loc='upper right') + plt.show() + + #Accuracy plots + plt.plot(modelHistory['diceCoefficient']) + plt.plot(modelHistory['val_diceCoefficient']) + plt.title('Dice Coefficient') + plt.ylabel('DSC') + plt.xlabel('Epoch') + plt.legend(['Training', 'Validation'], loc='upper left') + plt.show() + + def trainModel(self, train_dataset, test_dataset, validate_dataset, model): + """ + ??????? + + Parameters: + ?????? (??????): ?????? + + Return: + ??????: ????? + + """ + + # Batch the data + train_batch = train_dataset.batch(self.batch_size) + test_batch = test_dataset.batch(self.batch_size) + validate_batch = validate_dataset.batch(self.batch_size) + + adamOptimizer = Adam(learning_rate=self.learning_rate) + model.compile(optimizer=adamOptimizer, loss=self.diceLoss, metrics=[self.diceCoefficient]) + + results = model.fit(train_batch, epochs=self.epochs, validation_data=validate_batch) + + self.plotResults(results) + + return model + def main(): @@ -109,19 +128,13 @@ def main(): dataLoader = DataLoader() train_dataset, test_dataset, validate_dataset = dataLoader.loadData() - train_batched, test_batched, validate_batched = batchData(train_dataset, test_dataset, validate_dataset) - # Generate the model improvedUNETModel = ImprovedUNETModel() model = improvedUNETModel.modelArchitecture() - adamOptimizer = Adam(learning_rate=INIT_LEARNING_RATE) - model.compile(optimizer=adamOptimizer, loss=diceLoss, metrics=[diceCoefficient]) - - results = model.fit(train_batched, epochs=EPOCHS, validation_data=validate_batched) - - plotResults(results) - + # Train the model + t = ModelTrainer() + model = t.trainModel(train_dataset, test_dataset, validate_dataset, model) if __name__ == "__main__": main() \ No newline at end of file From 0fbb5eb09c7aae9baa98d49c5b080fa3606ddf53 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 13:52:50 +1000 Subject: [PATCH 17/37] all code done i think --- recognition/45307915/predict.py | 30 +++++++++++++----------------- recognition/45307915/train.py | 11 +++++++++-- 2 files changed, 22 insertions(+), 19 deletions(-) diff --git a/recognition/45307915/predict.py b/recognition/45307915/predict.py index c5f16050de..a36ffa6a50 100644 --- a/recognition/45307915/predict.py +++ b/recognition/45307915/predict.py @@ -25,7 +25,8 @@ def __init__(self, model, test_dataset, batch_size=BATCH_SIZE): self.model = model self.test_dataset = test_dataset - self.test_batch = test_dataset.batch(batch_size) + self.batch_size = batch_size + def evaluateModel(self): """ @@ -38,16 +39,12 @@ def evaluateModel(self): ??????: ????? """ + - coefficients = [] - for image, mask in self.test_batch: - loss, coefficient = self.model.evaluateData(self.test_batch) - coefficients.append(coefficients) - - averageCoefficient = sum(coefficients)/len(coefficients) - print("Average Dice Coefficient: " + averageCoefficient) - minCoefficient = min(coefficients) - print("Minimum Coefficient: " + minCoefficient) + test_batch = self.test_dataset.batch(self.batch_size) + loss, coefficient = self.model.evaluate(test_batch) + + print("Test Data Dice Coefficient: " + coefficient) def makePredictions(self): """ @@ -61,12 +58,11 @@ def makePredictions(self): """ - batch_size = 10 - test_batch = self.test_dataset.batch(batch_size) + test_batch = self.test_dataset.batch(self.batch_size) test_image, test_mask = next(iter(test_batch)) predictions = self.model.predict(test_image) - for i in range(batch_size): + for i in range(self.batch_size): plt.figure(figsize=(10,10)) @@ -77,19 +73,19 @@ def makePredictions(self): # Plot the test mask plt.subplot(1, 3, 2) - plt.imshow(test_mask[i]) + mask = test_mask[i] + plt.imshow(mask[:, :, 0], cmap='gray') plt.title("Ground Truth Mask") # Plot the resultant mask plt.subplot(1, 3, 3) # Display 0 or 1 for classes prediction = tf.where(predictions[i] > 0.5, 1.0, 0.0) - plt.imshow(prediction) + plt.imshow(prediction[:, :, 0], cmap='gray') plt.title("Predicted Mask") plt.show() - def main(): # Data loading and preprocessing @@ -101,7 +97,7 @@ def main(): model = improvedUNETModel.modelArchitecture() # Train the model - t = ModelTrainer() + t = ModelTrainer(epochs=1) model = t.trainModel(train_dataset, test_dataset, validate_dataset, model) # Evaluate the model and make predictions diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 3d96d3338a..ac383f6041 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -28,7 +28,14 @@ class ModelTrainer(): def __init__(self, batch_size=BATCH_SIZE, learning_rate=INIT_LEARNING_RATE, epochs=EPOCHS): """ - + ??????? + + Parameters: + ?????? (??????): ?????? + + Return: + ??????: ????? + """ self.batch_size = batch_size self.learning_rate = learning_rate @@ -106,7 +113,7 @@ def trainModel(self, train_dataset, test_dataset, validate_dataset, model): ??????: ????? """ - + # Batch the data train_batch = train_dataset.batch(self.batch_size) test_batch = test_dataset.batch(self.batch_size) From 3d03fe64a8a353186ba5b6452b878bb1b78dfa15 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 14:40:23 +1000 Subject: [PATCH 18/37] Adding comments --- recognition/45307915/dataset.py | 14 ++++++------- recognition/45307915/modules.py | 35 +++++++++++++++++---------------- recognition/45307915/predict.py | 25 ++++++++--------------- recognition/45307915/train.py | 22 +++++++++++---------- 4 files changed, 44 insertions(+), 52 deletions(-) diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index 57e9b3dd12..70d41d10cb 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -18,7 +18,8 @@ def __init__(self, train_images_path=TRAIN_IMAGES_PATH, train_masks_path=TRAIN_M test_images_path=TEST_IMAGES_PATH, test_masks_path=TEST_MASKS_PATH, validate_images_path=VALIDATE_IMAGES_PATH, validate_masks_path=VALIDATE_MASKS_PATH, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): - """ Create a new Data Loader instance to load in the training, testing and validation data + """ + Create a new Data Loader instance to load in the training, testing and validation data Parameters: images_path (str): Path of the dataset images @@ -46,7 +47,7 @@ def preprocessImages(self, filenames): filenames (tf.string): names of all image files Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the image file data + tf.Dataset: Dataset containing all the image file data """ raw = tf.io.read_file(filenames) @@ -69,7 +70,7 @@ def preprocessMasks(self, filenames): filenames (tf.string): names of all mask files Return: - tf.Dataset: A (img_height, img_width, 1) tensor containing all the mask file data + tf.Dataset: Dataset containing all the mask file data """ raw = tf.io.read_file(filenames) @@ -88,13 +89,10 @@ def preprocessMasks(self, filenames): def loadData(self): """ - Loads and prepocesses all the image and mask data, - for the training, testing and validation datasets - + Loads and prepocesses all the image and mask data, for the training, testing and validation datasets Return: - (tf.Dataset, tf.Dataset, tf.Dataset): 3 (img_height, img_width, 1) tensors - containing all the image and mask data + (tf.Dataset, tf.Dataset, tf.Dataset): 3 datasets containing all the image and mask data """ #train diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index d9b2b57c21..05366221a1 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -37,11 +37,11 @@ def contextModule(self, inputs, n_filters): Leaky ReLU activations were used Parameters: - inputs (tf.Tensor): A () tensor inputted into the module + inputs (tf.Tensor): Tensor inputted into the module n_filters (int): Number of filters for this module Return: - tf.Tensor: A () tensor output from this module + tf.Tensor: Tensor output from this module """ x = InstanceNormalization()(inputs) @@ -64,11 +64,11 @@ def upsamplingModule(self, inputs, n_filters): twice in each spatial dimension, followed by a 3x3x3 convolution" Parameters: - inputs (tf.Tensor): A () tensor inputted into the module + inputs (tf.Tensor): Tensor inputted into the module n_filters (int): Number of filters for this module Return: - tf.Tensor: A () tensor output from this module + tf.Tensor: Tensor output from this module """ x = UpSampling2D(interpolation='bilinear')(inputs) @@ -85,11 +85,11 @@ def localisationModule(self, inputs, n_filters): by a 1x1x1 convolution" Parameters: - inputs (tf.Tensor): A () tensor inputted into the module + inputs (tf.Tensor): Tensor inputted into the module n_filters (int): Number of filters for this module Return: - tf.Tensor: A () tensor output from this module + tf.Tensor: Tensor output from this module """ x = Conv2D(n_filters, (3,3), padding=self.padding)(inputs) @@ -108,11 +108,11 @@ def segmentationLayer(self, inputs, n_filters): "" Parameters: - inputs (tf.Tensor): A () tensor inputted into the layer - n_filters (int): Number of filters for this module + inputs (tf.Tensor): Tensor inputted into the layer + n_filters (int): Number of filters for this layer Return: - tf.Tensor: A () tensor output from this module + tf.Tensor: Tensor output from this layer """ x = Conv2D(n_filters, (1,1), padding=self.padding)(inputs) @@ -126,12 +126,12 @@ def encoderBlock(self, inputs, n_filters, strides=(1,1)): 1 convolution layer and 1 context module Parameters: - inputs (tf.Tensor): A () tensor inputted into the block + inputs (tf.Tensor): Tensor inputted into the block n_filters (int): Number of filters for this block strides ((int, int)): Strides for the convolution Return: - tf.Tensor: A () tensor output from this module + tf.Tensor: Tensor output from this block """ @@ -150,13 +150,13 @@ def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): 1 upsampling layer Parameters: - prev_layer_input (tf.Tensor): A () tensor input from the previous layer - skip_layer_input (tf.Tensor): A () tensor from the skip connection + prev_layer_input (tf.Tensor): Tensor input from the previous layer + skip_layer_input (tf.Tensor): Tensor from the skip connection n_filters (int): Number of filters for this block Return: - (tf.Tensor,tf.Tensor): A () tensor from the localisation layer - and a () tensor output from this module + (tf.Tensor,tf.Tensor): Tensor from the localisation layer + and a Tensor output from this module """ x = Concatenate()([prev_layer_input, skip_layer_input]) @@ -167,12 +167,13 @@ def decoderBlock(self, prev_layer_input, skip_layer_input, n_filters): def modelArchitecture(self): - """ Defines Improved UNET model network + """ + Defines Improved UNET model network Described in the paper Brain Tumor Segmentation and Radiomics Return: - tf.keras.models.Model: CNN defined by Improved UNET architecture + tf.Model: Network defined by Improved UNET architecture """ diff --git a/recognition/45307915/predict.py b/recognition/45307915/predict.py index a36ffa6a50..f067e9553b 100644 --- a/recognition/45307915/predict.py +++ b/recognition/45307915/predict.py @@ -13,14 +13,11 @@ class ModelPredictor(): def __init__(self, model, test_dataset, batch_size=BATCH_SIZE): """ - ??????? + Create a new model predictor instance to make predictions using a trained model Parameters: - ?????? (??????): ?????? - - Return: - ??????: ????? - + model (tf.Model): Trained Improved UNET model + test_datset (tf.Dataset): A dataset containing all the image and mask test data """ self.model = model @@ -30,32 +27,25 @@ def __init__(self, model, test_dataset, batch_size=BATCH_SIZE): def evaluateModel(self): """ - ??????? + Evaluate the test dataset Dice Similarity of the model Parameters: - ?????? (??????): ?????? Return: - ??????: ????? - """ - test_batch = self.test_dataset.batch(self.batch_size) loss, coefficient = self.model.evaluate(test_batch) - print("Test Data Dice Coefficient: " + coefficient) + print("Test Data Dice Coefficient: ", coefficient) def makePredictions(self): """ - ??????? + Using the trained model make predictions on the testing dataset Parameters: - ?????? (??????): ?????? Return: - ??????: ????? - """ test_batch = self.test_dataset.batch(self.batch_size) @@ -85,6 +75,7 @@ def makePredictions(self): plt.title("Predicted Mask") plt.show() + def main(): @@ -97,7 +88,7 @@ def main(): model = improvedUNETModel.modelArchitecture() # Train the model - t = ModelTrainer(epochs=1) + t = ModelTrainer() model = t.trainModel(train_dataset, test_dataset, validate_dataset, model) # Evaluate the model and make predictions diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index ac383f6041..a1df8d3ba4 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -28,14 +28,12 @@ class ModelTrainer(): def __init__(self, batch_size=BATCH_SIZE, learning_rate=INIT_LEARNING_RATE, epochs=EPOCHS): """ - ??????? + Create a new model trainer instance to train the model Parameters: - ?????? (??????): ?????? - - Return: - ??????: ????? - + batch_size (int): Batch size + learning_rate (int): Learning rate for training + epochs (int): Number of epochs for training """ self.batch_size = batch_size self.learning_rate = learning_rate @@ -104,16 +102,20 @@ def plotResults(self, history): def trainModel(self, train_dataset, test_dataset, validate_dataset, model): """ - ??????? + Train the model using the training and validation datasets. + Using Dice Coefficient as the loss function. Parameters: - ?????? (??????): ?????? + train_dataset (tf.Dataset): Dataset containing all the training data + test_dataset (tf.Dataset): Dataset containing all the test data + validate_dataset (tf.Dataset): Dataset containing all the validation data + model (tf.model): Untrained improved UNET model Return: - ??????: ????? + tf.Model: trained improved UNET model """ - + # Batch the data train_batch = train_dataset.batch(self.batch_size) test_batch = test_dataset.batch(self.batch_size) From 17a3f45f589fd3c7aca0dd5a763cd1152932aaee Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 14:42:10 +1000 Subject: [PATCH 19/37] Adding result images --- .../images/DiceCoefficientLossTraining.png | Bin 0 -> 15315 bytes .../images/DiceCoefficientTraining.png | Bin 0 -> 14840 bytes .../images/TestDataDiceCoefficient.JPG | Bin 0 -> 15078 bytes recognition/45307915/images/Training.JPG | Bin 0 -> 187010 bytes recognition/45307915/images/prediction9.png | Bin 0 -> 48337 bytes 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comments --- recognition/45307915/modules.