SGD vs Adam
数据集
- 训练集：clothes std 2.1
- 验证集：LIP986
炼丹参数
- config.input_w = 384
- config.input_h = 384
- config.core.cls_num = 4
- config.aug.ImageWithMasksRandomRotateAug.max_angle = 45
- config.core.batch_size = 16
- config.core.mean = config.data['mean']
- config.core.std = config.data['std']
- config.core.model_path = "/opt/public/pretrain/ESPNetv2/imagenet/espnetv2_s_2.0.pth"
- config.core.criterion = torch.nn.CrossEntropyLoss(weight)
- AugFactory('SpeckleAug@0.1 => GaussianAug@0.1 => HorlineAug@0.1 => VerlineAug@0.1 => LRmotionAug@0.1 =>UDmotionAug@0.1 => NoisyAug@0.1 => DarkAug@0.1 => ColorJitterAug@0.15 => BrightnessJitterAug@0.15 =>ContrastJitterAug@0.15 => ImageWithMasksRandomRotateAug@0.6 => ImageWithMasksNormalizeAug =>ImageWithMasksCenterCropAug => ImageWithMasksScaleAug => ImageWithMasksHFlipAug@0.5 =>ImageWithMasksToTensorAug', deepvac_config)
TRAIN
SGD
- config.core.optimizer = torch.optim.SGD(config.core.net.parameters(), 5e-3, momentum=0.9)
- config.core.scheduler = optim.lr_scheduler.MultiStepLR(config.core.optimizer, milestones=[20,40,55,70,80,90,100,110,120,130,140,150,160], gamma=0.27030)
Epoch No.: 0 TRAIN Loss = 0.7080 TRAIN mIOU = 0.6523
Epoch No.: 1 TRAIN Loss = 0.5985 TRAIN mIOU = 0.6916
Epoch No.: 2 TRAIN Loss = 0.5326 TRAIN mIOU = 0.7177
Epoch No.: 3 TRAIN Loss = 0.4905 TRAIN mIOU = 0.7363
Epoch No.: 4 TRAIN Loss = 0.4528 TRAIN mIOU = 0.7491
Epoch No.: 5 TRAIN Loss = 0.4408 TRAIN mIOU = 0.7557
Epoch No.: 6 TRAIN Loss = 0.4357 TRAIN mIOU = 0.7571
Epoch No.: 7 TRAIN Loss = 0.4214 TRAIN mIOU = 0.7636
Epoch No.: 8 TRAIN Loss = 0.3963 TRAIN mIOU = 0.7768
Epoch No.: 9 TRAIN Loss = 0.3855 TRAIN mIOU = 0.7770
Epoch No.: 10 TRAIN Loss = 0.3882 TRAIN mIOU = 0.7800
Epoch No.: 11 TRAIN Loss = 0.3703 TRAIN mIOU = 0.7846
Epoch No.: 12 TRAIN Loss = 0.3577 TRAIN mIOU = 0.7924
Epoch No.: 13 TRAIN Loss = 0.3627 TRAIN mIOU = 0.7873
Epoch No.: 14 TRAIN Loss = 0.3526 TRAIN mIOU = 0.7916
Epoch No.: 15 TRAIN Loss = 0.3467 TRAIN mIOU = 0.7969
Epoch No.: 16 TRAIN Loss = 0.3446 TRAIN mIOU = 0.7960
Epoch No.: 17 TRAIN Loss = 0.3364 TRAIN mIOU = 0.8003
Epoch No.: 18 TRAIN Loss = 0.3258 TRAIN mIOU = 0.8046
Epoch No.: 19 TRAIN Loss = 0.3259 TRAIN mIOU = 0.8053
Epoch No.: 20 TRAIN Loss = 0.3092 TRAIN mIOU = 0.8119
Epoch No.: 21 TRAIN Loss = 0.3071 TRAIN mIOU = 0.8142
Epoch No.: 22 TRAIN Loss = 0.3000 TRAIN mIOU = 0.8151
Epoch No.: 23 TRAIN Loss = 0.3009 TRAIN mIOU = 0.8162
Epoch No.: 24 TRAIN Loss = 0.2949 TRAIN mIOU = 0.8224
Epoch No.: 25 TRAIN Loss = 0.2943 TRAIN mIOU = 0.8209
Epoch No.: 26 TRAIN Loss = 0.3017 TRAIN mIOU = 0.8120
Epoch No.: 27 TRAIN Loss = 0.2901 TRAIN mIOU = 0.8230
Epoch No.: 28 TRAIN Loss = 0.2903 TRAIN mIOU = 0.8253
Epoch No.: 29 TRAIN Loss = 0.2937 TRAIN mIOU = 0.8228
Epoch No.: 30 TRAIN Loss = 0.2907 TRAIN mIOU = 0.8234
Epoch No.: 31 TRAIN Loss = 0.2822 TRAIN mIOU = 0.8268
Epoch No.: 32 TRAIN Loss = 0.2863 TRAIN mIOU = 0.8245
Epoch No.: 33 TRAIN Loss = 0.2855 TRAIN mIOU = 0.8261
Epoch No.: 34 TRAIN Loss = 0.2784 TRAIN mIOU = 0.8336
Epoch No.: 35 TRAIN Loss = 0.2817 TRAIN mIOU = 0.8265
Epoch No.: 36 TRAIN Loss = 0.2735 TRAIN mIOU = 0.8291
Epoch No.: 37 TRAIN Loss = 0.2853 TRAIN mIOU = 0.8250
Epoch No.: 38 TRAIN Loss = 0.2804 TRAIN mIOU = 0.8263
Epoch No.: 39 TRAIN Loss = 0.2760 TRAIN mIOU = 0.8301
Epoch No.: 40 TRAIN Loss = 0.2725 TRAIN mIOU = 0.8294
Epoch No.: 41 TRAIN Loss = 0.2781 TRAIN mIOU = 0.8289
Epoch No.: 42 TRAIN Loss = 0.2714 TRAIN mIOU = 0.8325
Epoch No.: 43 TRAIN Loss = 0.2802 TRAIN mIOU = 0.8273
Epoch No.: 44 TRAIN Loss = 0.2779 TRAIN mIOU = 0.8281
Epoch No.: 45 TRAIN Loss = 0.2795 TRAIN mIOU = 0.8227
Epoch No.: 46 TRAIN Loss = 0.2639 TRAIN mIOU = 0.8373
Epoch No.: 47 TRAIN Loss = 0.2688 TRAIN mIOU = 0.8304
Epoch No.: 48 TRAIN Loss = 0.2773 TRAIN mIOU = 0.8265
Epoch No.: 49 TRAIN Loss = 0.2707 TRAIN mIOU = 0.8313
Epoch No.: 50 TRAIN Loss = 0.2749 TRAIN mIOU = 0.8306
Epoch No.: 51 TRAIN Loss = 0.2730 TRAIN mIOU = 0.8277
Epoch No.: 52 TRAIN Loss = 0.2672 TRAIN mIOU = 0.8343
Epoch No.: 53 TRAIN Loss = 0.2670 TRAIN mIOU = 0.8321
Epoch No.: 54 TRAIN Loss = 0.2736 TRAIN mIOU = 0.8318
Epoch No.: 55 TRAIN Loss = 0.2696 TRAIN mIOU = 0.8280
Epoch No.: 56 TRAIN Loss = 0.2675 TRAIN mIOU = 0.8316
Epoch No.: 57 TRAIN Loss = 0.2675 TRAIN mIOU = 0.8322
Epoch No.: 58 TRAIN Loss = 0.2656 TRAIN mIOU = 0.8335
Epoch No.: 59 TRAIN Loss = 0.2756 TRAIN mIOU = 0.8264
Epoch No.: 60 TRAIN Loss = 0.2694 TRAIN mIOU = 0.8304
Epoch No.: 61 TRAIN Loss = 0.2742 TRAIN mIOU = 0.8283
Epoch No.: 62 TRAIN Loss = 0.2641 TRAIN mIOU = 0.8357
Epoch No.: 63 TRAIN Loss = 0.2712 TRAIN mIOU = 0.8321
Epoch No.: 64 TRAIN Loss = 0.2697 TRAIN mIOU = 0.8323
Epoch No.: 65 TRAIN Loss = 0.2631 TRAIN mIOU = 0.8356
Epoch No.: 66 TRAIN Loss = 0.2735 TRAIN mIOU = 0.8278
Epoch No.: 67 TRAIN Loss = 0.2654 TRAIN mIOU = 0.8328
Epoch No.: 68 TRAIN Loss = 0.2716 TRAIN mIOU = 0.8293
Epoch No.: 69 TRAIN Loss = 0.2673 TRAIN mIOU = 0.8299
Epoch No.: 70 TRAIN Loss = 0.2717 TRAIN mIOU = 0.8260
Epoch No.: 71 TRAIN Loss = 0.2704 TRAIN mIOU = 0.8276
Epoch No.: 72 TRAIN Loss = 0.2677 TRAIN mIOU = 0.8299
Epoch No.: 73 TRAIN Loss = 0.2743 TRAIN mIOU = 0.8254
Epoch No.: 74 TRAIN Loss = 0.2672 TRAIN mIOU = 0.8332
Epoch No.: 75 TRAIN Loss = 0.2657 TRAIN mIOU = 0.8316
Epoch No.: 76 TRAIN Loss = 0.2693 TRAIN mIOU = 0.8293
Epoch No.: 77 TRAIN Loss = 0.2689 TRAIN mIOU = 0.8288
Epoch No.: 78 TRAIN Loss = 0.2644 TRAIN mIOU = 0.8314
Epoch No.: 79 TRAIN Loss = 0.2702 TRAIN mIOU = 0.8288
Epoch No.: 80 TRAIN Loss = 0.2659 TRAIN mIOU = 0.8342
