{'model_name': 'exp63_decoder26', 'model_type': 'experimental2', 'num_classes': 19, 'ignore_value': 255, 'pretrained_backbone': False, 'epochs': 1000, 'max_epochs': 1000, 'resume': False, 'lr': 0.05, 'momentum': 0.9, 'weight_decay': 0.0001, 'class_weight': None, 'bn_weight_decay': False, 'bn_precise_stats': False, 'bn_precise_num_samples': 600, 'lr_scheduler': 'poly', 'poly_power': 0.9, 'warmup_iters': 3000, 'warmup_factor': 0.1, 'mixed_precision': True, 'run': 2, 'RNG_seed': 2, 'loss_type': 'normalized_cross_entropy', 'exclude_classes': [14, 15, 16], 'warmup_iter': 10, 'num_iter': 100, 'benchmark_loader': True, 'benchmark_model': True, 'dataset_name': 'cityscapes', 'dataset_dir': 'cityscapes_dataset', 'batch_size': 8, 'train_min_size': 400, 'train_max_size': 1600, 'train_crop_size': [768, 768], 'val_input_size': 1024, 'val_label_size': 1024, 'aug_mode': 'randaug_reduced', 'num_workers': 6, 'class_uniform_pct': 0.5, 'train_split': 'train', 'val_split': 'val', 'max_eval': 600, 'validate_train_loader': False, 'eval_print_every': 10000, 'train_print_every': 10000, 'pretrained_path': '', 'save_every_k_epochs': 25, 'save_last_k_epochs': 20, 'save_dir': 'checkpoints', 'log_dir': 'logs', 'save_name': 'exp63_decoder26_1000_epochs_768_crop_normalized', 'save_best_path': 'checkpoints/exp63_decoder26_1000_epochs_768_crop_normalized_run2', 'save_latest_path': 'checkpoints/exp63_decoder26_1000_epochs_768_crop_normalized_latest', 'resume_path': 'checkpoints/exp63_decoder26_1000_epochs_768_crop_normalized_latest', 'log_path': 'logs/exp63_decoder26_1000_epochs_768_crop_normalized_run2.txt'}
run: 2
epoch: 0
loss: 0.9999999930916449
IOU: [81.76, 4.26, 47.33, 0.0, 0.0, 0.0, 0.0, 0.0, 26.53, 19.69, 22.71, 0.0, 0.0, 27.06, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 12.07, mIOU_reduced: 14.33, accuracy: 65.38
epoch: 1
loss: 0.9999999913243913
epoch: 2
loss: 0.9999999922883478
epoch: 3
loss: 0.9999999922883478
epoch: 4
loss: 0.9999999905210942
epoch: 5
loss: 0.9999999924490073
epoch: 6
loss: 0.9999999905210942
epoch: 7
loss: 0.9999999910030725
epoch: 8
loss: 0.9999999913243913
epoch: 9
loss: 0.9999999918063696
epoch: 10
loss: 0.9999999918063696
epoch: 11
loss: 0.999999990039116
epoch: 12
loss: 0.9999999918063696
epoch: 13
loss: 0.9999999913243913
epoch: 14
loss: 0.9999999916457102
epoch: 15
loss: 0.9999999930916449
epoch: 16
loss: 0.9999999921276884
epoch: 17
loss: 0.9999999918063696
epoch: 18
loss: 0.9999999922883478
epoch: 19
loss: 0.9999999910030725
epoch: 20
loss: 0.9999999922883478
epoch: 21
loss: 0.9999999921276884
epoch: 22
loss: 0.9999999908424131
epoch: 23
loss: 0.9999999901997754
epoch: 24
loss: 0.999999991967029