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 05366221a1..8cf59e6096 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -105,7 +105,7 @@ def localisationModule(self, inputs, n_filters): def segmentationLayer(self, inputs, n_filters): """ Improved UNET Segmentation Layer - "" + 1x1 Convolution layer Parameters: inputs (tf.Tensor): Tensor inputted into the layer From 8680f4b77911c1dabe471212a82d9da9dd453b72 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 14:51:18 +1000 Subject: [PATCH 21/37] fixing errors --- recognition/45307915/predict.py | 6 +++--- recognition/45307915/train.py | 4 ++-- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/recognition/45307915/predict.py b/recognition/45307915/predict.py index f067e9553b..a98aa9583b 100644 --- a/recognition/45307915/predict.py +++ b/recognition/45307915/predict.py @@ -3,9 +3,9 @@ import matplotlib.pyplot as plt import tensorflow as tf -import modules -import dataset -import train +from modules import ImprovedUNETModel +from dataset import DataLoader +from train import ModelTrainer BATCH_SIZE = 32 diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index a1df8d3ba4..22d4295633 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -5,8 +5,8 @@ from tensorflow.keras.optimizers import Adam from tensorflow.keras import backend as K -import modules -import dataset +from modules import ImprovedUNETModel +from dataset import DataLoader TRAIN_IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" TRAIN_MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" From b1b1e1a5e9a36e0951eec459bfac0363f2132b92 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 15:00:39 +1000 Subject: [PATCH 22/37] adding in references to code --- recognition/45307915/dataset.py | 6 ++++++ .../45307915/images/IUNET_Architecture.JPG | Bin 0 -> 45012 bytes recognition/45307915/modules.py | 1 + recognition/45307915/train.py | 5 +++++ 4 files changed, 12 insertions(+) create mode 100644 recognition/45307915/images/IUNET_Architecture.JPG diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index 70d41d10cb..ae8a5beb5b 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -43,6 +43,9 @@ def preprocessImages(self, filenames): """ Load and preprocess the image files. + Image loading code from TensorFlow + https://www.tensorflow.org/api_docs/python/tf/io/read_file + Parameters: filenames (tf.string): names of all image files @@ -66,6 +69,9 @@ def preprocessMasks(self, filenames): """ Load and preprocess the mask files. + Image loading code from TensorFlow + https://www.tensorflow.org/api_docs/python/tf/io/read_file + Parameters: filenames (tf.string): names of all mask files diff --git 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Described in the paper Brain Tumor Segmentation and Radiomics + https://arxiv.org/pdf/1802.10508v1.pdf Parameters: img_wdith (int): Image Width diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 22d4295633..3741aa0ffc 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -43,6 +43,9 @@ def diceCoefficient(self, y_true, y_pred): """ Dice Coefficient + Credit to Karan Jakhar for the following Dice Coefficient function + https://karan-jakhar.medium.com/100-days-of-code-day-7-84e4918cb72c + Parameters: y_true (tf.Tensor): true output y_true (tf.Tensor): output predicted by model @@ -61,6 +64,8 @@ def diceLoss(self, y_true, y_pred): """ Dice loss function + 1 - Dice Coefficient + Parameters: y_true (tf.Tensor): true output y_true (tf.Tensor): output predicted by model From 411a64fa8bfd6c3b8895407862a914a7c67a2514 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 16:26:33 +1000 Subject: [PATCH 23/37] adjusted number of epochs, achieved 0.8 dice score --- recognition/45307915/README.MD | 10 ++++++++++ recognition/45307915/modules.py | 6 +----- recognition/45307915/train.py | 8 +------- 3 files changed, 12 insertions(+), 12 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index e69de29bb2..05cedaa3a5 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -0,0 +1,10 @@ + + + + + +Python: 3.7.15 +Tensorflow: 2.9.2 +Matplotlib: 3.2.2 +Numpy: 1.21.6 +Tensorflow Addons: 0.18.0 \ No newline at end of file diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index 2b2eeeceb2..cb27cb9c56 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -14,7 +14,6 @@ def __init__(self, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): """ Create a new Improved UNET Model instance. Described in the paper Brain Tumor Segmentation and Radiomics - https://arxiv.org/pdf/1802.10508v1.pdf Parameters: img_wdith (int): Image Width @@ -33,9 +32,6 @@ def contextModule(self, inputs, n_filters): "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between" - - Batch normalisation layers were added - Leaky ReLU activations were used Parameters: inputs (tf.Tensor): Tensor inputted into the module @@ -106,7 +102,7 @@ def localisationModule(self, inputs, n_filters): def segmentationLayer(self, inputs, n_filters): """ Improved UNET Segmentation Layer - 1x1 Convolution layer + A 1x1 convolution layer Parameters: inputs (tf.Tensor): Tensor inputted into the layer diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 3741aa0ffc..63a09e2141 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -20,7 +20,7 @@ IMAGE_HEIGHT = 192 IMAGE_WIDTH = 256 -BATCH_SIZE = 32 +BATCH_SIZE = 16 INIT_LEARNING_RATE = 5e-4 EPOCHS = 20 @@ -43,9 +43,6 @@ def diceCoefficient(self, y_true, y_pred): """ Dice Coefficient - Credit to Karan Jakhar for the following Dice Coefficient function - https://karan-jakhar.medium.com/100-days-of-code-day-7-84e4918cb72c - Parameters: y_true (tf.Tensor): true output y_true (tf.Tensor): output predicted by model @@ -64,8 +61,6 @@ def diceLoss(self, y_true, y_pred): """ Dice loss function - 1 - Dice Coefficient - Parameters: y_true (tf.Tensor): true output y_true (tf.Tensor): output predicted by model @@ -135,7 +130,6 @@ def trainModel(self, train_dataset, test_dataset, validate_dataset, model): return model - def main(): # Data loading and preprocessing From d6ed329bcc71e3eb8d260dfa6f8ae9b5cd9a5324 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 16:32:26 +1000 Subject: [PATCH 24/37] images --- ...TestDataDiceCoefficientDecreaseBatchSize.JPG | Bin 0 -> 16583 bytes .../diceCoefficient.png | Bin 0 -> 14531 bytes .../diceCoefficientLoss.png | Bin 0 -> 15323 bytes .../Images_AdjustingBatchSize/prediction1.png | Bin 0 -> 47612 bytes .../Images_AdjustingBatchSize/prediction10.png | Bin 0 -> 57212 bytes .../Images_AdjustingBatchSize/prediction2.png | Bin 0 -> 43387 bytes .../Images_AdjustingBatchSize/prediction3.png | Bin 0 -> 49148 bytes .../Images_AdjustingBatchSize/prediction4.png | Bin 0 -> 59237 bytes .../Images_AdjustingBatchSize/prediction5.png | Bin 0 -> 46749 bytes .../Images_AdjustingBatchSize/prediction6.png | Bin 0 -> 53389 bytes .../Images_AdjustingBatchSize/prediction7.png | Bin 0 -> 50409 bytes .../Images_AdjustingBatchSize/prediction8.png | Bin 0 -> 50138 bytes .../Images_AdjustingBatchSize/prediction9.png | Bin 0 -> 52291 bytes .../DiceCoefficientLossTraining.png | Bin .../DiceCoefficientTraining.png | Bin .../IUNET_Architecture.JPG | Bin .../TestDataDiceCoefficient.JPG | Bin .../Training.JPG | Bin .../prediction9.png | Bin .../predictions.png | Bin .../predictions2.png | Bin .../predictions3.png | Bin .../predictions4.png | Bin .../predictions5.png | Bin .../predictions6.png | Bin .../predictions7.png | Bin .../predictions8.png | Bin .../TestDataDiceCoefficientLearningRate.JPG | Bin 0 -> 15742 bytes 28 files changed, 0 insertions(+), 0 deletions(-) create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/TestDataDiceCoefficientDecreaseBatchSize.JPG create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/diceCoefficient.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/diceCoefficientLoss.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction1.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction10.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction2.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction3.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction4.