diff --git a/README.md b/README.md
index b63c6bb1..fff79ca6 100644
--- a/README.md
+++ b/README.md
@@ -1,22 +1,23 @@
-# Raccoon Detector Dataset
+# Object detection utility scripts
-This is a dataset that I collected to train my own Raccoon detector with [TensorFlow's Object Detection API](https://github.com/tensorflow/models/tree/master/research/object_detection). Images are from Google and Pixabay. In total, there are 200 images (160 are used for training and 40 for validation).
+This repo contains a few Python scripts which may be useful for those trying to create the necessary prerequisite files to train an object detection model, either by using the [TensorFlow Object Detection API](https://github.com/tensorflow/models/tree/master/research/object_detection) or [darknet](https://github.com/alexeyab/darknet).
-## Getting Started
+Take a look inside the `examples` directory to have an idea of the types of files that these scripts expect as input/generate as output.
-##### Folder Structure:
-```
-+ annotations: contains the xml files in PASCAL VOC format
-+ data: contains the input file for the TF object detection API and the label files (csv)
-+ images: contains the image data in jpg format
-+ training: contains the pipeline configuration file, frozen model and labelmap
-- a few handy scripts: generate_tfrecord.py is used to generate the input files
-for the TF API and xml_to_csv.py is used to convert the xml files into one csv
-- a few jupyter notebooks: draw boxes is used to plot some of the data and
-split labels is used to split the full labels into train and test labels
-```
+## Usage
+
+The repo provides a collection of scripts, which are to be called from the terminal. In order to know what arguments a particular script expects, run it with the `-h` flag to see a help message. For example: `python generate_tfrecord.py -h`. The output files generated by some scripts are used as input files for other scripts. Please take a look at [the flowchart](#script-usage-flowchart) at the end of this page to understand in which order to use them.
+
+* **generate_csv.py** reads the contents of image annotations stored in [XML files](examples/raccoon-197.xml), created with [labelImg](https://github.com/tzutalin/labelImg), and generates a single [CSV file](examples/raccoon_labels.csv).
+* **generate_train_eval.py** reads the CSV file and separates it into train and evaluation datasets, which are also CSV files. There are options to stratify by class and to select which fraction of the input CSV will be directed to the train dataset (the rest going to evaluation).
+* **generate_pbtxt.py** reads the previously generated CSV file (or any CSV file that has a column named _"class"_) or a text file containing a single class name per line and no header, and generates a [label map](examples/label_map.pbtxt), one of the files needed to train a detection model using [TensorFlow's Object Detection API](https://github.com/tensorflow/models/tree/master/research/object_detection).
+* **generate_tfrecord.py** reads the previously generated CSV and label map files, as well as all the images from a given directory, and generates a TFRecord file, which can then be used to train an object detection model with TensorFlow. The resulting TFRecord file is about the same size of all the original images that were included in it.
+* **generate_yolo_txt.py** reads the CSV file and generates one .txt file for each image mentioned in the CSV file, whith the same name of the image file. These .txt files contain the object annotations for that image, in a format which [darknet](https://pjreddie.com/darknet/yolo/) uses to train its models.
+
+### Script usage flowchart
+
+
## Copyright
-See [LICENSE](LICENSE) for details.
-Copyright (c) 2017 [Dat Tran](http://www.dat-tran.com/).
+Licenses are so complicated. This work began as a fork of [Dat Tran's](http://www.dat-tran.com/) raccoon dataset repository, but then it became its own thing. Anyway, the license is unchanged and is in the repo.