IOU: [95.7, 67.55, 82.74, 19.23, 14.52, 42.91, 26.16, 47.4, 84.93, 41.93, 89.47, 47.08, 1.82, 85.48, 27.89, 24.32, 22.67, 5.11, 42.78]
mIOU: 45.77, mIOU_reduced: 49.67, accuracy: 90.51
epoch: 25
loss: 0.9999999932523044
epoch: 26
loss: 0.9999999926096667
epoch: 27
loss: 0.9999999898784565
epoch: 28
loss: 0.9999999921276884
epoch: 29
loss: 0.999999991967029
epoch: 30
loss: 0.9999999913243913
epoch: 31
loss: 0.9999999914850507
epoch: 32
loss: 0.9999999926096667
epoch: 33
loss: 0.9999999906817536
epoch: 34
loss: 0.9999999927703261
epoch: 35
loss: 0.9999999926096667
epoch: 36
loss: 0.9999999908424131
epoch: 37
loss: 0.9999999924490073
epoch: 38
loss: 0.9999999910030725
epoch: 39
loss: 0.9999999935736232
epoch: 40
loss: 0.9999999930916449
epoch: 41
loss: 0.9999999893964783
epoch: 42
loss: 0.9999999893964783
epoch: 43
loss: 0.9999999932523044
epoch: 44
loss: 0.9999999937342826
epoch: 45
loss: 0.9999999910030725
epoch: 46
loss: 0.9999999929309855
epoch: 47
loss: 0.9999999906817536
epoch: 48
loss: 0.9999999918063696
epoch: 49
loss: 0.9999999929309855
IOU: [96.05, 71.76, 86.36, 30.91, 39.93, 50.81, 41.63, 58.3, 88.81, 51.76, 90.69, 64.7, 32.96, 88.88, 30.41, 42.03, 22.44, 21.84, 59.76]
mIOU: 56.32, mIOU_reduced: 60.95, accuracy: 92.5
epoch: 50
loss: 0.9999999905210942
epoch: 51
loss: 0.9999999895571378
epoch: 52
loss: 0.9999999914850507
epoch: 53
loss: 0.9999999910030725
epoch: 54
loss: 0.9999999924490073
epoch: 55
loss: 0.999999991967029
epoch: 56
loss: 0.9999999924490073
epoch: 57
loss: 0.999999991163732
epoch: 58
loss: 0.9999999922883478
epoch: 59
loss: 0.9999999889145
epoch: 60
loss: 0.9999999906817536
epoch: 61
loss: 0.9999999913243913
epoch: 62
loss: 0.9999999918063696
epoch: 63
loss: 0.9999999916457102
epoch: 64
loss: 0.9999999918063696
epoch: 65
loss: 0.999999991967029
epoch: 66
loss: 0.9999999903604349
epoch: 67
loss: 0.9999999910030725
epoch: 68
loss: 0.9999999918063696
epoch: 69
loss: 0.999999991163732
epoch: 70
loss: 0.9999999916457102
epoch: 71
loss: 0.9999999908424131
epoch: 72
loss: 0.999999991967029
epoch: 73
loss: 0.9999999893964783
epoch: 74
loss: 0.9999999929309855
IOU: [96.94, 76.21, 88.85, 36.87, 38.93, 51.51, 50.42, 63.63, 89.89, 53.75, 91.9, 68.85, 42.89, 89.86, 38.66, 59.45, 41.48, 27.03, 62.38]
mIOU: 61.55, mIOU_reduced: 64.37, accuracy: 93.55
epoch: 75
loss: 0.9999999918063696
epoch: 76
loss: 0.9999999908424131
epoch: 77
loss: 0.9999999910030725
epoch: 78
loss: 0.9999999927703261
epoch: 79
loss: 0.9999999918063696
epoch: 80
loss: 0.9999999914850507
epoch: 81
loss: 0.9999999914850507
epoch: 82
loss: 0.9999999918063696
epoch: 83
loss: 0.9999999892358189
epoch: 84
loss: 0.9999999897177971
epoch: 85
loss: 0.9999999918063696
epoch: 86