Epoch No.: 81 TRAIN Loss = 0.2677 TRAIN mIOU = 0.8336
Epoch No.: 82 TRAIN Loss = 0.2665 TRAIN mIOU = 0.8358
Epoch No.: 83 TRAIN Loss = 0.2667 TRAIN mIOU = 0.8334
Epoch No.: 84 TRAIN Loss = 0.2660 TRAIN mIOU = 0.8337
Epoch No.: 85 TRAIN Loss = 0.2778 TRAIN mIOU = 0.8268
Epoch No.: 86 TRAIN Loss = 0.2686 TRAIN mIOU = 0.8349
Epoch No.: 87 TRAIN Loss = 0.2645 TRAIN mIOU = 0.8319
Epoch No.: 88 TRAIN Loss = 0.2670 TRAIN mIOU = 0.8314
Epoch No.: 89 TRAIN Loss = 0.2686 TRAIN mIOU = 0.8297
Epoch No.: 90 TRAIN Loss = 0.2707 TRAIN mIOU = 0.8313
Epoch No.: 91 TRAIN Loss = 0.2665 TRAIN mIOU = 0.8358
Epoch No.: 92 TRAIN Loss = 0.2723 TRAIN mIOU = 0.8255
Epoch No.: 93 TRAIN Loss = 0.2602 TRAIN mIOU = 0.8346
Epoch No.: 94 TRAIN Loss = 0.2623 TRAIN mIOU = 0.8364
Epoch No.: 95 TRAIN Loss = 0.2673 TRAIN mIOU = 0.8321
Epoch No.: 96 TRAIN Loss = 0.2712 TRAIN mIOU = 0.8265
Epoch No.: 97 TRAIN Loss = 0.2674 TRAIN mIOU = 0.8302
Epoch No.: 98 TRAIN Loss = 0.2723 TRAIN mIOU = 0.8280
Epoch No.: 99 TRAIN Loss = 0.2694 TRAIN mIOU = 0.8304
Epoch No.: 100 TRAIN Loss = 0.2640 TRAIN mIOU = 0.8333
Epoch No.: 101 TRAIN Loss = 0.2687 TRAIN mIOU = 0.8297
Epoch No.: 102 TRAIN Loss = 0.2682 TRAIN mIOU = 0.8320
Epoch No.: 103 TRAIN Loss = 0.2619 TRAIN mIOU = 0.8352
Epoch No.: 104 TRAIN Loss = 0.2652 TRAIN mIOU = 0.8340
Epoch No.: 105 TRAIN Loss = 0.2701 TRAIN mIOU = 0.8307
Epoch No.: 106 TRAIN Loss = 0.2635 TRAIN mIOU = 0.8370
Epoch No.: 107 TRAIN Loss = 0.2656 TRAIN mIOU = 0.8323
Epoch No.: 108 TRAIN Loss = 0.2699 TRAIN mIOU = 0.8292
Epoch No.: 109 TRAIN Loss = 0.2618 TRAIN mIOU = 0.8370
Epoch No.: 110 TRAIN Loss = 0.2643 TRAIN mIOU = 0.8347
Epoch No.: 111 TRAIN Loss = 0.2644 TRAIN mIOU = 0.8361
Epoch No.: 112 TRAIN Loss = 0.2737 TRAIN mIOU = 0.8283
Epoch No.: 113 TRAIN Loss = 0.2716 TRAIN mIOU = 0.8267
Epoch No.: 114 TRAIN Loss = 0.2727 TRAIN mIOU = 0.8273
Epoch No.: 115 TRAIN Loss = 0.2693 TRAIN mIOU = 0.8317
Epoch No.: 116 TRAIN Loss = 0.2736 TRAIN mIOU = 0.8280
Epoch No.: 117 TRAIN Loss = 0.2669 TRAIN mIOU = 0.8343
Epoch No.: 118 TRAIN Loss = 0.2710 TRAIN mIOU = 0.8301
Epoch No.: 119 TRAIN Loss = 0.2725 TRAIN mIOU = 0.8256
Epoch No.: 120 TRAIN Loss = 0.2644 TRAIN mIOU = 0.8331
Epoch No.: 121 TRAIN Loss = 0.2725 TRAIN mIOU = 0.8303
Epoch No.: 122 TRAIN Loss = 0.2731 TRAIN mIOU = 0.8305
Epoch No.: 123 TRAIN Loss = 0.2712 TRAIN mIOU = 0.8283
Epoch No.: 124 TRAIN Loss = 0.2664 TRAIN mIOU = 0.8311
Epoch No.: 125 TRAIN Loss = 0.2715 TRAIN mIOU = 0.8287
Epoch No.: 126 TRAIN Loss = 0.2695 TRAIN mIOU = 0.8292
Epoch No.: 127 TRAIN Loss = 0.2646 TRAIN mIOU = 0.8343
Epoch No.: 128 TRAIN Loss = 0.2648 TRAIN mIOU = 0.8347
Epoch No.: 129 TRAIN Loss = 0.2652 TRAIN mIOU = 0.8331
Epoch No.: 130 TRAIN Loss = 0.2663 TRAIN mIOU = 0.8321
Epoch No.: 131 TRAIN Loss = 0.2687 TRAIN mIOU = 0.8316
Epoch No.: 132 TRAIN Loss = 0.2640 TRAIN mIOU = 0.8337
Epoch No.: 133 TRAIN Loss = 0.2686 TRAIN mIOU = 0.8341
Epoch No.: 134 TRAIN Loss = 0.2655 TRAIN mIOU = 0.8312
Epoch No.: 135 TRAIN Loss = 0.2620 TRAIN mIOU = 0.8352
Epoch No.: 136 TRAIN Loss = 0.2703 TRAIN mIOU = 0.8290
Epoch No.: 137 TRAIN Loss = 0.2725 TRAIN mIOU = 0.8290
Epoch No.: 138 TRAIN Loss = 0.2655 TRAIN mIOU = 0.8306
Epoch No.: 139 TRAIN Loss = 0.2698 TRAIN mIOU = 0.8259
Epoch No.: 140 TRAIN Loss = 0.2619 TRAIN mIOU = 0.8356
Epoch No.: 141 TRAIN Loss = 0.2624 TRAIN mIOU = 0.8354
Epoch No.: 142 TRAIN Loss = 0.2659 TRAIN mIOU = 0.8322
Epoch No.: 143 TRAIN Loss = 0.2745 TRAIN mIOU = 0.8242
Epoch No.: 144 TRAIN Loss = 0.2670 TRAIN mIOU = 0.8319
Epoch No.: 145 TRAIN Loss = 0.2664 TRAIN mIOU = 0.8305
Epoch No.: 146 TRAIN Loss = 0.2709 TRAIN mIOU = 0.8270
Epoch No.: 147 TRAIN Loss = 0.2627 TRAIN mIOU = 0.8314
Epoch No.: 148 TRAIN Loss = 0.2702 TRAIN mIOU = 0.8304
Epoch No.: 149 TRAIN Loss = 0.2682 TRAIN mIOU = 0.8304
Epoch No.: 150 TRAIN Loss = 0.2658 TRAIN mIOU = 0.8303
Epoch No.: 151 TRAIN Loss = 0.2722 TRAIN mIOU = 0.8294
Epoch No.: 152 TRAIN Loss = 0.2685 TRAIN mIOU = 0.8299
Epoch No.: 153 TRAIN Loss = 0.2667 TRAIN mIOU = 0.8327
Epoch No.: 154 TRAIN Loss = 0.2678 TRAIN mIOU = 0.8329
Epoch No.: 155 TRAIN Loss = 0.2702 TRAIN mIOU = 0.8289
Epoch No.: 156 TRAIN Loss = 0.2666 TRAIN mIOU = 0.8304
Epoch No.: 157 TRAIN Loss = 0.2703 TRAIN mIOU = 0.8302
Epoch No.: 158 TRAIN Loss = 0.2681 TRAIN mIOU = 0.8341
Epoch No.: 159 TRAIN Loss = 0.2687 TRAIN mIOU = 0.8291
Epoch No.: 160 TRAIN Loss = 0.2642 TRAIN mIOU = 0.8332
Epoch No.: 161 TRAIN Loss = 0.2678 TRAIN mIOU = 0.8284
Epoch No.: 162 TRAIN Loss = 0.2628 TRAIN mIOU = 0.8360
Epoch No.: 163 TRAIN Loss = 0.2696 TRAIN mIOU = 0.8269
Epoch No.: 164 TRAIN Loss = 0.2731 TRAIN mIOU = 0.8261
Epoch No.: 165 TRAIN Loss = 0.2630 TRAIN mIOU = 0.8362
Epoch No.: 166 TRAIN Loss = 0.2660 TRAIN mIOU = 0.8352
Epoch No.: 167 TRAIN Loss = 0.2706 TRAIN mIOU = 0.8308
Epoch No.: 168 TRAIN Loss = 0.2664 TRAIN mIOU = 0.8331
Epoch No.: 169 TRAIN Loss = 0.2648 TRAIN mIOU = 0.8318
Epoch No.: 170 TRAIN Loss = 0.2657 TRAIN mIOU = 0.8321
Epoch No.: 171 TRAIN Loss = 0.2658 TRAIN mIOU = 0.8352
Epoch No.: 172 TRAIN Loss = 0.2729 TRAIN mIOU = 0.8269
Epoch No.: 173 TRAIN Loss = 0.2659 TRAIN mIOU = 0.8328
Epoch No.: 174 TRAIN Loss = 0.2690 TRAIN mIOU = 0.8252
Epoch No.: 175 TRAIN Loss = 0.2715 TRAIN mIOU = 0.8299
Epoch No.: 176 TRAIN Loss = 0.2704 TRAIN mIOU = 0.8322
Epoch No.: 177 TRAIN Loss = 0.2628 TRAIN mIOU = 0.8370
Epoch No.: 178 TRAIN Loss = 0.2705 TRAIN mIOU = 0.8308
Epoch No.: 179 TRAIN Loss = 0.2682 TRAIN mIOU = 0.8292
Epoch No.: 180 TRAIN Loss = 0.2662 TRAIN mIOU = 0.8309