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deleted file mode 100644
index bc4c985f..00000000
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deleted file mode 100644
index c81a3848..00000000
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deleted file mode 100644
index 1fb1d802..00000000
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deleted file mode 100644
index 2d0945e8..00000000
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deleted file mode 100644
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deleted file mode 100644
index e3ed942b..00000000
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deleted file mode 100644
index 77bf2506..00000000
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deleted file mode 100644
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index 95efe0f2..00000000
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index 781b1aff..00000000
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deleted file mode 100644
index eec4173e..00000000
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deleted file mode 100644
index b85c0562..00000000
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deleted file mode 100644
index cdd93215..00000000
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deleted file mode 100644
index 1209dc30..00000000
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deleted file mode 100644
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deleted file mode 100644
index 26dc8bd7..00000000
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deleted file mode 100644
index 7061571b..00000000
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deleted file mode 100644
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index 8fd2547f..00000000
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deleted file mode 100644
index d172fb44..00000000
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deleted file mode 100644
index e388da70..00000000
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deleted file mode 100644
index 932ee364..00000000
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deleted file mode 100644
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deleted file mode 100644
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index 300a8f18..00000000
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deleted file mode 100644
index 86e89dd9..00000000
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deleted file mode 100644
index 281db1a6..00000000
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deleted file mode 100644
index fb59581f..00000000
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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deleted file mode 100644
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index e4aecf9c..00000000
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deleted file mode 100644
index 1d946879..00000000
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deleted file mode 100644
index 5dc1df39..00000000
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deleted file mode 100644
index f04340f3..00000000
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deleted file mode 100644
index f00fc9a2..00000000
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deleted file mode 100644
index 62547fb4..00000000
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deleted file mode 100644
index 5ebd5103..00000000
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deleted file mode 100644
index ba779d41..00000000
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deleted file mode 100644
index 37abc504..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 981cdfb3..00000000
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deleted file mode 100644
index c61030c5..00000000
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deleted file mode 100644
index 660c31af..00000000
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deleted file mode 100644
index c63acc37..00000000
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deleted file mode 100644
index 03c74c7c..00000000
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deleted file mode 100644
index c4569ff8..00000000
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deleted file mode 100644
index 7db7800e..00000000
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deleted file mode 100644
index 4e8219c8..00000000
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deleted file mode 100644
index 263608bd..00000000
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deleted file mode 100644
index e32234dc..00000000
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deleted file mode 100644
index 45496902..00000000
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deleted file mode 100644
index 21affb30..00000000
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deleted file mode 100644
index 1d807ec4..00000000
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deleted file mode 100644
index d871e8a7..00000000
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deleted file mode 100644
index 25d23e58..00000000
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deleted file mode 100644
index f1e90f6c..00000000
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deleted file mode 100644
index 98460cc7..00000000
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deleted file mode 100644
index 93285ce1..00000000
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deleted file mode 100644
index 42faa923..00000000
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deleted file mode 100644
index 99d17e51..00000000
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deleted file mode 100644
index 3b1df693..00000000
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deleted file mode 100644
index 5c9671db..00000000
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deleted file mode 100644
index bf5a67e0..00000000
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deleted file mode 100644
index cbb564b0..00000000