loss: 0.9999999935736232
epoch: 87
loss: 0.9999999914850507
epoch: 88
loss: 0.9999999924490073
epoch: 89
loss: 0.9999999905210942
epoch: 90
loss: 0.9999999905210942
epoch: 91
loss: 0.9999999892358189
epoch: 92
loss: 0.9999999924490073
epoch: 93
loss: 0.9999999918063696
epoch: 94
loss: 0.9999999918063696
epoch: 95
loss: 0.9999999895571378
epoch: 96
loss: 0.9999999922883478
epoch: 97
loss: 0.9999999898784565
epoch: 98
loss: 0.9999999910030725
epoch: 99
loss: 0.9999999918063696
IOU: [96.66, 73.18, 88.17, 36.55, 37.27, 45.39, 49.27, 64.76, 90.12, 54.57, 92.65, 69.28, 44.59, 89.43, 42.11, 53.17, 23.88, 22.14, 59.16]
mIOU: 59.6, mIOU_reduced: 63.33, accuracy: 93.32
epoch: 100
loss: 0.9999999910030725
epoch: 101
loss: 0.9999999901997754
epoch: 102
loss: 0.9999999921276884
epoch: 103
loss: 0.9999999914850507
epoch: 104
loss: 0.9999999913243913
epoch: 105
loss: 0.9999999918063696
epoch: 106
loss: 0.999999991967029
epoch: 107
loss: 0.9999999906817536
epoch: 108
loss: 0.9999999926096667
epoch: 109
loss: 0.9999999922883478
epoch: 110
loss: 0.9999999908424131
epoch: 111
loss: 0.9999999914850507
epoch: 112
loss: 0.999999991967029
epoch: 113
loss: 0.9999999937342826
epoch: 114
loss: 0.9999999906817536
epoch: 115
loss: 0.9999999910030725
epoch: 116
loss: 0.9999999903604349
epoch: 117
loss: 0.9999999906817536
epoch: 118
loss: 0.9999999905210942
epoch: 119
loss: 0.9999999918063696
epoch: 120
loss: 0.9999999921276884
epoch: 121
loss: 0.9999999905210942
epoch: 122
loss: 0.9999999916457102
epoch: 123
loss: 0.9999999942162608
epoch: 124
loss: 0.9999999908424131
IOU: [97.07, 77.46, 89.39, 39.14, 46.45, 53.92, 52.35, 65.23, 90.57, 57.9, 93.03, 71.76, 43.04, 91.79, 57.01, 61.68, 52.32, 18.65, 64.84]
mIOU: 64.4, mIOU_reduced: 65.79, accuracy: 94.25
epoch: 125
loss: 0.9999999913243913
epoch: 126
loss: 0.9999999914850507
epoch: 127
loss: 0.9999999929309855
epoch: 128
loss: 0.9999999924490073
epoch: 129
loss: 0.9999999903604349
epoch: 130
loss: 0.999999991163732
epoch: 131
loss: 0.9999999910030725
epoch: 132
loss: 0.9999999913243913
epoch: 133
loss: 0.9999999913243913
epoch: 134
loss: 0.9999999926096667
epoch: 135
loss: 0.9999999926096667
epoch: 136
loss: 0.9999999916457102
epoch: 137
loss: 0.9999999929309855
epoch: 138
loss: 0.9999999903604349
epoch: 139
loss: 0.9999999922883478
epoch: 140
loss: 0.9999999901997754
epoch: 141
loss: 0.9999999906817536
epoch: 142
loss: 0.9999999921276884
epoch: 143
loss: 0.9999999916457102
epoch: 144
loss: 0.9999999929309855
epoch: 145
loss: 0.9999999924490073
epoch: 146
loss: 0.9999999927703261
epoch: 147
loss: 0.9999999924490073
epoch: 148
loss: 0.9999999897177971
epoch: 149
loss: 0.9999999927703261