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction5.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction6.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction7.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction8.png create mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction9.png rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/DiceCoefficientLossTraining.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/DiceCoefficientTraining.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/IUNET_Architecture.JPG (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/TestDataDiceCoefficient.JPG (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/Training.JPG (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/prediction9.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions2.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions3.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions4.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions5.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions6.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions7.png (100%) rename recognition/45307915/images/{ => Images_AdjustingLearningRate}/predictions8.png (100%) create mode 100644 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100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction5.png delete mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction6.png delete mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction7.png delete mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction8.png delete mode 100644 recognition/45307915/images/Images_AdjustingBatchSize/prediction9.png diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 05cedaa3a5..7f30fb47d1 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -1,10 +1,39 @@ +# Improved UNET - Segmentation of ISIC Dataset +Paragraph about ISIC dataset and what this project is +## ISIC Dataset +## Improved UNET Model Architecture +### Context Module -Python: 3.7.15 -Tensorflow: 2.9.2 -Matplotlib: 3.2.2 -Numpy: 1.21.6 -Tensorflow Addons: 0.18.0 \ No newline at end of file +### Upsampling Module + + +### Localisation Module + + +### Segmentation Layer + +## Training + +### Optimiser and Loss Function + +### Training Accuracy and Loss + +### Model Adjustments +Talk about test accuracies in here and the adjustments made + +## Predictions + +## Usage + +### Dependencies +- Python: 3.7.15 +- Numpy: 1.21.6 +- Matplotlib: 3.2.2 +- Tensorflow: 2.9.2 +- Tensorflow Addons: 0.18.0 + +## References \ No newline at end of file diff --git a/recognition/45307915/dataset.py b/recognition/45307915/dataset.py index ae8a5beb5b..a3ff05fd69 100644 --- a/recognition/45307915/dataset.py +++ b/recognition/45307915/dataset.py @@ -9,7 +9,7 @@ VALIDATE_IMAGES_PATH = "./ISIC-2017_Validation_Data/*.jpg" VALIDATE_MASKS_PATH = "./ISIC-2017_Validation_Part1_GroundTruth/*.png" -IMAGE_HEIGHT = 192 +IMAGE_HEIGHT = 256 IMAGE_WIDTH = 256 class DataLoader(): diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p1.png b/recognition/45307915/images/Images_AdjustingBatchSize/p1.png new file mode 100644 index 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-8,18 +8,6 @@ from modules import ImprovedUNETModel from dataset import DataLoader -TRAIN_IMAGES_PATH = "./ISIC-2017_Training_Data/*.jpg" -TRAIN_MASKS_PATH = "./ISIC-2017_Training_Part1_GroundTruth/*.png" - -TEST_IMAGES_PATH = "./ISIC-2017_Test_v2_Data/*.jpg" -TEST_MASKS_PATH = "./ISIC-2017_Test_v2_Part1_GroundTruth/*.png" - -VALIDATE_IMAGES_PATH = "./ISIC-2017_Validation_Data/*.jpg" -VALIDATE_MASKS_PATH = "./ISIC-2017_Validation_Part1_GroundTruth/*.png" - -IMAGE_HEIGHT = 192 -IMAGE_WIDTH = 256 - BATCH_SIZE = 16 INIT_LEARNING_RATE = 5e-4 EPOCHS = 20 From 143dd3b7a12a45eb501d7f8101cba37a4e1fc398 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 17:20:43 +1000 Subject: [PATCH 26/37] adding to readme --- recognition/45307915/README.MD | 25 +++++++++++++++--- .../IUNET_Architecture.JPG | Bin ...stDataDiceCoefficientDecreaseBatchSize.JPG | Bin ...> TestDataDiceCoefficientLearningRate.JPG} | Bin ...PG => TestDataDiceCoefficientOriginal.JPG} | Bin .../diceCoefficient.png | Bin .../diceCoefficientLoss.png | Bin .../{Images_AdjustingBatchSize => }/p1.png | Bin .../{Images_AdjustingBatchSize => }/p10.png | Bin .../{Images_AdjustingBatchSize => }/p11.png | Bin .../{Images_AdjustingBatchSize => }/p2.png | Bin .../{Images_AdjustingBatchSize => }/p3.png | Bin .../{Images_AdjustingBatchSize => }/p4.png | Bin .../{Images_AdjustingBatchSize => }/p5.png | Bin .../{Images_AdjustingBatchSize => }/p6.png | Bin .../{Images_AdjustingBatchSize => }/p7.png | Bin .../{Images_AdjustingBatchSize => }/p8.png | Bin .../{Images_AdjustingBatchSize => }/p9.png | Bin 18 files changed, 22 insertions(+), 3 deletions(-) rename recognition/45307915/images/{Images_AdjustingLearningRate => }/IUNET_Architecture.JPG (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/TestDataDiceCoefficientDecreaseBatchSize.JPG (100%) rename recognition/45307915/images/{Images_AdjustingLearningRate/TestDataDiceCoefficient.JPG => TestDataDiceCoefficientLearningRate.JPG} (100%) rename recognition/45307915/images/{Images_BasedOnOriginalIUNET/TestDataDiceCoefficientLearningRate.JPG => TestDataDiceCoefficientOriginal.JPG} (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/diceCoefficient.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/diceCoefficientLoss.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p1.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p10.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p11.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p2.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p3.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p4.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p5.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p6.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p7.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p8.png (100%) rename recognition/45307915/images/{Images_AdjustingBatchSize => }/p9.png (100%) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 7f30fb47d1..490b40cfe9 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -3,6 +3,8 @@ Paragraph about ISIC dataset and what this project is ## ISIC Dataset +Available: https://challenge.isic-archive.com/data/#2017 + ## Improved UNET Model Architecture ### Context Module @@ -23,8 +25,24 @@ Paragraph about ISIC dataset and what this project is ### Training Accuracy and Loss ### Model Adjustments -Talk about test accuracies in here and the adjustments made - +Initially, the structure layed out in the paper was followed for model training. However, the model test accuracy didn't have a Dice similarity coefficient of greater than 0.8. +![Test data dice coefficient original]() +First, the learning rate scheduler which was used as per the paper was removed. +''' +results = model.fit(train_batch, epochs=self.epochs, validation_data=validate_batch, + callbacks=[tf.keras.callbacks.LearningRateScheduler( + lambda epoch: self.learning_rate * 0.985 ** (epoch) + )]) +''' +Replaced with a constant learning rate. +''' +adamOptimizer = Adam(learning_rate=self.learning_rate) +model.compile(optimizer=adamOptimizer, loss=self.diceLoss, metrics=[self.diceCoefficient]) +''' +This resulted in a slight increase in the dice similarity coefficient. +![Test data dice coefficient