Epoch No.: 181 TRAIN Loss = 0.2715 TRAIN mIOU = 0.8288
Epoch No.: 182 TRAIN Loss = 0.2659 TRAIN mIOU = 0.8331
Epoch No.: 183 TRAIN Loss = 0.2673 TRAIN mIOU = 0.8361
Epoch No.: 184 TRAIN Loss = 0.2641 TRAIN mIOU = 0.8342
Epoch No.: 185 TRAIN Loss = 0.2671 TRAIN mIOU = 0.8325
Epoch No.: 186 TRAIN Loss = 0.2692 TRAIN mIOU = 0.8310
Epoch No.: 187 TRAIN Loss = 0.2699 TRAIN mIOU = 0.8275
Epoch No.: 188 TRAIN Loss = 0.2705 TRAIN mIOU = 0.8273
Epoch No.: 189 TRAIN Loss = 0.2709 TRAIN mIOU = 0.8304
Epoch No.: 190 TRAIN Loss = 0.2692 TRAIN mIOU = 0.8291
Epoch No.: 191 TRAIN Loss = 0.2743 TRAIN mIOU = 0.8279
Epoch No.: 192 TRAIN Loss = 0.2656 TRAIN mIOU = 0.8352
Epoch No.: 193 TRAIN Loss = 0.2690 TRAIN mIOU = 0.8293
Epoch No.: 194 TRAIN Loss = 0.2710 TRAIN mIOU = 0.8264
Epoch No.: 195 TRAIN Loss = 0.2747 TRAIN mIOU = 0.8296
Epoch No.: 196 TRAIN Loss = 0.2675 TRAIN mIOU = 0.8302
Epoch No.: 197 TRAIN Loss = 0.2675 TRAIN mIOU = 0.8303
Epoch No.: 198 TRAIN Loss = 0.2719 TRAIN mIOU = 0.8293
Epoch No.: 199 TRAIN Loss = 0.2661 TRAIN mIOU = 0.8302
Adam
- config.core.optimizer = torch.optim.Adam(config.core.net.parameters(), 3e-4, (0.9, 0.999), eps=1e-08, weight_decay=5e-4)
- lambda_lr = lambda epoch: round ((1 - epoch/config.core.epoch_num) ** 0.9, 8)
- config.core.scheduler = optim.lr_scheduler.LambdaLR(config.core.optimizer, lr_lambda=lambda_lr)
Epoch No.: 0 TRAIN Loss = 0.8305 TRAIN mIOU = 0.6219
Epoch No.: 1 TRAIN Loss = 0.6207 TRAIN mIOU = 0.6758
Epoch No.: 2 TRAIN Loss = 0.5139 TRAIN mIOU = 0.7286
Epoch No.: 3 TRAIN Loss = 0.4646 TRAIN mIOU = 0.7510
Epoch No.: 4 TRAIN Loss = 0.4634 TRAIN mIOU = 0.7521
Epoch No.: 5 TRAIN Loss = 0.4377 TRAIN mIOU = 0.7588
Epoch No.: 6 TRAIN Loss = 0.4065 TRAIN mIOU = 0.7717
Epoch No.: 7 TRAIN Loss = 0.4041 TRAIN mIOU = 0.7728
Epoch No.: 8 TRAIN Loss = 0.4023 TRAIN mIOU = 0.7758
Epoch No.: 9 TRAIN Loss = 0.3936 TRAIN mIOU = 0.7782
Epoch No.: 10 TRAIN Loss = 0.3864 TRAIN mIOU = 0.7768
Epoch No.: 11 TRAIN Loss = 0.3854 TRAIN mIOU = 0.7785
Epoch No.: 12 TRAIN Loss = 0.3883 TRAIN mIOU = 0.7790
Epoch No.: 13 TRAIN Loss = 0.3796 TRAIN mIOU = 0.7800
Epoch No.: 14 TRAIN Loss = 0.3667 TRAIN mIOU = 0.7873
Epoch No.: 15 TRAIN Loss = 0.3524 TRAIN mIOU = 0.7932
Epoch No.: 16 TRAIN Loss = 0.3539 TRAIN mIOU = 0.7935
Epoch No.: 17 TRAIN Loss = 0.3466 TRAIN mIOU = 0.7947
Epoch No.: 18 TRAIN Loss = 0.3523 TRAIN mIOU = 0.7939
Epoch No.: 19 TRAIN Loss = 0.3518 TRAIN mIOU = 0.7919
Epoch No.: 20 TRAIN Loss = 0.3384 TRAIN mIOU = 0.8006
Epoch No.: 21 TRAIN Loss = 0.3494 TRAIN mIOU = 0.7959
Epoch No.: 22 TRAIN Loss = 0.3488 TRAIN mIOU = 0.7953
Epoch No.: 23 TRAIN Loss = 0.3383 TRAIN mIOU = 0.8008
Epoch No.: 24 TRAIN Loss = 0.3317 TRAIN mIOU = 0.8019
Epoch No.: 25 TRAIN Loss = 0.3454 TRAIN mIOU = 0.7980
Epoch No.: 26 TRAIN Loss = 0.3399 TRAIN mIOU = 0.8008
Epoch No.: 27 TRAIN Loss = 0.3283 TRAIN mIOU = 0.8043
Epoch No.: 28 TRAIN Loss = 0.3313 TRAIN mIOU = 0.8052
Epoch No.: 29 TRAIN Loss = 0.3149 TRAIN mIOU = 0.8144
Epoch No.: 30 TRAIN Loss = 0.3252 TRAIN mIOU = 0.8099
Epoch No.: 31 TRAIN Loss = 0.3250 TRAIN mIOU = 0.8086
Epoch No.: 32 TRAIN Loss = 0.3217 TRAIN mIOU = 0.8123
Epoch No.: 33 TRAIN Loss = 0.3145 TRAIN mIOU = 0.8153
Epoch No.: 34 TRAIN Loss = 0.3095 TRAIN mIOU = 0.8145
Epoch No.: 35 TRAIN Loss = 0.3217 TRAIN mIOU = 0.8118
Epoch No.: 36 TRAIN Loss = 0.3023 TRAIN mIOU = 0.8188
Epoch No.: 37 TRAIN Loss = 0.3479 TRAIN mIOU = 0.8003
Epoch No.: 38 TRAIN Loss = 0.3139 TRAIN mIOU = 0.8162
Epoch No.: 39 TRAIN Loss = 0.3228 TRAIN mIOU = 0.8084
Epoch No.: 40 TRAIN Loss = 0.3105 TRAIN mIOU = 0.8169
Epoch No.: 41 TRAIN Loss = 0.3098 TRAIN mIOU = 0.8176
Epoch No.: 42 TRAIN Loss = 0.3020 TRAIN mIOU = 0.8221
Epoch No.: 43 TRAIN Loss = 0.3232 TRAIN mIOU = 0.8106
Epoch No.: 44 TRAIN Loss = 0.3113 TRAIN mIOU = 0.8178
Epoch No.: 45 TRAIN Loss = 0.3171 TRAIN mIOU = 0.8139
Epoch No.: 46 TRAIN Loss = 0.3011 TRAIN mIOU = 0.8238
Epoch No.: 47 TRAIN Loss = 0.3028 TRAIN mIOU = 0.8196
Epoch No.: 48 TRAIN Loss = 0.2992 TRAIN mIOU = 0.8217
Epoch No.: 49 TRAIN Loss = 0.3661 TRAIN mIOU = 0.7944
Epoch No.: 50 TRAIN Loss = 0.2963 TRAIN mIOU = 0.8231
Epoch No.: 51 TRAIN Loss = 0.2979 TRAIN mIOU = 0.8209
Epoch No.: 52 TRAIN Loss = 0.2880 TRAIN mIOU = 0.8268
Epoch No.: 53 TRAIN Loss = 0.3200 TRAIN mIOU = 0.8141
Epoch No.: 54 TRAIN Loss = 0.2867 TRAIN mIOU = 0.8280
Epoch No.: 55 TRAIN Loss = 0.2851 TRAIN mIOU = 0.8299
Epoch No.: 56 TRAIN Loss = 0.2963 TRAIN mIOU = 0.8249
Epoch No.: 57 TRAIN Loss = 0.2867 TRAIN mIOU = 0.8282
Epoch No.: 58 TRAIN Loss = 0.2872 TRAIN mIOU = 0.8284
Epoch No.: 59 TRAIN Loss = 0.2830 TRAIN mIOU = 0.8283
Epoch No.: 60 TRAIN Loss = 0.2824 TRAIN mIOU = 0.8320
Epoch No.: 61 TRAIN Loss = 0.2788 TRAIN mIOU = 0.8347
Epoch No.: 62 TRAIN Loss = 0.3024 TRAIN mIOU = 0.8256
Epoch No.: 63 TRAIN Loss = 0.2851 TRAIN mIOU = 0.8298
Epoch No.: 64 TRAIN Loss = 0.2906 TRAIN mIOU = 0.8269
Epoch No.: 65 TRAIN Loss = 0.2852 TRAIN mIOU = 0.8279
Epoch No.: 66 TRAIN Loss = 0.2748 TRAIN mIOU = 0.8362
Epoch No.: 67 TRAIN Loss = 0.2889 TRAIN mIOU = 0.8313
Epoch No.: 68 TRAIN Loss = 0.2904 TRAIN mIOU = 0.8271
Epoch No.: 69 TRAIN Loss = 0.2932 TRAIN mIOU = 0.8270
Epoch No.: 70 TRAIN Loss = 0.2758 TRAIN mIOU = 0.8387
Epoch No.: 71 TRAIN Loss = 0.2819 TRAIN mIOU = 0.8336
Epoch No.: 72 TRAIN Loss = 0.2844 TRAIN mIOU = 0.8279
Epoch No.: 73 TRAIN Loss = 0.3034 TRAIN mIOU = 0.8208
Epoch No.: 74 TRAIN Loss = 0.2810 TRAIN mIOU = 0.8305
Epoch No.: 75 TRAIN Loss = 0.2905 TRAIN mIOU = 0.8261
Epoch No.: 76 TRAIN Loss = 0.2700 TRAIN mIOU = 0.8374