IOU: [96.8, 76.53, 88.43, 38.33, 36.94, 51.24, 52.49, 64.96, 90.32, 58.43, 92.62, 72.9, 51.14, 91.01, 48.91, 65.42, 31.39, 45.35, 67.36]
mIOU: 64.24, mIOU_reduced: 67.18, accuracy: 93.98
epoch: 150
loss: 0.9999999926096667
epoch: 151
loss: 0.9999999901997754
epoch: 152
loss: 0.9999999905210942
epoch: 153
loss: 0.9999999913243913
epoch: 154
loss: 0.9999999929309855
epoch: 155
loss: 0.9999999926096667
epoch: 156
loss: 0.9999999918063696
epoch: 157
loss: 0.9999999914850507
epoch: 158
loss: 0.9999999906817536
epoch: 159
loss: 0.9999999903604349
epoch: 160
loss: 0.999999991967029
epoch: 161
loss: 0.9999999918063696
epoch: 162
loss: 0.9999999926096667
epoch: 163
loss: 0.9999999903604349
epoch: 164
loss: 0.9999999927703261
epoch: 165
loss: 0.9999999935736232
epoch: 166
loss: 0.9999999914850507
epoch: 167
loss: 0.9999999918063696
epoch: 168
loss: 0.9999999913243913
epoch: 169
loss: 0.9999999901997754
epoch: 170
loss: 0.9999999921276884
epoch: 171
loss: 0.9999999918063696
epoch: 172
loss: 0.9999999930916449
epoch: 173
loss: 0.9999999921276884
epoch: 174
loss: 0.9999999922883478
IOU: [97.27, 79.78, 89.74, 43.33, 50.14, 52.4, 53.43, 64.77, 90.62, 60.02, 93.93, 72.76, 48.84, 89.87, 29.89, 66.38, 63.62, 28.28, 67.02]
mIOU: 65.37, mIOU_reduced: 67.64, accuracy: 94.39
epoch: 175
loss: 0.999999991967029
epoch: 176
loss: 0.9999999927703261
epoch: 177
loss: 0.999999991967029
epoch: 178
loss: 0.9999999892358189
epoch: 179
loss: 0.9999999895571378
epoch: 180
loss: 0.9999999906817536
epoch: 181
loss: 0.999999991967029
epoch: 182
loss: 0.9999999884325218
epoch: 183
loss: 0.9999999926096667
epoch: 184
loss: 0.9999999926096667
epoch: 185
loss: 0.9999999913243913
epoch: 186
loss: 0.9999999918063696
epoch: 187
loss: 0.9999999935736232
epoch: 188
loss: 0.9999999913243913
epoch: 189
loss: 0.9999999935736232
epoch: 190
loss: 0.999999990039116
epoch: 191
loss: 0.9999999916457102
epoch: 192
loss: 0.9999999926096667
epoch: 193
loss: 0.9999999922883478
epoch: 194
loss: 0.9999999924490073
epoch: 195
loss: 0.9999999938949421
epoch: 196
loss: 0.9999999927703261
epoch: 197
loss: 0.9999999935736232
epoch: 198
loss: 0.9999999898784565
epoch: 199
loss: 0.999999991163732
IOU: [97.41, 80.27, 90.11, 48.78, 51.48, 56.3, 56.64, 66.32, 91.06, 56.52, 93.36, 72.5, 45.54, 92.78, 63.44, 73.89, 67.76, 38.26, 68.08]
mIOU: 68.97, mIOU_reduced: 69.09, accuracy: 94.71
epoch: 200
loss: 0.9999999913243913
epoch: 201
loss: 0.9999999901997754
epoch: 202
loss: 0.9999999905210942
epoch: 203
loss: 0.9999999924490073
epoch: 204
loss: 0.9999999895571378
epoch: 205
loss: 0.9999999905210942
epoch: 206
loss: 0.999999991163732
epoch: 207
loss: 0.9999999916457102
epoch: 208
loss: 0.9999999910030725
epoch: 209