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deleted file mode 100644
index 2c4e26ac..00000000
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deleted file mode 100644
index f1b9cadf..00000000
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deleted file mode 100644
index 05c8bfc5..00000000
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deleted file mode 100644
index 7f0b423d..00000000
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deleted file mode 100644
index 64b181c3..00000000
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deleted file mode 100644
index 69962cd9..00000000
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deleted file mode 100644
index 9c48b120..00000000
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deleted file mode 100644
index 11171e94..00000000
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deleted file mode 100644
index eb802d50..00000000
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deleted file mode 100644
index 0d66b87a..00000000
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deleted file mode 100644
index 8a37f5db..00000000
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deleted file mode 100644
index b1e4895d..00000000
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deleted file mode 100644
index 8fcdbe5a..00000000
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deleted file mode 100644
index 093d11a7..00000000
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deleted file mode 100644
index afd64f7b..00000000
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deleted file mode 100644
index d79cac55..00000000
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deleted file mode 100644
index 0bfb246b..00000000
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deleted file mode 100644
index dc33f218..00000000
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deleted file mode 100644
index 0335abf7..00000000
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deleted file mode 100644
index 33ee023f..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 6ef16250..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index ef146976..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index c6887893..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 797dd895..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index ed2bbdb6..00000000
--- a/annotations/raccoon-5.xml
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 8039b97e..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 45d4a82c..00000000
--- a/annotations/raccoon-51.xml
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index dd095c1f..00000000
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deleted file mode 100644
index cb0ae763..00000000
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deleted file mode 100644
index 1398be52..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 7918390b..00000000
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deleted file mode 100644
index 9b0d5204..00000000
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deleted file mode 100644
index 04046157..00000000
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deleted file mode 100644
index 853652b7..00000000
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deleted file mode 100644
index 563ffd18..00000000
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deleted file mode 100644
index 105b397c..00000000
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deleted file mode 100644
index db76ee85..00000000
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deleted file mode 100644
index fef4f3e9..00000000
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deleted file mode 100644
index 0934f0b1..00000000
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deleted file mode 100644
index 556893e1..00000000
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deleted file mode 100644
index f483d562..00000000
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deleted file mode 100644
index ca1ab865..00000000
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deleted file mode 100644
index fdf3c5cb..00000000
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deleted file mode 100644
index d94e8b3b..00000000
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deleted file mode 100644
index df17e4f4..00000000
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deleted file mode 100644
index cc883903..00000000
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deleted file mode 100644
index 2ce283f0..00000000
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deleted file mode 100644
index c40d6908..00000000
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deleted file mode 100644
index 0272d183..00000000
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deleted file mode 100644
index 3230df64..00000000
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deleted file mode 100644
index e0b9633e..00000000
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deleted file mode 100644
index c713c12d..00000000
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deleted file mode 100644
index 2401623c..00000000
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deleted file mode 100644
index 005840c1..00000000
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deleted file mode 100644
index aa93d4d8..00000000
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deleted file mode 100644
index 0499bb0d..00000000
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deleted file mode 100644
index a3d4671e..00000000
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deleted file mode 100644
index f00dbeef..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 5771193d..00000000
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deleted file mode 100644
index d8c526f8..00000000
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deleted file mode 100644
index 647f647c..00000000
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deleted file mode 100644
index 7a815142..00000000