Epoch No.: 77 TRAIN Loss = 0.2743 TRAIN mIOU = 0.8338
Epoch No.: 78 TRAIN Loss = 0.2699 TRAIN mIOU = 0.8370
Epoch No.: 79 TRAIN Loss = 0.2777 TRAIN mIOU = 0.8323
Epoch No.: 80 TRAIN Loss = 0.2793 TRAIN mIOU = 0.8335
Epoch No.: 81 TRAIN Loss = 0.2692 TRAIN mIOU = 0.8376
Epoch No.: 82 TRAIN Loss = 0.2680 TRAIN mIOU = 0.8363
Epoch No.: 83 TRAIN Loss = 0.2762 TRAIN mIOU = 0.8314
Epoch No.: 84 TRAIN Loss = 0.2696 TRAIN mIOU = 0.8377
Epoch No.: 85 TRAIN Loss = 0.2774 TRAIN mIOU = 0.8339
Epoch No.: 86 TRAIN Loss = 0.2623 TRAIN mIOU = 0.8393
Epoch No.: 87 TRAIN Loss = 0.2629 TRAIN mIOU = 0.8418
Epoch No.: 88 TRAIN Loss = 0.2680 TRAIN mIOU = 0.8395
Epoch No.: 89 TRAIN Loss = 0.2567 TRAIN mIOU = 0.8430
Epoch No.: 90 TRAIN Loss = 0.2588 TRAIN mIOU = 0.8426
Epoch No.: 91 TRAIN Loss = 0.2554 TRAIN mIOU = 0.8451
Epoch No.: 92 TRAIN Loss = 0.2593 TRAIN mIOU = 0.8453
Epoch No.: 93 TRAIN Loss = 0.2610 TRAIN mIOU = 0.8403
Epoch No.: 94 TRAIN Loss = 0.2812 TRAIN mIOU = 0.8311
Epoch No.: 95 TRAIN Loss = 0.2641 TRAIN mIOU = 0.8409
Epoch No.: 96 TRAIN Loss = 0.2557 TRAIN mIOU = 0.8434
Epoch No.: 97 TRAIN Loss = 0.2656 TRAIN mIOU = 0.8421
Epoch No.: 98 TRAIN Loss = 0.2582 TRAIN mIOU = 0.8455
Epoch No.: 99 TRAIN Loss = 0.2550 TRAIN mIOU = 0.8452
Epoch No.: 100 TRAIN Loss = 0.2631 TRAIN mIOU = 0.8421
Epoch No.: 101 TRAIN Loss = 0.2572 TRAIN mIOU = 0.8460
Epoch No.: 102 TRAIN Loss = 0.2591 TRAIN mIOU = 0.8441
Epoch No.: 103 TRAIN Loss = 0.2537 TRAIN mIOU = 0.8441
Epoch No.: 104 TRAIN Loss = 0.2488 TRAIN mIOU = 0.8465
Epoch No.: 105 TRAIN Loss = 0.2430 TRAIN mIOU = 0.8514
Epoch No.: 106 TRAIN Loss = 0.2460 TRAIN mIOU = 0.8497
Epoch No.: 107 TRAIN Loss = 0.2514 TRAIN mIOU = 0.8441
Epoch No.: 108 TRAIN Loss = 0.2458 TRAIN mIOU = 0.8505
Epoch No.: 109 TRAIN Loss = 0.2502 TRAIN mIOU = 0.8474
Epoch No.: 110 TRAIN Loss = 0.2502 TRAIN mIOU = 0.8478
Epoch No.: 111 TRAIN Loss = 0.2579 TRAIN mIOU = 0.8455
Epoch No.: 112 TRAIN Loss = 0.2433 TRAIN mIOU = 0.8495
Epoch No.: 113 TRAIN Loss = 0.2572 TRAIN mIOU = 0.8468
Epoch No.: 114 TRAIN Loss = 0.2361 TRAIN mIOU = 0.8559
Epoch No.: 115 TRAIN Loss = 0.2474 TRAIN mIOU = 0.8485
Epoch No.: 116 TRAIN Loss = 0.2536 TRAIN mIOU = 0.8428
Epoch No.: 117 TRAIN Loss = 0.2397 TRAIN mIOU = 0.8529
Epoch No.: 118 TRAIN Loss = 0.2512 TRAIN mIOU = 0.8461
Epoch No.: 119 TRAIN Loss = 0.2372 TRAIN mIOU = 0.8558
Epoch No.: 120 TRAIN Loss = 0.2309 TRAIN mIOU = 0.8585
Epoch No.: 121 TRAIN Loss = 0.2501 TRAIN mIOU = 0.8473
Epoch No.: 122 TRAIN Loss = 0.2361 TRAIN mIOU = 0.8548
Epoch No.: 123 TRAIN Loss = 0.2394 TRAIN mIOU = 0.8522
Epoch No.: 124 TRAIN Loss = 0.2400 TRAIN mIOU = 0.8546
Epoch No.: 125 TRAIN Loss = 0.2431 TRAIN mIOU = 0.8499
Epoch No.: 126 TRAIN Loss = 0.2358 TRAIN mIOU = 0.8535
Epoch No.: 127 TRAIN Loss = 0.2396 TRAIN mIOU = 0.8559
Epoch No.: 128 TRAIN Loss = 0.2291 TRAIN mIOU = 0.8575
Epoch No.: 129 TRAIN Loss = 0.2256 TRAIN mIOU = 0.8651
Epoch No.: 130 TRAIN Loss = 0.2328 TRAIN mIOU = 0.8579
Epoch No.: 131 TRAIN Loss = 0.2411 TRAIN mIOU = 0.8526
Epoch No.: 132 TRAIN Loss = 0.2313 TRAIN mIOU = 0.8568
Epoch No.: 133 TRAIN Loss = 0.2221 TRAIN mIOU = 0.8615
Epoch No.: 134 TRAIN Loss = 0.2339 TRAIN mIOU = 0.8564
Epoch No.: 135 TRAIN Loss = 0.2247 TRAIN mIOU = 0.8605
Epoch No.: 136 TRAIN Loss = 0.2255 TRAIN mIOU = 0.8574
Epoch No.: 137 TRAIN Loss = 0.2326 TRAIN mIOU = 0.8558
Epoch No.: 138 TRAIN Loss = 0.2272 TRAIN mIOU = 0.8612
Epoch No.: 139 TRAIN Loss = 0.2350 TRAIN mIOU = 0.8583
Epoch No.: 140 TRAIN Loss = 0.2293 TRAIN mIOU = 0.8568
Epoch No.: 141 TRAIN Loss = 0.2246 TRAIN mIOU = 0.8610
Epoch No.: 142 TRAIN Loss = 0.2280 TRAIN mIOU = 0.8603
Epoch No.: 143 TRAIN Loss = 0.2388 TRAIN mIOU = 0.8572
Epoch No.: 144 TRAIN Loss = 0.2212 TRAIN mIOU = 0.8614
Epoch No.: 145 TRAIN Loss = 0.2211 TRAIN mIOU = 0.8627
Epoch No.: 146 TRAIN Loss = 0.2180 TRAIN mIOU = 0.8645
Epoch No.: 147 TRAIN Loss = 0.2160 TRAIN mIOU = 0.8675
Epoch No.: 148 TRAIN Loss = 0.2217 TRAIN mIOU = 0.8628
Epoch No.: 149 TRAIN Loss = 0.2273 TRAIN mIOU = 0.8601
Epoch No.: 150 TRAIN Loss = 0.2142 TRAIN mIOU = 0.8673
Epoch No.: 151 TRAIN Loss = 0.2182 TRAIN mIOU = 0.8644
Epoch No.: 152 TRAIN Loss = 0.2390 TRAIN mIOU = 0.8584
Epoch No.: 153 TRAIN Loss = 0.2167 TRAIN mIOU = 0.8672
Epoch No.: 154 TRAIN Loss = 0.2131 TRAIN mIOU = 0.8659
Epoch No.: 155 TRAIN Loss = 0.2199 TRAIN mIOU = 0.8648
Epoch No.: 156 TRAIN Loss = 0.2099 TRAIN mIOU = 0.8714
Epoch No.: 157 TRAIN Loss = 0.2110 TRAIN mIOU = 0.8706
Epoch No.: 158 TRAIN Loss = 0.2178 TRAIN mIOU = 0.8648
Epoch No.: 159 TRAIN Loss = 0.2089 TRAIN mIOU = 0.8703
Epoch No.: 160 TRAIN Loss = 0.2131 TRAIN mIOU = 0.8675
Epoch No.: 161 TRAIN Loss = 0.2143 TRAIN mIOU = 0.8647
Epoch No.: 162 TRAIN Loss = 0.2057 TRAIN mIOU = 0.8693
Epoch No.: 163 TRAIN Loss = 0.2022 TRAIN mIOU = 0.8750
Epoch No.: 164 TRAIN Loss = 0.2090 TRAIN mIOU = 0.8725
Epoch No.: 165 TRAIN Loss = 0.2019 TRAIN mIOU = 0.8733
Epoch No.: 166 TRAIN Loss = 0.2002 TRAIN mIOU = 0.8745
Epoch No.: 167 TRAIN Loss = 0.2043 TRAIN mIOU = 0.8735
Epoch No.: 168 TRAIN Loss = 0.2072 TRAIN mIOU = 0.8698
Epoch No.: 169 TRAIN Loss = 0.2029 TRAIN mIOU = 0.8746
Epoch No.: 170 TRAIN Loss = 0.2002 TRAIN mIOU = 0.8747
Epoch No.: 171 TRAIN Loss = 0.1946 TRAIN mIOU = 0.8791
Epoch No.: 172 TRAIN Loss = 0.2031 TRAIN mIOU = 0.8738
Epoch No.: 173 TRAIN Loss = 0.2021 TRAIN mIOU = 0.8750
Epoch No.: 174 TRAIN Loss = 0.1978 TRAIN mIOU = 0.8744
Epoch No.: 175 TRAIN Loss = 0.1972 TRAIN mIOU = 0.8759
Epoch No.: 176 TRAIN Loss = 0.1960 TRAIN mIOU = 0.8771
Epoch No.: 177 TRAIN Loss = 0.1987 TRAIN mIOU = 0.8777