loss: 0.9999999921276884
epoch: 210
loss: 0.9999999916457102
epoch: 211
loss: 0.9999999927703261
epoch: 212
loss: 0.9999999924490073
epoch: 213
loss: 0.9999999918063696
epoch: 214
loss: 0.9999999922883478
epoch: 215
loss: 0.9999999927703261
epoch: 216
loss: 0.9999999918063696
epoch: 217
loss: 0.999999991967029
epoch: 218
loss: 0.9999999942162608
epoch: 219
loss: 0.9999999934129638
epoch: 220
loss: 0.9999999914850507
epoch: 221
loss: 0.9999999930916449
epoch: 222
loss: 0.9999999922883478
epoch: 223
loss: 0.9999999910030725
epoch: 224
loss: 0.9999999922883478
IOU: [97.16, 79.82, 89.8, 31.94, 53.22, 55.64, 55.34, 70.58, 90.91, 55.88, 93.85, 74.61, 46.97, 90.54, 47.99, 71.64, 55.14, 34.82, 68.77]
mIOU: 66.56, mIOU_reduced: 68.11, accuracy: 94.43
epoch: 225
loss: 0.999999991967029
epoch: 226
loss: 0.9999999914850507
epoch: 227
loss: 0.9999999916457102
epoch: 228
loss: 0.9999999930916449
epoch: 229
loss: 0.9999999930916449
epoch: 230
loss: 0.9999999924490073
epoch: 231
loss: 0.9999999914850507
epoch: 232
loss: 0.9999999913243913
epoch: 233
loss: 0.999999991163732
epoch: 234
loss: 0.9999999916457102
epoch: 235
loss: 0.9999999922883478
epoch: 236
loss: 0.9999999921276884
epoch: 237
loss: 0.9999999908424131
epoch: 238
loss: 0.9999999929309855
epoch: 239
loss: 0.9999999910030725
epoch: 240
loss: 0.9999999930916449
epoch: 241
loss: 0.9999999927703261
epoch: 242
loss: 0.9999999935736232
epoch: 243
loss: 0.9999999938949421
epoch: 244
loss: 0.999999990039116
epoch: 245
loss: 0.9999999921276884
epoch: 246
loss: 0.9999999934129638
epoch: 247
loss: 0.9999999935736232
epoch: 248
loss: 0.9999999929309855
epoch: 249
loss: 0.9999999906817536
IOU: [97.31, 78.43, 88.91, 41.16, 51.95, 54.18, 54.88, 66.18, 89.85, 57.01, 94.14, 73.72, 53.49, 91.56, 54.27, 71.89, 74.64, 42.17, 68.2]
mIOU: 68.63, mIOU_reduced: 68.95, accuracy: 94.24
epoch: 250
loss: 0.9999999924490073
epoch: 251
loss: 0.9999999918063696
epoch: 252
loss: 0.999999991967029
epoch: 253
loss: 0.9999999926096667
epoch: 254
loss: 0.999999991967029
epoch: 255
loss: 0.9999999918063696
epoch: 256
loss: 0.9999999926096667
epoch: 257
loss: 0.9999999921276884
epoch: 258
loss: 0.9999999934129638
epoch: 259
loss: 0.9999999922883478
epoch: 260
loss: 0.9999999927703261
epoch: 261
loss: 0.9999999918063696
epoch: 262
loss: 0.9999999913243913
epoch: 263
loss: 0.9999999914850507
epoch: 264
loss: 0.999999991967029
epoch: 265
loss: 0.9999999929309855
epoch: 266
loss: 0.9999999924490073
epoch: 267
loss: 0.9999999916457102
epoch: 268
loss: 0.9999999940556015
epoch: 269
loss: 0.9999999924490073
epoch: 270
loss: 0.9999999914850507
epoch: 271
loss: 0.9999999910030725
epoch: 272
loss: 0.9999999930916449
epoch: 273
loss: 0.999999991163732