adjust learning rate]() +By decreaseing the training batch size the model was able to achieve a dice similarity coefficient greater than 0.8 for the test set. +![Test data dice coefficient adjust batch size]() ## Predictions ## Usage @@ -36,4 +54,5 @@ Talk about test accuracies in here and the adjustments made - Tensorflow: 2.9.2 - Tensorflow Addons: 0.18.0 -## References \ No newline at end of file +## References +[1] F. Isensee, P. Kickingereder, W. Wick, M. Bendszus, and K. H. Maier-Hein, “Brain Tumor Segmentation and Radiomics Survival Prediction: Contribution to the BRATS 2017 Challenge,” Feb. 2018. [Online]. Available: https://arxiv.org/abs/1802.10508v1 diff --git a/recognition/45307915/images/Images_AdjustingLearningRate/IUNET_Architecture.JPG b/recognition/45307915/images/IUNET_Architecture.JPG similarity index 100% rename from recognition/45307915/images/Images_AdjustingLearningRate/IUNET_Architecture.JPG rename to recognition/45307915/images/IUNET_Architecture.JPG diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/TestDataDiceCoefficientDecreaseBatchSize.JPG b/recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/TestDataDiceCoefficientDecreaseBatchSize.JPG rename to recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG diff --git a/recognition/45307915/images/Images_AdjustingLearningRate/TestDataDiceCoefficient.JPG b/recognition/45307915/images/TestDataDiceCoefficientLearningRate.JPG similarity index 100% rename from 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index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/diceCoefficientLoss.png rename to recognition/45307915/images/diceCoefficientLoss.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p1.png b/recognition/45307915/images/p1.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p1.png rename to recognition/45307915/images/p1.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p10.png b/recognition/45307915/images/p10.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p10.png rename to recognition/45307915/images/p10.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p11.png b/recognition/45307915/images/p11.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p11.png rename to recognition/45307915/images/p11.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p2.png b/recognition/45307915/images/p2.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p2.png rename to recognition/45307915/images/p2.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p3.png b/recognition/45307915/images/p3.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p3.png rename to recognition/45307915/images/p3.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p4.png b/recognition/45307915/images/p4.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p4.png rename to recognition/45307915/images/p4.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p5.png b/recognition/45307915/images/p5.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p5.png rename to recognition/45307915/images/p5.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p6.png b/recognition/45307915/images/p6.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p6.png rename to recognition/45307915/images/p6.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p7.png b/recognition/45307915/images/p7.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p7.png rename to recognition/45307915/images/p7.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p8.png b/recognition/45307915/images/p8.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p8.png rename to recognition/45307915/images/p8.png diff --git a/recognition/45307915/images/Images_AdjustingBatchSize/p9.png b/recognition/45307915/images/p9.png similarity index 100% rename from recognition/45307915/images/Images_AdjustingBatchSize/p9.png rename to recognition/45307915/images/p9.png From e7cc23e19b3902d52f8781c4db81a23f07efdf00 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 17:23:00 +1000 Subject: [PATCH 27/37] adding pics to readme --- recognition/45307915/README.MD | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 490b40cfe9..a83ef85b2a 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -26,7 +26,7 @@ Available: https://challenge.isic-archive.com/data/#2017 ### Model Adjustments Initially, the structure layed out in the paper was followed for model training. However, the model test accuracy didn't have a Dice similarity coefficient of greater than 0.8. -![Test data dice coefficient original]() +![Test data dice coefficient original](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientOriginal.JPG) First, the learning rate scheduler which was used as per the paper was removed. ''' results = model.fit(train_batch, epochs=self.epochs, validation_data=validate_batch, @@ -40,9 +40,9 @@ adamOptimizer = Adam(learning_rate=self.learning_rate) model.compile(optimizer=adamOptimizer, loss=self.diceLoss, metrics=[self.diceCoefficient]) ''' This resulted in a slight increase in the dice similarity coefficient. -![Test data dice coefficient adjust learning rate]() +![Test data dice coefficient adjust learning rate](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientLearningRate.JPG) By decreaseing the training batch size the model was able to achieve a dice similarity coefficient greater than 0.8 for the test set. -![Test data dice coefficient adjust batch size]() +![Test data dice coefficient adjust batch size](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG) ## Predictions ## Usage From 3bd2809a686e2f4be8dd13cba642d704a10d330f Mon Sep 17 00:00:00 2001 From: ryanjohnson08 <70135859+ryanjohnson08@users.noreply.github.com> Date: Fri, 21 Oct 2022 17:32:32 +1000 Subject: [PATCH 28/37] Update readme, added pictures --- recognition/45307915/README.MD | 32 +++++++++++++++++++++++++------- 1 file changed, 25 insertions(+), 7 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index a83ef85b2a..be898185cc 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -7,6 +7,8 @@ Available: https://challenge.isic-archive.com/data/#2017 ## Improved UNET Model Architecture +![Improved UNET Model Architecture](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/IUNET_Architecture.JPG) + ### Context Module @@ -22,29 +24,45 @@ Available: https://challenge.isic-archive.com/data/#2017 ### Optimiser and Loss Function -### Training Accuracy and Loss +### Training Dice Coefficient and Loss +![Dice Coefficient Loss](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/diceCoefficientLoss.png) +![Dice Coefficient](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/diceCoefficient.png) -### Model Adjustments +### Adjustments Initially, the structure layed out in the paper was followed for model training. However, the model test accuracy didn't have a Dice similarity coefficient of greater than 0.8. + ![Test data dice coefficient original](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientOriginal.JPG) + First, the learning rate scheduler which was used as per the paper was removed. -''' +``` results = model.fit(train_batch, epochs=self.epochs, validation_data=validate_batch, callbacks=[tf.keras.callbacks.LearningRateScheduler( lambda epoch: self.learning_rate * 0.985 ** (epoch) )]) -''' +``` Replaced with a constant learning rate. -''' +``` adamOptimizer = Adam(learning_rate=self.learning_rate) model.compile(optimizer=adamOptimizer, loss=self.diceLoss, metrics=[self.diceCoefficient]) -''' +``` This