Epoch No.: 178 TRAIN Loss = 0.1930 TRAIN mIOU = 0.8795
Epoch No.: 179 TRAIN Loss = 0.1925 TRAIN mIOU = 0.8815
Epoch No.: 180 TRAIN Loss = 0.1922 TRAIN mIOU = 0.8797
Epoch No.: 181 TRAIN Loss = 0.1943 TRAIN mIOU = 0.8764
Epoch No.: 182 TRAIN Loss = 0.1889 TRAIN mIOU = 0.8834
Epoch No.: 183 TRAIN Loss = 0.1967 TRAIN mIOU = 0.8783
Epoch No.: 184 TRAIN Loss = 0.1912 TRAIN mIOU = 0.8781
Epoch No.: 185 TRAIN Loss = 0.1924 TRAIN mIOU = 0.8817
Epoch No.: 186 TRAIN Loss = 0.1869 TRAIN mIOU = 0.8821
Epoch No.: 187 TRAIN Loss = 0.1858 TRAIN mIOU = 0.8850
Epoch No.: 188 TRAIN Loss = 0.1875 TRAIN mIOU = 0.8808
Epoch No.: 189 TRAIN Loss = 0.1936 TRAIN mIOU = 0.8781
Epoch No.: 190 TRAIN Loss = 0.1904 TRAIN mIOU = 0.8795
Epoch No.: 191 TRAIN Loss = 0.1855 TRAIN mIOU = 0.8850
Epoch No.: 192 TRAIN Loss = 0.1889 TRAIN mIOU = 0.8811
Epoch No.: 193 TRAIN Loss = 0.1875 TRAIN mIOU = 0.8831
Epoch No.: 194 TRAIN Loss = 0.1853 TRAIN mIOU = 0.8838
Epoch No.: 195 TRAIN Loss = 0.1843 TRAIN mIOU = 0.8858
Epoch No.: 196 TRAIN Loss = 0.1858 TRAIN mIOU = 0.8834
Epoch No.: 197 TRAIN Loss = 0.1787 TRAIN mIOU = 0.8853
Epoch No.: 198 TRAIN Loss = 0.1848 TRAIN mIOU = 0.8839
Epoch No.: 199 TRAIN Loss = 0.1862 TRAIN mIOU = 0.8820
VAL
SGD
- config.core.optimizer = torch.optim.SGD(config.core.net.parameters(), 5e-3, momentum=0.9)
- config.core.scheduler = optim.lr_scheduler.MultiStepLR(config.core.optimizer, milestones=[20,40,55,70,80,90,100,110,120,130,140,150,160], gamma=0.27030)
Epoch No.: 0 VAL Loss = 0.8419 VAL mIOU = 0.6277
Epoch No.: 1 VAL Loss = 0.9472 VAL mIOU = 0.6566
Epoch No.: 2 VAL Loss = 0.4658 VAL mIOU = 0.6742
Epoch No.: 3 VAL Loss = 0.5841 VAL mIOU = 0.6857
Epoch No.: 4 VAL Loss = 0.5117 VAL mIOU = 0.7004
Epoch No.: 5 VAL Loss = 0.8669 VAL mIOU = 0.6914
Epoch No.: 6 VAL Loss = 0.4079 VAL mIOU = 0.6920
Epoch No.: 7 VAL Loss = 0.3610 VAL mIOU = 0.6955
Epoch No.: 8 VAL Loss = 0.3077 VAL mIOU = 0.6997
Epoch No.: 9 VAL Loss = 0.4553 VAL mIOU = 0.7033
Epoch No.: 10 VAL Loss = 0.4310 VAL mIOU = 0.7100
Epoch No.: 11 VAL Loss = 0.3306 VAL mIOU = 0.6955
Epoch No.: 12 VAL Loss = 0.3901 VAL mIOU = 0.6958
Epoch No.: 13 VAL Loss = 0.3691 VAL mIOU = 0.7121
Epoch No.: 14 VAL Loss = 0.3558 VAL mIOU = 0.7042
Epoch No.: 15 VAL Loss = 0.4140 VAL mIOU = 0.7154
Epoch No.: 16 VAL Loss = 0.2561 VAL mIOU = 0.7108
Epoch No.: 17 VAL Loss = 0.3044 VAL mIOU = 0.7114
Epoch No.: 18 VAL Loss = 0.2137 VAL mIOU = 0.7205
Epoch No.: 19 VAL Loss = 0.2746 VAL mIOU = 0.7124
Epoch No.: 20 VAL Loss = 0.2950 VAL mIOU = 0.7128
Epoch No.: 21 VAL Loss = 0.3457 VAL mIOU = 0.7175
Epoch No.: 22 VAL Loss = 0.3355 VAL mIOU = 0.7162
Epoch No.: 23 VAL Loss = 0.3961 VAL mIOU = 0.7216
Epoch No.: 24 VAL Loss = 0.3026 VAL mIOU = 0.7194
Epoch No.: 25 VAL Loss = 0.3828 VAL mIOU = 0.7188
Epoch No.: 26 VAL Loss = 0.2382 VAL mIOU = 0.7198
Epoch No.: 27 VAL Loss = 0.2619 VAL mIOU = 0.7197
Epoch No.: 28 VAL Loss = 0.5161 VAL mIOU = 0.7191
Epoch No.: 29 VAL Loss = 0.3994 VAL mIOU = 0.7218
Epoch No.: 30 VAL Loss = 0.4033 VAL mIOU = 0.7216
Epoch No.: 31 VAL Loss = 0.2715 VAL mIOU = 0.7235
Epoch No.: 32 VAL Loss = 0.2288 VAL mIOU = 0.7223
Epoch No.: 33 VAL Loss = 0.3293 VAL mIOU = 0.7207
Epoch No.: 34 VAL Loss = 0.5659 VAL mIOU = 0.7262
Epoch No.: 35 VAL Loss = 0.2931 VAL mIOU = 0.7194
Epoch No.: 36 VAL Loss = 0.2304 VAL mIOU = 0.7262
Epoch No.: 37 VAL Loss = 0.3143 VAL mIOU = 0.7269
Epoch No.: 38 VAL Loss = 0.2803 VAL mIOU = 0.7249
Epoch No.: 39 VAL Loss = 0.2798 VAL mIOU = 0.7214
Epoch No.: 40 VAL Loss = 0.2298 VAL mIOU = 0.7224
Epoch No.: 41 VAL Loss = 0.3494 VAL mIOU = 0.7317
Epoch No.: 42 VAL Loss = 0.4371 VAL mIOU = 0.7270
Epoch No.: 43 VAL Loss = 0.2596 VAL mIOU = 0.7270
Epoch No.: 44 VAL Loss = 0.3839 VAL mIOU = 0.7284
Epoch No.: 45 VAL Loss = 0.2850 VAL mIOU = 0.7271
Epoch No.: 46 VAL Loss = 0.1963 VAL mIOU = 0.7279
Epoch No.: 47 VAL Loss = 0.2057 VAL mIOU = 0.7247
Epoch No.: 48 VAL Loss = 0.3545 VAL mIOU = 0.7264
Epoch No.: 49 VAL Loss = 0.2581 VAL mIOU = 0.7220
Epoch No.: 50 VAL Loss = 0.3220 VAL mIOU = 0.7246
Epoch No.: 51 VAL Loss = 0.2602 VAL mIOU = 0.7268
Epoch No.: 52 VAL Loss = 0.2290 VAL mIOU = 0.7251
Epoch No.: 53 VAL Loss = 0.2891 VAL mIOU = 0.7231
Epoch No.: 54 VAL Loss = 0.3041 VAL mIOU = 0.7271
Epoch No.: 55 VAL Loss = 0.3304 VAL mIOU = 0.7204
Epoch No.: 56 VAL Loss = 0.2164 VAL mIOU = 0.7251
Epoch No.: 57 VAL Loss = 0.3027 VAL mIOU = 0.7217
Epoch No.: 58 VAL Loss = 0.1583 VAL mIOU = 0.7293
Epoch No.: 59 VAL Loss = 0.2588 VAL mIOU = 0.7234
Epoch No.: 60 VAL Loss = 0.1930 VAL mIOU = 0.7188
Epoch No.: 61 VAL Loss = 0.4033 VAL mIOU = 0.7205
Epoch No.: 62 VAL Loss = 0.2106 VAL mIOU = 0.7292
Epoch No.: 63 VAL Loss = 0.3403 VAL mIOU = 0.7235
Epoch No.: 64 VAL Loss = 0.2573 VAL mIOU = 0.7277
Epoch No.: 65 VAL Loss = 0.2048 VAL mIOU = 0.7234
Epoch No.: 66 VAL Loss = 0.4860 VAL mIOU = 0.7221
Epoch No.: 67 VAL Loss = 0.3041 VAL mIOU = 0.7247
Epoch No.: 68 VAL Loss = 0.3247 VAL mIOU = 0.7189
Epoch No.: 69 VAL Loss = 0.2272 VAL mIOU = 0.7232
Epoch No.: 70 VAL Loss = 0.3065 VAL mIOU = 0.7237
Epoch No.: 71 VAL Loss = 0.1515 VAL mIOU = 0.7215
Epoch No.: 72 VAL Loss = 0.2258 VAL mIOU = 0.7266
Epoch No.: 73 VAL Loss = 0.4136 VAL mIOU = 0.7236
Epoch No.: 74 VAL Loss = 0.2887 VAL mIOU = 0.7260
Epoch No.: 75 VAL Loss = 0.2502 VAL mIOU = 0.7220
Epoch No.: 76 VAL Loss = 0.2708 VAL mIOU = 0.7243
Epoch No.: 77 VAL Loss = 0.3002 VAL mIOU = 0.7201
Epoch No.: 78 VAL Loss = 0.2394 VAL mIOU = 0.7255
Epoch No.: 79 VAL Loss = 0.2772 VAL mIOU = 0.7254