epoch: 274
loss: 0.9999999924490073
IOU: [97.58, 80.86, 89.4, 42.93, 49.98, 57.5, 58.44, 66.56, 90.6, 57.79, 93.55, 74.06, 43.25, 90.72, 36.99, 62.47, 41.35, 1.38, 66.93]
mIOU: 63.28, mIOU_reduced: 66.35, accuracy: 94.41
epoch: 275
loss: 0.9999999927703261
epoch: 276
loss: 0.9999999926096667
epoch: 277
loss: 0.999999991967029
epoch: 278
loss: 0.9999999901997754
epoch: 279
loss: 0.9999999908424131
epoch: 280
loss: 0.999999991967029
epoch: 281
loss: 0.9999999929309855
epoch: 282
loss: 0.9999999926096667
epoch: 283
loss: 0.9999999922883478
epoch: 284
loss: 0.9999999930916449
epoch: 285
loss: 0.999999991967029
epoch: 286
loss: 0.9999999916457102
epoch: 287
loss: 0.9999999926096667
epoch: 288
loss: 0.9999999924490073
epoch: 289
loss: 0.9999999929309855
epoch: 290
loss: 0.9999999913243913
epoch: 291
loss: 0.9999999918063696
epoch: 292
loss: 0.9999999930916449
epoch: 293
loss: 0.9999999918063696
epoch: 294
loss: 0.9999999914850507
epoch: 295
loss: 0.9999999942162608
epoch: 296
loss: 0.9999999922883478
epoch: 297
loss: 0.999999990039116
epoch: 298
loss: 0.9999999914850507
epoch: 299
loss: 0.9999999935736232
IOU: [96.47, 76.0, 89.35, 37.77, 49.03, 55.45, 57.64, 69.68, 90.57, 58.84, 93.41, 74.52, 52.17, 91.33, 35.08, 53.71, 10.28, 41.96, 67.1]
mIOU: 63.18, mIOU_reduced: 68.83, accuracy: 93.86
epoch: 300
loss: 0.9999999926096667
epoch: 301
loss: 0.999999991163732
epoch: 302
loss: 0.9999999935736232
epoch: 303
loss: 0.9999999921276884
epoch: 304
loss: 0.9999999932523044
epoch: 305
loss: 0.9999999913243913
epoch: 306
loss: 0.999999991967029
epoch: 307
loss: 0.9999999921276884
epoch: 308
loss: 0.9999999935736232
epoch: 309
loss: 0.9999999927703261
epoch: 310
loss: 0.9999999937342826
epoch: 311
loss: 0.9999999934129638
epoch: 312
loss: 0.999999991967029
epoch: 313
loss: 0.9999999927703261
epoch: 314
loss: 0.9999999926096667
epoch: 315
loss: 0.9999999929309855
epoch: 316
loss: 0.9999999938949421
epoch: 317
loss: 0.9999999908424131
epoch: 318
loss: 0.9999999932523044
epoch: 319
loss: 0.9999999929309855
epoch: 320
loss: 0.9999999945375797
epoch: 321
loss: 0.9999999922883478
epoch: 322
loss: 0.999999990039116
epoch: 323
loss: 0.9999999918063696
epoch: 324
loss: 0.9999999935736232
IOU: [97.41, 79.44, 89.8, 40.45, 49.45, 56.77, 56.54, 72.02, 90.2, 55.36, 93.61, 68.93, 48.25, 91.29, 42.38, 64.43, 54.52, 30.18, 64.07]
mIOU: 65.53, mIOU_reduced: 67.74, accuracy: 94.32
epoch: 325
loss: 0.999999991967029
epoch: 326
loss: 0.9999999932523044
epoch: 327
loss: 0.9999999940556015
epoch: 328
loss: 0.9999999922883478
epoch: 329
loss: 0.999999991967029
epoch: 330
loss: 0.9999999940556015
epoch: 331
loss: 0.9999999930916449
epoch: 332
loss: 0.999999991163732