resulted in a slight increase in the dice similarity coefficient. ![Test data dice coefficient adjust learning rate](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientLearningRate.JPG) + By decreaseing the training batch size the model was able to achieve a dice similarity coefficient greater than 0.8 for the test set. ![Test data dice coefficient adjust batch size](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG) -## Predictions +## Predictions +![prediction1](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p1.png) +![prediction2](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p2.png) +![prediction3](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p3.png) +![prediction4](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p4.png) +![prediction5](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p5.png) +![prediction6](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p6.png) +![prediction7](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p7.png) +![prediction8](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p8.png) +![prediction9](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p9.png) +![prediction10](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p10.png) +![prediction11](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p11.png) ## Usage ### Dependencies From fd5ac9a97c81ab6f6197f37d42a121d6938dc727 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 17:36:42 +1000 Subject: [PATCH 29/37] 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HcmV?d00001 From d5b1ca7502fe88784ae97ab53ffcf53255e6c911 Mon Sep 17 00:00:00 2001 From: ryanjohnson08 <70135859+ryanjohnson08@users.noreply.github.com> Date: Fri, 21 Oct 2022 17:39:09 +1000 Subject: [PATCH 30/37] adding images to readme --- recognition/45307915/README.MD | 3 +++ 1 file changed, 3 insertions(+) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index be898185cc..91c9140696 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -3,6 +3,9 @@ Paragraph about ISIC dataset and what this project is ## ISIC Dataset +![Training Image](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/image.png) +![Training Mask](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/mask.png) + Available: https://challenge.isic-archive.com/data/#2017 ## Improved UNET Model Architecture From 2a59fdaba21d7b48b40ef6cd956a78c5506ddf67 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 18:06:06 +1000 Subject: [PATCH 31/37] Updating readme --- recognition/45307915/README.MD | 20 +++++++++--------- .../DiceCoefficientLossTraining.png | Bin 15315 -> 0 bytes .../DiceCoefficientTraining.png | Bin 14840 -> 0 bytes .../Images_AdjustingLearningRate/Training.JPG | Bin 187010 -> 0 bytes .../prediction9.png | Bin 48337 -> 0 bytes .../predictions.png | Bin 51819 -> 0 bytes .../predictions2.png | Bin 47659 -> 0 bytes .../predictions3.png | Bin 43313 -> 0 bytes .../predictions4.png | Bin 48675 -> 0 bytes .../predictions5.png | Bin 53376 -> 0 bytes .../predictions6.png | Bin 46756 -> 0 bytes .../predictions7.png | Bin 53292 -> 0 bytes .../predictions8.png | Bin 50303 -> 0 bytes 13 files changed, 10 insertions(+), 10 deletions(-) delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/DiceCoefficientLossTraining.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/DiceCoefficientTraining.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/Training.JPG delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/prediction9.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions2.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions3.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions4.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions5.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions6.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions7.png delete mode 100644 recognition/45307915/images/Images_AdjustingLearningRate/predictions8.png diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 91c9140696..56be78c7e3 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -12,16 +12,15 @@ Available: https://challenge.isic-archive.com/data/#2017 ![Improved UNET Model Architecture](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/IUNET_Architecture.JPG) -### Context Module +Components of the improved UNET Architecture are as follows. - -### Upsampling Module - - -### Localisation Module - - -### Segmentation Layer +- Leaky ReLU - "leaky ReLU nonlinearities with a negative slope of 10−2 for all feature map computing convolutions" +- Instance Normalisation - "replace the traditional batch with instance normalization" +- Context Module - "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between." +- Upsampling Module - "This is achieved by first upsampling the low resolution feature maps, which is done by means of a simple upscale that repeats the feature voxels twice in each spatial dimension, followed by a 3x3x3 convolution" +- Localisation Module - "A localization module consists of a 3x3x3 convolution followed by a 1x1x1 convolution that halves the number of feature maps." +- Skip Connection - Like the original UNET the improved UNET makes use of skip connections +- Segmentation Layer - These are 3x3 convolutions with a single output filter. These segments are summed to form the final network output. ## Training @@ -51,10 +50,11 @@ model.compile(optimizer=adamOptimizer, loss=self.diceLoss, metrics=[self.diceCoe This resulted in a slight increase in the dice similarity coefficient. ![Test data dice coefficient adjust learning rate](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientLearningRate.JPG) -By decreaseing the training batch size the model was able to achieve a dice similarity coefficient greater than 0.8 for the test set. +By decreasing the batch size the model was able to achieve a dice similarity coefficient greater than 0.8 for the test set. ![Test data dice coefficient adjust batch size](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG) ## Predictions + ![prediction1](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p1.png) ![prediction2](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p2.png) ![prediction3](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p3.png) diff --git a/recognition/45307915/images/Images_AdjustingLearningRate/DiceCoefficientLossTraining.png b/recognition/45307915/images/Images_AdjustingLearningRate/DiceCoefficientLossTraining.png deleted file mode 100644 index a5270f43c57e5a16ecfe15d23e55b635cdfee1e3..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 15315 zcmZX51yoegxA!nZgTRnOkmIjFtnR#ynQlJ~Q+y)L} z3i@p6M+-fRioWb0cNb0<&m~WWz^i6V ze9EF%qLq`QJDW}*?Ws}V5H4!Vo!wBFD_Js6KBpFeE|z1sUHD^U&D6jJ6Lh!&1)l@Cd-Cg<*D5qT5Kr79L(QbT-q;)d5?{N^_DOD=ZFX0(tDQJUeBU67R2Pu zAs4|+e$_D(wo44nq~N&lMei|oNIAGcyzP^#Tlx)%t4pHk-Zu#$F5F+i*YAxq!XIug 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z-hL|2F5|m>ptMJ6wTm9G``GmTu2<47d8|VOJJEl{QBemr@$mUAbG$d70IuZ78X}M= zc|6AVV#b#gc{}!c?f8vf@pRL4cGv49^7d2IhqmHD=<+Myo7@+qlm7zb>4%MJTcH1BdzG8}j@rNjClj`HhU(OhxJQ+%RtwI@p09ect%CW>py;@*L|d z)J{j~bF&royh%<;h8O)tPx+=T@tPR&?0@@M-wb~q^!i=r(MQSD4=*nam8ebP)Mxx4;>C& z1OFzJXWw8~o|+SV5bo`to<};@J(rK)WFy~Dh{FbBJJP7Ue3WK?sNH~;_6IsMKPUnt zE4uz>iD37~x05|`Tvi;62LSWWgG>K?*Ksts!MV6vZh!seams(uRMI{r?1Sst>gAnZ z85;7;c=6-+TQ^r5ybs#^!%F4u%S2|VNaC^Q+5DCFJ>(DK>uNfEsGl8W>d0WA^yuXI z4LMZwwO7;m-A|5dg!8-J2jdd^>Gry3!KD}feU|D*kL}ar;q8*sMtyCA@zZ(w?PGi^ zEhScU@b1sjqYmrOKT9ny(3;2gz01#nU%$5+Ra`g!EPdK65q$r!mmeEOlvfcUD4pxj zuN!