Epoch No.: 80 VAL Loss = 0.3178 VAL mIOU = 0.7268
Epoch No.: 81 VAL Loss = 0.2300 VAL mIOU = 0.7200
Epoch No.: 82 VAL Loss = 0.3002 VAL mIOU = 0.7210
Epoch No.: 83 VAL Loss = 0.2943 VAL mIOU = 0.7199
Epoch No.: 84 VAL Loss = 0.3087 VAL mIOU = 0.7211
Epoch No.: 85 VAL Loss = 0.2683 VAL mIOU = 0.7221
Epoch No.: 86 VAL Loss = 0.3114 VAL mIOU = 0.7252
Epoch No.: 87 VAL Loss = 0.2598 VAL mIOU = 0.7186
Epoch No.: 88 VAL Loss = 0.3414 VAL mIOU = 0.7196
Epoch No.: 89 VAL Loss = 0.2794 VAL mIOU = 0.7205
Epoch No.: 90 VAL Loss = 0.2669 VAL mIOU = 0.7222
Epoch No.: 91 VAL Loss = 0.1918 VAL mIOU = 0.7257
Epoch No.: 92 VAL Loss = 0.2615 VAL mIOU = 0.7220
Epoch No.: 93 VAL Loss = 0.2277 VAL mIOU = 0.7174
Epoch No.: 94 VAL Loss = 0.1764 VAL mIOU = 0.7195
Epoch No.: 95 VAL Loss = 0.2397 VAL mIOU = 0.7218
Epoch No.: 96 VAL Loss = 0.2189 VAL mIOU = 0.7211
Epoch No.: 97 VAL Loss = 0.3565 VAL mIOU = 0.7189
Epoch No.: 98 VAL Loss = 0.2465 VAL mIOU = 0.7203
Epoch No.: 99 VAL Loss = 0.1974 VAL mIOU = 0.7175
Epoch No.: 100 VAL Loss = 0.3592 VAL mIOU = 0.7232
Epoch No.: 101 VAL Loss = 0.3079 VAL mIOU = 0.7187
Epoch No.: 102 VAL Loss = 0.3845 VAL mIOU = 0.7205
Epoch No.: 103 VAL Loss = 0.3332 VAL mIOU = 0.7205
Epoch No.: 104 VAL Loss = 0.3302 VAL mIOU = 0.7254
Epoch No.: 105 VAL Loss = 0.3656 VAL mIOU = 0.7179
Epoch No.: 106 VAL Loss = 0.2471 VAL mIOU = 0.7263
Epoch No.: 107 VAL Loss = 0.4597 VAL mIOU = 0.7162
Epoch No.: 108 VAL Loss = 0.2013 VAL mIOU = 0.7211
Epoch No.: 109 VAL Loss = 0.2502 VAL mIOU = 0.7177
Epoch No.: 110 VAL Loss = 0.3705 VAL mIOU = 0.7208
Epoch No.: 111 VAL Loss = 0.2498 VAL mIOU = 0.7268
Epoch No.: 112 VAL Loss = 0.3154 VAL mIOU = 0.7282
Epoch No.: 113 VAL Loss = 0.3093 VAL mIOU = 0.7238
Epoch No.: 114 VAL Loss = 0.2910 VAL mIOU = 0.7227
Epoch No.: 115 VAL Loss = 0.3081 VAL mIOU = 0.7227
Epoch No.: 116 VAL Loss = 0.2957 VAL mIOU = 0.7214
Epoch No.: 117 VAL Loss = 0.2928 VAL mIOU = 0.7164
Epoch No.: 118 VAL Loss = 0.1986 VAL mIOU = 0.7184
Epoch No.: 119 VAL Loss = 0.2998 VAL mIOU = 0.7261
Epoch No.: 120 VAL Loss = 0.3005 VAL mIOU = 0.7202
Epoch No.: 121 VAL Loss = 0.2993 VAL mIOU = 0.7262
Epoch No.: 122 VAL Loss = 0.2527 VAL mIOU = 0.7233
Epoch No.: 123 VAL Loss = 0.3039 VAL mIOU = 0.7251
Epoch No.: 124 VAL Loss = 0.2243 VAL mIOU = 0.7228
Epoch No.: 125 VAL Loss = 0.2357 VAL mIOU = 0.7261
Epoch No.: 126 VAL Loss = 0.2820 VAL mIOU = 0.7203
Epoch No.: 127 VAL Loss = 0.3272 VAL mIOU = 0.7189
Epoch No.: 128 VAL Loss = 0.2539 VAL mIOU = 0.7226
Epoch No.: 129 VAL Loss = 0.2187 VAL mIOU = 0.7232
Epoch No.: 130 VAL Loss = 0.2084 VAL mIOU = 0.7231
Epoch No.: 131 VAL Loss = 0.2902 VAL mIOU = 0.7250
Epoch No.: 132 VAL Loss = 0.2479 VAL mIOU = 0.7221
Epoch No.: 133 VAL Loss = 0.1546 VAL mIOU = 0.7167
Epoch No.: 134 VAL Loss = 0.2471 VAL mIOU = 0.7224
Epoch No.: 135 VAL Loss = 0.2233 VAL mIOU = 0.7226
Epoch No.: 136 VAL Loss = 0.3290 VAL mIOU = 0.7226
Epoch No.: 137 VAL Loss = 0.3563 VAL mIOU = 0.7213
Epoch No.: 138 VAL Loss = 0.2999 VAL mIOU = 0.7192
Epoch No.: 139 VAL Loss = 0.2933 VAL mIOU = 0.7209
Epoch No.: 140 VAL Loss = 0.3995 VAL mIOU = 0.7207
Epoch No.: 141 VAL Loss = 0.2176 VAL mIOU = 0.7203
Epoch No.: 142 VAL Loss = 0.2776 VAL mIOU = 0.7205
Epoch No.: 143 VAL Loss = 0.3096 VAL mIOU = 0.7211
Epoch No.: 144 VAL Loss = 0.2266 VAL mIOU = 0.7272
Epoch No.: 145 VAL Loss = 0.1987 VAL mIOU = 0.7223
Epoch No.: 146 VAL Loss = 0.2299 VAL mIOU = 0.7234
Epoch No.: 147 VAL Loss = 0.2516 VAL mIOU = 0.7226
Epoch No.: 148 VAL Loss = 0.3786 VAL mIOU = 0.7239
Epoch No.: 149 VAL Loss = 0.2242 VAL mIOU = 0.7187
Epoch No.: 150 VAL Loss = 0.4542 VAL mIOU = 0.7212
Epoch No.: 151 VAL Loss = 0.2541 VAL mIOU = 0.7258
Epoch No.: 152 VAL Loss = 0.3993 VAL mIOU = 0.7206
Epoch No.: 153 VAL Loss = 0.3637 VAL mIOU = 0.7205
Epoch No.: 154 VAL Loss = 0.3005 VAL mIOU = 0.7208
Epoch No.: 155 VAL Loss = 0.2240 VAL mIOU = 0.7223
Epoch No.: 156 VAL Loss = 0.2519 VAL mIOU = 0.7232
Epoch No.: 157 VAL Loss = 0.4786 VAL mIOU = 0.7249
Epoch No.: 158 VAL Loss = 0.3414 VAL mIOU = 0.7252
Epoch No.: 159 VAL Loss = 0.4474 VAL mIOU = 0.7212
Epoch No.: 160 VAL Loss = 0.2920 VAL mIOU = 0.7211
Epoch No.: 161 VAL Loss = 0.3783 VAL mIOU = 0.7257
Epoch No.: 162 VAL Loss = 0.2238 VAL mIOU = 0.7237
Epoch No.: 163 VAL Loss = 0.1976 VAL mIOU = 0.7219
Epoch No.: 164 VAL Loss = 0.2406 VAL mIOU = 0.7212
Epoch No.: 165 VAL Loss = 0.3635 VAL mIOU = 0.7227
Epoch No.: 166 VAL Loss = 0.1943 VAL mIOU = 0.7217
Epoch No.: 167 VAL Loss = 0.3226 VAL mIOU = 0.7249
Epoch No.: 168 VAL Loss = 0.2533 VAL mIOU = 0.7193
Epoch No.: 169 VAL Loss = 0.2574 VAL mIOU = 0.7219
Epoch No.: 170 VAL Loss = 0.2199 VAL mIOU = 0.7214
Epoch No.: 171 VAL Loss = 0.2215 VAL mIOU = 0.7213
Epoch No.: 172 VAL Loss = 0.4171 VAL mIOU = 0.7257
Epoch No.: 173 VAL Loss = 0.4291 VAL mIOU = 0.7222
Epoch No.: 174 VAL Loss = 0.1935 VAL mIOU = 0.7231
Epoch No.: 175 VAL Loss = 0.2462 VAL mIOU = 0.7231
Epoch No.: 176 VAL Loss = 0.2466 VAL mIOU = 0.7210
Epoch No.: 177 VAL Loss = 0.2356 VAL mIOU = 0.7222
Epoch No.: 178 VAL Loss = 0.2665 VAL mIOU = 0.7220
Epoch No.: 179 VAL Loss = 0.2447 VAL mIOU = 0.7236
Epoch No.: 180 VAL Loss = 0.3033 VAL mIOU = 0.7160
Epoch No.: 181 VAL Loss = 0.2410 VAL mIOU = 0.7209
Epoch No.: 182 VAL Loss = 0.2721 VAL mIOU = 0.7253
Epoch No.: 183 VAL Loss = 0.2626 VAL mIOU = 0.7242
Epoch No.: 184 VAL Loss = 0.2781 VAL mIOU = 0.7227
Epoch No.: 185 VAL Loss = 0.2524 VAL mIOU = 0.7209
Epoch No.: 186 VAL Loss = 0.3598 VAL mIOU = 0.7242
Epoch No.: 187 VAL Loss = 0.2457 VAL mIOU = 0.7194