epoch: 333
loss: 0.9999999930916449
epoch: 334
loss: 0.9999999934129638
epoch: 335
loss: 0.9999999945375797
epoch: 336
loss: 0.9999999908424131
epoch: 337
loss: 0.9999999916457102
epoch: 338
loss: 0.9999999910030725
epoch: 339
loss: 0.9999999930916449
epoch: 340
loss: 0.9999999930916449
epoch: 341
loss: 0.9999999921276884
epoch: 342
loss: 0.9999999930916449
epoch: 343
loss: 0.9999999932523044
epoch: 344
loss: 0.9999999940556015
epoch: 345
loss: 0.9999999916457102
epoch: 346
loss: 0.9999999929309855
epoch: 347
loss: 0.999999991967029
epoch: 348
loss: 0.9999999929309855
epoch: 349
loss: 0.9999999938949421
IOU: [97.47, 80.36, 90.27, 38.49, 52.23, 56.15, 60.57, 70.36, 91.32, 62.72, 93.35, 75.6, 53.07, 92.78, 69.79, 78.22, 62.56, 42.6, 68.66]
mIOU: 70.35, mIOU_reduced: 70.38, accuracy: 94.88
epoch: 350
loss: 0.9999999942162608
epoch: 351
loss: 0.9999999924490073
epoch: 352
loss: 0.9999999914850507
epoch: 353
loss: 0.9999999921276884
epoch: 354
loss: 0.9999999934129638
epoch: 355
loss: 0.9999999914850507
epoch: 356
loss: 0.9999999906817536
epoch: 357
loss: 0.9999999929309855
epoch: 358
loss: 0.9999999932523044
epoch: 359
loss: 0.9999999927703261
epoch: 360
loss: 0.9999999918063696
epoch: 361
loss: 0.9999999937342826
epoch: 362
loss: 0.9999999932523044
epoch: 363
loss: 0.9999999926096667
epoch: 364
loss: 0.9999999926096667
epoch: 365
loss: 0.9999999932523044
epoch: 366
loss: 0.9999999929309855
epoch: 367
loss: 0.9999999934129638
epoch: 368
loss: 0.9999999948588986
epoch: 369
loss: 0.9999999935736232
epoch: 370
loss: 0.9999999926096667
epoch: 371
loss: 0.999999991967029
epoch: 372
loss: 0.9999999905210942
epoch: 373
loss: 0.9999999929309855
epoch: 374
loss: 0.9999999932523044
IOU: [94.18, 59.36, 77.13, 27.38, 43.07, 42.11, 42.86, 61.71, 86.14, 48.9, 93.34, 60.23, 16.7, 82.79, 47.38, 7.77, 47.48, 15.72, 52.51]
mIOU: 52.99, mIOU_reduced: 56.51, accuracy: 88.44
epoch: 375
loss: 0.9999999913243913
epoch: 376
loss: 0.9999999924490073
epoch: 377
loss: 0.9999999938949421
epoch: 378
loss: 0.9999999905210942
epoch: 379
loss: 0.9999999926096667
epoch: 380
loss: 0.9999999934129638
epoch: 381
loss: 0.9999999943769203
epoch: 382
loss: 0.9999999934129638
epoch: 383
loss: 0.9999999932523044
epoch: 384
loss: 0.9999999929309855
epoch: 385
loss: 0.999999991967029
epoch: 386
loss: 0.9999999921276884
epoch: 387
loss: 0.9999999927703261
epoch: 388
loss: 0.9999999924490073
epoch: 389
loss: 0.9999999921276884
epoch: 390
loss: 0.9999999943769203
epoch: 391
loss: 0.9999999905210942
epoch: 392
loss: 0.9999999927703261
epoch: 393
loss: 0.9999999914850507
epoch: 394
loss: 0.9999999905210942
epoch: 395
loss: 0.9999999927703261
epoch: 396
loss: 0.9999999937342826