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deleted file mode 100644
index a1154f09..00000000
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deleted file mode 100644
index a7d8ae48..00000000
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deleted file mode 100644
index 2eebbf3b..00000000
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deleted file mode 100644
index 55f5842a..00000000
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deleted file mode 100644
index 48c329f0..00000000
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deleted file mode 100644
index bb3358c2..00000000
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deleted file mode 100644
index cfd9188e..00000000
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deleted file mode 100644
index dd4dc663..00000000
--- a/annotations/raccoon-90.xml
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index 52b928a0..00000000
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deleted file mode 100644
index 6d6733ef..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index ac89d5dc..00000000
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deleted file mode 100644
index 6625881a..00000000
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deleted file mode 100644
index 22343544..00000000
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deleted file mode 100644
index d59990e1..00000000
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index e02a2fbd..00000000
--- a/annotations/raccoon-97.xml
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@@ -1,26 +0,0 @@
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deleted file mode 100644
index c69d67e6..00000000
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@@ -1,26 +0,0 @@
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diff --git a/annotations/raccoon-99.xml b/annotations/raccoon-99.xml
deleted file mode 100644
index 72666671..00000000
--- a/annotations/raccoon-99.xml
+++ /dev/null
@@ -1,26 +0,0 @@
-
- images
- raccoon-99.jpg
- /Users/datitran/Desktop/raccoon/images/raccoon-99.jpg
-
- Unknown
-
-
- 252
- 228
- 3
-
- 0
-
-
diff --git a/data/test.record b/data/test.record
deleted file mode 100644
index cebb7a52..00000000
Binary files a/data/test.record and /dev/null differ
diff --git a/data/test_labels.csv b/data/test_labels.csv
deleted file mode 100644
index 315a8802..00000000
--- a/data/test_labels.csv
+++ /dev/null
@@ -1,45 +0,0 @@
-filename,width,height,class,xmin,ymin,xmax,ymax
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-raccoon-176.jpg,800,533,raccoon,308,90,611,426
-raccoon-176.jpg,800,533,raccoon,103,1,314,189
-raccoon-29.jpg,275,183,raccoon,70,6,219,179
-raccoon-189.jpg,600,450,raccoon,19,2,508,438
-raccoon-158.jpg,275,183,raccoon,23,23,262,177
-raccoon-164.jpg,274,184,raccoon,10,27,178,184
diff --git a/data/train.record b/data/train.record
deleted file mode 100644
index 342fd4d7..00000000
Binary files a/data/train.record and /dev/null differ
diff --git a/data/train_labels.csv b/data/train_labels.csv
deleted file mode 100644
index 2696db2c..00000000
--- a/data/train_labels.csv
+++ /dev/null
@@ -1,174 +0,0 @@
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diff --git a/diagram.diag b/diagram.diag
new file mode 100644
index 00000000..7a131d7a
--- /dev/null
+++ b/diagram.diag
@@ -0,0 +1,44 @@
+blockdiag {
+ orientation=portrait
+ span_width=32
+ span_height=32
+
+ node_width = 95 // default value is 128
+ node_height = 40 // default value is 40
+
+ class dataset[color="#ffcc99",stacked,shape=box]
+ class third_party[color="#ccf2ff",shape=box]
+ class python[color="#ffff80",shape=roundedbox]
+ class message[color="#ffffff",shape=roundedbox]
+
+ group external {
+ label = "External"
+ color = "#ff7777"
+
+ images[class=dataset,label="Image\ndataset"]
+ xml_files[class=dataset,label="XML annotation\nfiles"]
+ labelImg[class=third_party]
+ }
+
+ group my_repo {
+ label = "This Repo"
+ color = "#77ff77"
+
+ generate_csv.py[class=python,height=30,width=110]
+ generate_pbtxt.py[class=python,height=30,width=110]
+ generate_tfrecord.py[class=python,height=30,width=110]
+ generate_yolo_txt.py[class=python,height=30,width=110]
+ generate_train_eval.py[class=python,height=30,width=110]
+
+ csv[class=message,width=80,label="CSV"]
+ pbtxt[class=message,width=80,label="label map"]
+ tfrecord[class=message,width=80,label="TFRecord"]
+ yolo_txt[class=message,width=80,label="YOLO\ntext files",stacked]
+ }
+
+ images -> labelImg -> xml_files -> generate_csv.py -> csv
+ csv -> generate_pbtxt.py -> pbtxt -> generate_tfrecord.py -> tfrecord
+ csv -> generate_yolo_txt.py -> yolo_txt
+ csv -> generate_train_eval.py -> csv
+ csv -> generate_tfrecord.py
+}
diff --git a/diagram.svg b/diagram.svg
new file mode 100644
index 00000000..e90434e8
--- /dev/null
+++ b/diagram.svg
@@ -0,0 +1,147 @@
+
+
+
diff --git a/draw boxes.ipynb b/draw boxes.ipynb
deleted file mode 100644
index a3fc09e8..00000000
--- a/draw boxes.ipynb
+++ /dev/null
@@ -1,367 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "code",
- "execution_count": 1,
- "metadata": {
- "collapsed": true
- },
- "outputs": [],
- "source": [
- "import cv2\n",
- "import pandas as pd\n",
- "from PIL import Image"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 2,
- "metadata": {
- "collapsed": false
- },
- "outputs": [],
- "source": [
- "full_labels = pd.read_csv('data/raccoon_labels.csv')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 3,
- "metadata": {
- "collapsed": false
- },
- "outputs": [
- {
- "data": {
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- " raccoon-100.jpg | \n",
- " 960 | \n",
- " 576 | \n",
- " raccoon | \n",
- " 548 | \n",
- " 10 | \n",
- " 954 | \n",
- " 520 | \n",
- "
\n",
- " \n",
- " | 3 | \n",
- " raccoon-101.jpg | \n",
- " 640 | \n",
- " 426 | \n",
- " raccoon | \n",
- " 86 | \n",
- " 53 | \n",
- " 400 | \n",
- " 356 | \n",
- "
\n",
- " \n",
- " | 4 | \n",
- " raccoon-102.jpg | \n",
- " 259 | \n",
- " 194 | \n",
- " raccoon | \n",
- " 1 | \n",
- " 1 | \n",
- " 118 | \n",
- " 152 | \n",
- "
\n",
- " \n",
- "
\n",
- "