Epoch No.: 188 VAL Loss = 0.2637 VAL mIOU = 0.7208
Epoch No.: 189 VAL Loss = 0.2733 VAL mIOU = 0.7223
Epoch No.: 190 VAL Loss = 0.3619 VAL mIOU = 0.7200
Epoch No.: 191 VAL Loss = 0.3376 VAL mIOU = 0.7209
Epoch No.: 192 VAL Loss = 0.2678 VAL mIOU = 0.7228
Epoch No.: 193 VAL Loss = 0.3306 VAL mIOU = 0.7234
Epoch No.: 194 VAL Loss = 0.2512 VAL mIOU = 0.7228
Epoch No.: 195 VAL Loss = 0.1843 VAL mIOU = 0.7242
Epoch No.: 196 VAL Loss = 0.2287 VAL mIOU = 0.7241
Epoch No.: 197 VAL Loss = 0.4341 VAL mIOU = 0.7245
Epoch No.: 198 VAL Loss = 0.3075 VAL mIOU = 0.7252
Epoch No.: 199 VAL Loss = 0.3379 VAL mIOU = 0.7171
Adam
- config.core.optimizer = torch.optim.Adam(config.core.net.parameters(), 3e-4, (0.9, 0.999), eps=1e-08, weight_decay=5e-4)
- lambda_lr = lambda epoch: round ((1 - epoch/config.core.epoch_num) ** 0.9, 8)
- config.core.scheduler = optim.lr_scheduler.LambdaLR(config.core.optimizer, lr_lambda=lambda_lr)
Epoch No.: 0 VAL Loss = 0.5173 VAL mIOU = 0.6432
Epoch No.: 1 VAL Loss = 0.7352 VAL mIOU = 0.6698
Epoch No.: 2 VAL Loss = 0.9506 VAL mIOU = 0.6749
Epoch No.: 3 VAL Loss = 0.4759 VAL mIOU = 0.7032
Epoch No.: 4 VAL Loss = 0.4187 VAL mIOU = 0.6993
Epoch No.: 5 VAL Loss = 0.5501 VAL mIOU = 0.6915
Epoch No.: 6 VAL Loss = 0.5055 VAL mIOU = 0.6912
Epoch No.: 7 VAL Loss = 0.3540 VAL mIOU = 0.7052
Epoch No.: 8 VAL Loss = 0.3820 VAL mIOU = 0.7039
Epoch No.: 9 VAL Loss = 0.4253 VAL mIOU = 0.6960
Epoch No.: 10 VAL Loss = 0.3428 VAL mIOU = 0.7053
Epoch No.: 11 VAL Loss = 0.3238 VAL mIOU = 0.7105
Epoch No.: 12 VAL Loss = 0.4548 VAL mIOU = 0.7008
Epoch No.: 13 VAL Loss = 0.2605 VAL mIOU = 0.7088
Epoch No.: 14 VAL Loss = 0.2577 VAL mIOU = 0.7024
Epoch No.: 15 VAL Loss = 0.4431 VAL mIOU = 0.6901
Epoch No.: 16 VAL Loss = 0.6530 VAL mIOU = 0.7028
Epoch No.: 17 VAL Loss = 0.3773 VAL mIOU = 0.7138
Epoch No.: 18 VAL Loss = 0.3961 VAL mIOU = 0.7098
Epoch No.: 19 VAL Loss = 0.5007 VAL mIOU = 0.7003
Epoch No.: 20 VAL Loss = 0.4277 VAL mIOU = 0.7065
Epoch No.: 21 VAL Loss = 0.3111 VAL mIOU = 0.7018
Epoch No.: 22 VAL Loss = 0.4636 VAL mIOU = 0.7042
Epoch No.: 23 VAL Loss = 0.3106 VAL mIOU = 0.7164
Epoch No.: 24 VAL Loss = 0.4415 VAL mIOU = 0.7028
Epoch No.: 25 VAL Loss = 0.4288 VAL mIOU = 0.7096
Epoch No.: 26 VAL Loss = 0.4786 VAL mIOU = 0.7097
Epoch No.: 27 VAL Loss = 0.2658 VAL mIOU = 0.7024
Epoch No.: 28 VAL Loss = 0.3159 VAL mIOU = 0.7124
Epoch No.: 29 VAL Loss = 0.2794 VAL mIOU = 0.6917
Epoch No.: 30 VAL Loss = 0.4634 VAL mIOU = 0.7142
Epoch No.: 31 VAL Loss = 0.3339 VAL mIOU = 0.7104
Epoch No.: 32 VAL Loss = 0.3904 VAL mIOU = 0.7146
Epoch No.: 33 VAL Loss = 0.1813 VAL mIOU = 0.7036
Epoch No.: 34 VAL Loss = 0.2867 VAL mIOU = 0.7112
Epoch No.: 35 VAL Loss = 0.3358 VAL mIOU = 0.7012
Epoch No.: 36 VAL Loss = 0.3156 VAL mIOU = 0.7102
Epoch No.: 37 VAL Loss = 0.6730 VAL mIOU = 0.7118
Epoch No.: 38 VAL Loss = 0.3842 VAL mIOU = 0.7124
Epoch No.: 39 VAL Loss = 0.2802 VAL mIOU = 0.7041
Epoch No.: 40 VAL Loss = 0.3072 VAL mIOU = 0.7008
Epoch No.: 41 VAL Loss = 0.2515 VAL mIOU = 0.7058
Epoch No.: 42 VAL Loss = 0.3218 VAL mIOU = 0.7141
Epoch No.: 43 VAL Loss = 0.3874 VAL mIOU = 0.7141
Epoch No.: 44 VAL Loss = 0.3264 VAL mIOU = 0.7046
Epoch No.: 45 VAL Loss = 0.2222 VAL mIOU = 0.7133
Epoch No.: 46 VAL Loss = 0.2573 VAL mIOU = 0.7175
Epoch No.: 47 VAL Loss = 0.2777 VAL mIOU = 0.7070
Epoch No.: 48 VAL Loss = 0.2893 VAL mIOU = 0.7089
Epoch No.: 49 VAL Loss = 0.3707 VAL mIOU = 0.7077
Epoch No.: 50 VAL Loss = 0.2880 VAL mIOU = 0.7086
Epoch No.: 51 VAL Loss = 0.2251 VAL mIOU = 0.7092
Epoch No.: 52 VAL Loss = 0.2015 VAL mIOU = 0.7095
Epoch No.: 53 VAL Loss = 0.3612 VAL mIOU = 0.7125
Epoch No.: 54 VAL Loss = 0.4589 VAL mIOU = 0.7110
Epoch No.: 55 VAL Loss = 0.1923 VAL mIOU = 0.7142
Epoch No.: 56 VAL Loss = 0.3266 VAL mIOU = 0.7219
Epoch No.: 57 VAL Loss = 0.4174 VAL mIOU = 0.7158
Epoch No.: 58 VAL Loss = 0.2626 VAL mIOU = 0.7116
Epoch No.: 59 VAL Loss = 0.2723 VAL mIOU = 0.7077
Epoch No.: 60 VAL Loss = 0.2446 VAL mIOU = 0.7148
Epoch No.: 61 VAL Loss = 0.2165 VAL mIOU = 0.7193
Epoch No.: 62 VAL Loss = 0.2425 VAL mIOU = 0.7183
Epoch No.: 63 VAL Loss = 0.1794 VAL mIOU = 0.7070
Epoch No.: 64 VAL Loss = 0.2505 VAL mIOU = 0.7088
Epoch No.: 65 VAL Loss = 0.2996 VAL mIOU = 0.7113
Epoch No.: 66 VAL Loss = 0.2840 VAL mIOU = 0.7256
Epoch No.: 67 VAL Loss = 0.1732 VAL mIOU = 0.7209
Epoch No.: 68 VAL Loss = 0.3359 VAL mIOU = 0.7211
Epoch No.: 69 VAL Loss = 0.2815 VAL mIOU = 0.7205
Epoch No.: 70 VAL Loss = 0.3863 VAL mIOU = 0.7236
Epoch No.: 71 VAL Loss = 0.4573 VAL mIOU = 0.7125
Epoch No.: 72 VAL Loss = 0.2237 VAL mIOU = 0.7096
Epoch No.: 73 VAL Loss = 0.2941 VAL mIOU = 0.7134
Epoch No.: 74 VAL Loss = 0.1644 VAL mIOU = 0.7089
Epoch No.: 75 VAL Loss = 0.3130 VAL mIOU = 0.7230
Epoch No.: 76 VAL Loss = 0.2591 VAL mIOU = 0.7158
Epoch No.: 77 VAL Loss = 0.1675 VAL mIOU = 0.7189
Epoch No.: 78 VAL Loss = 0.2044 VAL mIOU = 0.7169
Epoch No.: 79 VAL Loss = 0.3776 VAL mIOU = 0.7059
Epoch No.: 80 VAL Loss = 0.4301 VAL mIOU = 0.7105
Epoch No.: 81 VAL Loss = 0.2527 VAL mIOU = 0.7222
Epoch No.: 82 VAL Loss = 0.2864 VAL mIOU = 0.7243
Epoch No.: 83 VAL Loss = 0.2455 VAL mIOU = 0.7178
Epoch No.: 84 VAL Loss = 0.2111 VAL mIOU = 0.7136
Epoch No.: 85 VAL Loss = 0.2432 VAL mIOU = 0.7047
Epoch No.: 86 VAL Loss = 0.2126 VAL mIOU = 0.7109
Epoch No.: 87 VAL Loss = 0.3900 VAL mIOU = 0.7140
Epoch No.: 88 VAL Loss = 0.2148 VAL mIOU = 0.7109
Epoch No.: 89 VAL Loss = 0.2275 VAL mIOU = 0.7245
Epoch No.: 90 VAL Loss = 0.3324 VAL mIOU = 0.7223
Epoch No.: 91 VAL Loss = 0.2916 VAL mIOU = 0.7256