`#!^A$a4;}NuZ$caEZKpRK)7+%q*u3uAME_tyLl7^`2S41 zo2Kr>eQ4KkUy|7>{=L}cXM9v|n?T=a^nHVAMSR{47tXjlBxz<(fEODuVsv8FIY6f7|t5 zlAE^fdeq%%Tdv*z3#QY@#J6&!egE&G{1K%0-(3Lmk|4Fa!R&v_w($DTL7@8o-kpR0 jzZHxg`u~0N)*Cd(nlVc63+dzs$j>)P1&InVeZT($a5{=( From e13fbbf3ad274fde3aefab60a3466376eeb7e073 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 18:14:05 +1000 Subject: [PATCH 32/37] adding to readme --- recognition/45307915/README.MD | 15 +++++++++------ 1 file changed, 9 insertions(+), 6 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 56be78c7e3..a66f739143 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -2,6 +2,9 @@ Paragraph about ISIC dataset and what this project is ## ISIC Dataset +The ISIC dataset contains a set of skin lesion images and their respective segmentation masks. The 2017 dataset used was already split into training, testing and validation sets. + +Due to all the images in the set being different sizes they were all resized. The skin lesion images were resized to (256, 256, 3), keeping their colour channels. The segmentation masks were resized to (256, 256, 1), reducing to a single colour channel. Thresholding was then completed on the segmentation masks, pixels with a value >0.5 were set to 1, and all other pixels set to 0. ![Training Image](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/image.png) ![Training Mask](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/mask.png) @@ -12,13 +15,13 @@ Available: https://challenge.isic-archive.com/data/#2017 ![Improved UNET Model Architecture](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/IUNET_Architecture.JPG) -Components of the improved UNET Architecture are as follows. +Like the original UNET the Improved UNET is made up of encoding and decoding layers. Components of the improved UNET Architecture are as follows. -- Leaky ReLU - "leaky ReLU nonlinearities with a negative slope of 10−2 for all feature map computing convolutions" -- Instance Normalisation - "replace the traditional batch with instance normalization" -- Context Module - "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between." -- Upsampling Module - "This is achieved by first upsampling the low resolution feature maps, which is done by means of a simple upscale that repeats the feature voxels twice in each spatial dimension, followed by a 3x3x3 convolution" -- Localisation Module - "A localization module consists of a 3x3x3 convolution followed by a 1x1x1 convolution that halves the number of feature maps." +- Leaky ReLU - "leaky ReLU nonlinearities with a negative slope of 10−2 for all feature map computing convolutions" [1] +- Instance Normalisation - "replace the traditional batch with instance normalization" [1] +- Context Module - "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between." [1] +- Upsampling Module - "This is achieved by first upsampling the low resolution feature maps, which is done by means of a simple upscale that repeats the feature voxels twice in each spatial dimension, followed by a 3x3x3 convolution" [1] +- Localisation Module - "A localization module consists of a 3x3x3 convolution followed by a 1x1x1 convolution that halves the number of feature maps." [1] - Skip Connection - Like the original UNET the improved UNET makes use of skip connections - Segmentation Layer - These are 3x3 convolutions with a single output filter. These segments are summed to form the final network output. From d62b866c30fcfaf47696dabf2ff1f6321ea3cc6f Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 18:28:04 +1000 Subject: [PATCH 33/37] updating readme --- recognition/45307915/README.MD | 30 +++++++++++++++++++++++++++++- recognition/45307915/modules.py | 1 + recognition/45307915/train.py | 3 +++ 3 files changed, 33 insertions(+), 1 deletion(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index a66f739143..32b0a8caf1 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -28,8 +28,35 @@ Like the original UNET the Improved UNET is made up of encoding and decoding lay ## Training ### Optimiser and Loss Function +The optimiser used for training was "the adam optimizer with an initial learning rate lrinit = 5 · 10−4, the following learning rate schedule: lrinit · 0.985epoch". + +For the loss function the dice coefficient for the true and predicted values was used. + +``` +def diceCoefficient(self, y_true, y_pred): + """ + Dice Coefficient + + Credit Karan Jakhar + https://karan-jakhar.medium.com/100-days-of-code-day-7-84e4918cb72c + + Parameters: + y_true (tf.Tensor): true output + y_true (tf.Tensor): output predicted by model + + Return: + tf.Tensor: Dice coefficient based on true output and prediction + + """ + y_true_f = K.flatten(y_true) + y_pred_f = K.flatten(y_pred) + intersection = K.sum(y_true_f * y_pred_f) + dice = (2. * intersection + 1.) / (K.sum(y_true_f) + K.sum(y_pred_f) + 1.) + return dice +``` ### Training Dice Coefficient and Loss +The following graphs show the training Dice Coefficient Loss and Accuracy over 20 Epochs. ![Dice Coefficient Loss](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/diceCoefficientLoss.png) ![Dice Coefficient](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/diceCoefficient.png) @@ -57,7 +84,7 @@ By decreasing the batch size the model was able to achieve a dice similarity coe ![Test data dice coefficient adjust batch size](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientDecreaseBatchSize.JPG) ## Predictions - +Using the model the following segmentation predictions were made from test set inputs. ![prediction1](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p1.png) ![prediction2](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p2.png) ![prediction3](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p3.png) @@ -69,6 +96,7 @@ By decreasing the batch size the model was able to achieve a dice similarity coe ![prediction9](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p9.png) ![prediction10](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p10.png) ![prediction11](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p11.png) + ## Usage ### Dependencies diff --git a/recognition/45307915/modules.py b/recognition/45307915/modules.py index cb27cb9c56..6a29258dd9 100644 --- a/recognition/45307915/modules.py +++ b/recognition/45307915/modules.py @@ -14,6 +14,7 @@ def __init__(self, img_width=IMAGE_WIDTH, img_height=IMAGE_HEIGHT): """ Create a new Improved UNET Model instance. Described in the paper Brain Tumor Segmentation and Radiomics + https://arxiv.org/pdf/1802.10508v1.pdf Parameters: img_wdith (int): Image Width diff --git a/recognition/45307915/train.py b/recognition/45307915/train.py index 3d58278375..bde35413f5 100644 --- a/recognition/45307915/train.py +++ b/recognition/45307915/train.py @@ -31,6 +31,9 @@ def diceCoefficient(self, y_true, y_pred): """ Dice Coefficient + Credit Karan Jakhar + https://karan-jakhar.medium.com/100-days-of-code-day-7-84e4918cb72c + Parameters: y_true (tf.Tensor): true output y_true (tf.Tensor): output predicted by model From ca4964462af465a16dc76f671361187eec246777 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 18:30:17 +1000 Subject: [PATCH 34/37] adding in math equations --- recognition/45307915/README.MD | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 32b0a8caf1..f37a2ad93a 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -17,7 +17,7 @@ Available: https://challenge.isic-archive.com/data/#2017 Like the original UNET the Improved UNET is made up of encoding and decoding layers. Components of the improved UNET Architecture are as follows. -- Leaky ReLU - "leaky ReLU nonlinearities with a negative slope of 10−2 for all feature map computing convolutions" [1] +- Leaky ReLU - "leaky ReLU nonlinearities with a negative slope of $10^{−2}$ for all feature map computing convolutions" [1] - Instance Normalisation - "replace the traditional batch with instance normalization" [1] - Context Module - "Each context module is in fact a pre-activation residual block with two 3x3x3 convolutional layers and a dropout layer (pdrop = 0.3) in between." [1] - Upsampling Module - "This is achieved by first upsampling the low resolution feature maps, which is done by means of a simple upscale that repeats the feature voxels twice in each spatial dimension, followed by a 3x3x3 convolution" [1] @@ -28,7 +28,7 @@ Like the original UNET the Improved UNET is made up of encoding and decoding lay ## Training ### Optimiser and Loss Function -The optimiser used for training was "the adam optimizer with an initial learning rate lrinit = 5 · 10−4, the following learning rate schedule: lrinit · 0.985epoch". +The optimiser used for training was "the adam optimizer with an initial learning rate $lr_{init} = 5 · 10^{−4}$, the following learning rate schedule: $lr_{init} · 0.985epoch$". For the loss function the dice coefficient for the true and predicted values was used. From 9cd412a7851f1a46c3c1058c0d22bc09a8081a5e Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 20:13:34 +1000 Subject: [PATCH 35/37] readme updates --- recognition/45307915/README.MD | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index f37a2ad93a..6babd04bad 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -28,9 +28,10 @@ Like the original UNET the Improved UNET is made up of encoding and decoding lay ## Training ### Optimiser and Loss Function -The optimiser used for training was "the adam optimizer with an initial learning rate $lr_{init} = 5 · 10^{−4}$, the following learning rate schedule: $lr_{init} · 0.985epoch$". +The optimiser used for training was "the adam optimizer with an initial learning rate $lr_{init} = 5 · 10^{−4}$, the following learning rate schedule: $lr_{init} · 0.985^{epoch}$". -For the loss function the dice coefficient for the true and predicted values was used. +For the loss function the dice coefficient for the true and predicted values was used. The dice score is defined as follows: +$Dice = 2 |A∩B| / (|A|+|B|)$ ``` def diceCoefficient(self, y_true, y_pred): From 8551e5aaa4446bb4657fdbfd5aaf0214c5575506 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 20:27:15 +1000 Subject: [PATCH 36/37] updating readme --- recognition/45307915/README.MD | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 6babd04bad..96e80529d0 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -1,5 +1,6 @@ # Improved UNET - Segmentation of ISIC Dataset -Paragraph about ISIC dataset and what this project is +The ISIC challenge is an international effort to improve melanoma diagnosis, one of the deadliest forms of skin cancer. Early detection greatly increases the chances of survival for melanoma victims. The ISIC have published datasets for the community to further computer vision research. +By using a neural network a model can be trained to segment the melanoma within a skin image. This project shows the use of an Improved UNET to achieve this. ## ISIC Dataset The ISIC dataset contains a set of skin lesion images and their respective segmentation masks. The 2017 dataset used was already split into training, testing and validation sets. @@ -9,10 +10,12 @@ Due to all the images in the set being different sizes they were all resized. Th ![Training Image](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/image.png) ![Training Mask](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/mask.png) -Available: https://challenge.isic-archive.com/data/#2017 +Available at https://challenge.isic-archive.com/data/#2017 ## Improved UNET Model Architecture +The following UNET model was proposed in the Brain Tumor Segmentation and Radiomics paper. [1] + ![Improved UNET Model Architecture](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/IUNET_Architecture.JPG) Like the original UNET the Improved UNET is made up of encoding and decoding layers. Components of the improved UNET Architecture are as follows. @@ -28,7 +31,7 @@ Like the original UNET the Improved UNET is made up of encoding and decoding lay ## Training ### Optimiser and Loss Function -The optimiser used for training was "the adam optimizer with an initial learning rate $lr_{init} = 5 · 10^{−4}$, the following learning rate schedule: $lr_{init} · 0.985^{epoch}$". +The optimiser used for training was "the adam optimizer with an initial learning rate $lr_{init} = 5 · 10^{−4}$, the following learning rate schedule: $lr_{init} · 0.985^{epoch}$ ". [1] For the loss function the dice coefficient for the true and predicted values was used. The dice score is defined as follows: $Dice = 2 |A∩B| / (|A|+|B|)$ @@ -66,6 +69,7 @@ Initially, the structure layed out in the paper was followed for model training. ![Test data dice coefficient original](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/TestDataDiceCoefficientOriginal.JPG) +Through testing the following adjustments were found to make a difference. First, the learning rate scheduler which was used as per the paper was removed. ``` results = model.fit(train_batch, epochs=self.epochs, validation_data=validate_batch, From 9cef7cb076f91c0f1fa2c5c044a477c3d63f2f35 Mon Sep 17 00:00:00 2001 From: RJohnson Date: Fri, 21 Oct 2022 20:35:49 +1000 Subject: [PATCH 37/37] finished readme --- recognition/45307915/README.MD | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/recognition/45307915/README.MD b/recognition/45307915/README.MD index 96e80529d0..ea326ff7cc 100644 --- a/recognition/45307915/README.MD +++ b/recognition/45307915/README.MD @@ -1,5 +1,6 @@ # Improved UNET - Segmentation of ISIC Dataset The ISIC challenge is an international effort to improve melanoma diagnosis, one of the deadliest forms of skin cancer. Early detection greatly increases the chances of survival for melanoma victims. The ISIC have published datasets for the community to further computer vision research. + By using a neural network a model can be trained to segment the melanoma within a skin image. This project shows the use of an Improved UNET to achieve this. ## ISIC Dataset @@ -103,6 +104,13 @@ Using the model the following segmentation predictions were made from test set i ![prediction11](https://github.com/ryanjohnson08/45307915/blob/topic-recognition/recognition/45307915/images/p11.png) ## Usage +To use, first ensure all dependencies are downloaded. + +Download the 2017 ISIC dataset and place training, testing, and validation image and mask sets in the working directory. + +By running ```train.py``` an Improved UNET model will be trained on the training data, and validated on the validation data. The batch size, learning rate and number of epochs for the model can be adjusted within the ```train.py``` file. + +By running ```predict.py``` predictions will be made on a test dataset using the trained model. ### Dependencies - Python: 3.7.15

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