Epoch No.: 92 VAL Loss = 0.3385 VAL mIOU = 0.7209
Epoch No.: 93 VAL Loss = 0.2664 VAL mIOU = 0.7158
Epoch No.: 94 VAL Loss = 0.2435 VAL mIOU = 0.7177
Epoch No.: 95 VAL Loss = 0.3851 VAL mIOU = 0.7185
Epoch No.: 96 VAL Loss = 0.2012 VAL mIOU = 0.7220
Epoch No.: 97 VAL Loss = 0.2281 VAL mIOU = 0.7164
Epoch No.: 98 VAL Loss = 0.3849 VAL mIOU = 0.7095
Epoch No.: 99 VAL Loss = 0.2149 VAL mIOU = 0.7140
Epoch No.: 100 VAL Loss = 0.2275 VAL mIOU = 0.7096
Epoch No.: 101 VAL Loss = 0.3513 VAL mIOU = 0.7011
Epoch No.: 102 VAL Loss = 0.2123 VAL mIOU = 0.7235
Epoch No.: 103 VAL Loss = 0.2356 VAL mIOU = 0.7245
Epoch No.: 104 VAL Loss = 0.2115 VAL mIOU = 0.7265
Epoch No.: 105 VAL Loss = 0.2606 VAL mIOU = 0.7216
Epoch No.: 106 VAL Loss = 0.2571 VAL mIOU = 0.7346
Epoch No.: 107 VAL Loss = 0.1797 VAL mIOU = 0.7264
Epoch No.: 108 VAL Loss = 0.3177 VAL mIOU = 0.7264
Epoch No.: 109 VAL Loss = 0.2475 VAL mIOU = 0.7146
Epoch No.: 110 VAL Loss = 0.2416 VAL mIOU = 0.7194
Epoch No.: 111 VAL Loss = 0.2427 VAL mIOU = 0.7246
Epoch No.: 112 VAL Loss = 0.3085 VAL mIOU = 0.7275
Epoch No.: 113 VAL Loss = 0.3164 VAL mIOU = 0.7199
Epoch No.: 114 VAL Loss = 0.1828 VAL mIOU = 0.7291
Epoch No.: 115 VAL Loss = 0.2756 VAL mIOU = 0.7286
Epoch No.: 116 VAL Loss = 0.2593 VAL mIOU = 0.7219
Epoch No.: 117 VAL Loss = 0.2477 VAL mIOU = 0.7127
Epoch No.: 118 VAL Loss = 0.2056 VAL mIOU = 0.7191
Epoch No.: 119 VAL Loss = 0.2442 VAL mIOU = 0.7220
Epoch No.: 120 VAL Loss = 0.2632 VAL mIOU = 0.7190
Epoch No.: 121 VAL Loss = 0.2164 VAL mIOU = 0.7192
Epoch No.: 122 VAL Loss = 0.1495 VAL mIOU = 0.7219
Epoch No.: 123 VAL Loss = 0.2447 VAL mIOU = 0.7251
Epoch No.: 124 VAL Loss = 0.2976 VAL mIOU = 0.7187
Epoch No.: 125 VAL Loss = 0.3022 VAL mIOU = 0.7206
Epoch No.: 126 VAL Loss = 0.2272 VAL mIOU = 0.7152
Epoch No.: 127 VAL Loss = 0.2319 VAL mIOU = 0.7232
Epoch No.: 128 VAL Loss = 0.1993 VAL mIOU = 0.7112
Epoch No.: 129 VAL Loss = 0.2601 VAL mIOU = 0.7274
Epoch No.: 130 VAL Loss = 0.2726 VAL mIOU = 0.7193
Epoch No.: 131 VAL Loss = 0.2504 VAL mIOU = 0.7207
Epoch No.: 132 VAL Loss = 0.3182 VAL mIOU = 0.7311
Epoch No.: 133 VAL Loss = 0.2108 VAL mIOU = 0.7199
Epoch No.: 134 VAL Loss = 0.1789 VAL mIOU = 0.7340
Epoch No.: 135 VAL Loss = 0.3242 VAL mIOU = 0.7192
Epoch No.: 136 VAL Loss = 0.1789 VAL mIOU = 0.7227
Epoch No.: 137 VAL Loss = 0.2806 VAL mIOU = 0.7184
Epoch No.: 138 VAL Loss = 0.1989 VAL mIOU = 0.7154
Epoch No.: 139 VAL Loss = 0.1708 VAL mIOU = 0.7160
Epoch No.: 140 VAL Loss = 0.3777 VAL mIOU = 0.7243
Epoch No.: 141 VAL Loss = 0.2848 VAL mIOU = 0.7294
Epoch No.: 142 VAL Loss = 0.3144 VAL mIOU = 0.7203
Epoch No.: 143 VAL Loss = 0.3060 VAL mIOU = 0.7197
Epoch No.: 144 VAL Loss = 0.2113 VAL mIOU = 0.7303
Epoch No.: 145 VAL Loss = 0.2814 VAL mIOU = 0.7142
Epoch No.: 146 VAL Loss = 0.1887 VAL mIOU = 0.7187
Epoch No.: 147 VAL Loss = 0.2064 VAL mIOU = 0.7245
Epoch No.: 148 VAL Loss = 0.2619 VAL mIOU = 0.7236
Epoch No.: 149 VAL Loss = 0.1904 VAL mIOU = 0.7291
Epoch No.: 150 VAL Loss = 0.2111 VAL mIOU = 0.7139
Epoch No.: 151 VAL Loss = 0.1947 VAL mIOU = 0.7293
Epoch No.: 152 VAL Loss = 0.1997 VAL mIOU = 0.7315
Epoch No.: 153 VAL Loss = 0.1693 VAL mIOU = 0.7209
Epoch No.: 154 VAL Loss = 0.1754 VAL mIOU = 0.7219
Epoch No.: 155 VAL Loss = 0.2868 VAL mIOU = 0.7253
Epoch No.: 156 VAL Loss = 0.1971 VAL mIOU = 0.7239
Epoch No.: 157 VAL Loss = 0.2027 VAL mIOU = 0.7221
Epoch No.: 158 VAL Loss = 0.2033 VAL mIOU = 0.7350
Epoch No.: 159 VAL Loss = 0.2441 VAL mIOU = 0.7283
Epoch No.: 160 VAL Loss = 0.3009 VAL mIOU = 0.7292
Epoch No.: 161 VAL Loss = 0.2006 VAL mIOU = 0.7285
Epoch No.: 162 VAL Loss = 0.1287 VAL mIOU = 0.7315
Epoch No.: 163 VAL Loss = 0.3229 VAL mIOU = 0.7254
Epoch No.: 164 VAL Loss = 0.2092 VAL mIOU = 0.7291
Epoch No.: 165 VAL Loss = 0.2617 VAL mIOU = 0.7339
Epoch No.: 166 VAL Loss = 0.1944 VAL mIOU = 0.7250
Epoch No.: 167 VAL Loss = 0.1625 VAL mIOU = 0.7180
Epoch No.: 168 VAL Loss = 0.1551 VAL mIOU = 0.7236
Epoch No.: 169 VAL Loss = 0.1750 VAL mIOU = 0.7274
Epoch No.: 170 VAL Loss = 0.1284 VAL mIOU = 0.7267
Epoch No.: 171 VAL Loss = 0.1492 VAL mIOU = 0.7331
Epoch No.: 172 VAL Loss = 0.1980 VAL mIOU = 0.7311
Epoch No.: 173 VAL Loss = 0.2691 VAL mIOU = 0.7342
Epoch No.: 174 VAL Loss = 0.2326 VAL mIOU = 0.7292
Epoch No.: 175 VAL Loss = 0.1786 VAL mIOU = 0.7328
Epoch No.: 176 VAL Loss = 0.2056 VAL mIOU = 0.7308
Epoch No.: 177 VAL Loss = 0.1855 VAL mIOU = 0.7317
Epoch No.: 178 VAL Loss = 0.1449 VAL mIOU = 0.7335
Epoch No.: 179 VAL Loss = 0.1663 VAL mIOU = 0.7318
Epoch No.: 180 VAL Loss = 0.2014 VAL mIOU = 0.7278
Epoch No.: 181 VAL Loss = 0.2750 VAL mIOU = 0.7297
Epoch No.: 182 VAL Loss = 0.1908 VAL mIOU = 0.7241
Epoch No.: 183 VAL Loss = 0.1818 VAL mIOU = 0.7263
Epoch No.: 184 VAL Loss = 0.1875 VAL mIOU = 0.7212
Epoch No.: 185 VAL Loss = 0.1894 VAL mIOU = 0.7300
Epoch No.: 186 VAL Loss = 0.1818 VAL mIOU = 0.7382
Epoch No.: 187 VAL Loss = 0.1747 VAL mIOU = 0.7236
Epoch No.: 188 VAL Loss = 0.1482 VAL mIOU = 0.7322
Epoch No.: 189 VAL Loss = 0.2297 VAL mIOU = 0.7327
Epoch No.: 190 VAL Loss = 0.1925 VAL mIOU = 0.7316
Epoch No.: 191 VAL Loss = 0.2009 VAL mIOU = 0.7327
Epoch No.: 192 VAL Loss = 0.2058 VAL mIOU = 0.7281
Epoch No.: 193 VAL Loss = 0.1766 VAL mIOU = 0.7355
Epoch No.: 194 VAL Loss = 0.2054 VAL mIOU = 0.7263
Epoch No.: 195 VAL Loss = 0.3472 VAL mIOU = 0.7329
Epoch No.: 196 VAL Loss = 0.1690 VAL mIOU = 0.7281
Epoch No.: 197 VAL Loss = 0.2822 VAL mIOU = 0.7230
Epoch No.: 198 VAL Loss = 0.2251 VAL mIOU = 0.7318
Epoch No.: 199 VAL Loss = 0.2743 VAL mIOU = 0.7292