epoch: 397
loss: 0.9999999916457102
epoch: 398
loss: 0.999999991967029
epoch: 399
loss: 0.9999999918063696
IOU: [97.38, 80.1, 91.3, 52.37, 55.7, 60.59, 63.31, 73.4, 91.46, 57.57, 94.53, 74.45, 52.68, 92.91, 65.81, 77.9, 64.76, 39.72, 68.67]
mIOU: 71.3, mIOU_reduced: 71.63, accuracy: 95.07
epoch: 400
loss: 0.9999999924490073
epoch: 401
loss: 0.9999999921276884
epoch: 402
loss: 0.9999999913243913
epoch: 403
loss: 0.9999999922883478
epoch: 404
loss: 0.9999999930916449
epoch: 405
loss: 0.999999991967029
epoch: 406
loss: 0.9999999926096667
epoch: 407
loss: 0.9999999929309855
epoch: 408
loss: 0.9999999924490073
epoch: 409
loss: 0.9999999940556015
epoch: 410
loss: 0.9999999916457102
epoch: 411
loss: 0.9999999892358189
epoch: 412
loss: 0.9999999905210942
epoch: 413
loss: 0.9999999930916449
epoch: 414
loss: 0.9999999922883478
epoch: 415
loss: 0.9999999913243913
epoch: 416
loss: 0.9999999930916449
epoch: 417
loss: 0.999999991967029
epoch: 418
loss: 0.9999999905210942
epoch: 419
loss: 0.9999999903604349
epoch: 420
loss: 0.9999999914850507
epoch: 421
loss: 0.9999999932523044
epoch: 422
loss: 0.9999999922883478
epoch: 423
loss: 0.9999999938949421
epoch: 424
loss: 0.9999999929309855
IOU: [97.47, 80.47, 90.36, 45.91, 51.19, 60.12, 61.07, 72.65, 90.94, 58.31, 94.04, 77.39, 55.5, 92.58, 63.84, 76.09, 55.92, 45.7, 68.9]
mIOU: 70.44, mIOU_reduced: 71.41, accuracy: 94.84
epoch: 425
loss: 0.999999991967029
epoch: 426
loss: 0.9999999918063696
epoch: 427
loss: 0.9999999932523044
epoch: 428
loss: 0.9999999913243913
epoch: 429
loss: 0.9999999922883478
epoch: 430
loss: 0.9999999914850507
epoch: 431
loss: 0.9999999914850507
epoch: 432
loss: 0.9999999913243913
epoch: 433
loss: 0.9999999906817536
epoch: 434
loss: 0.9999999906817536
epoch: 435
loss: 0.9999999929309855
epoch: 436
loss: 0.9999999916457102
epoch: 437
loss: 0.9999999934129638
epoch: 438
loss: 0.9999999929309855
epoch: 439
loss: 0.9999999924490073
epoch: 440
loss: 0.9999999914850507
epoch: 441
loss: 0.9999999934129638
epoch: 442
loss: 0.9999999930916449
epoch: 443
loss: 0.9999999935736232
epoch: 444
loss: 0.9999999924490073
epoch: 445
loss: 0.9999999934129638
epoch: 446
loss: 0.9999999918063696
epoch: 447
loss: 0.9999999935736232
epoch: 448
loss: 0.9999999935736232
epoch: 449
loss: 0.9999999922883478
IOU: [97.43, 78.9, 89.5, 42.21, 55.59, 57.63, 58.66, 72.21, 91.48, 47.75, 93.73, 76.92, 55.47, 91.98, 58.23, 74.67, 68.94, 43.94, 69.41]
mIOU: 69.72, mIOU_reduced: 70.18, accuracy: 94.6
epoch: 450
loss: 0.9999999924490073
epoch: 451
loss: 0.9999999918063696
epoch: 452
loss: 0.9999999916457102
epoch: 453
loss: 0.9999999892358189
epoch: 454
loss: 0.9999999916457102
epoch: 455
loss: 0.9999999930916449
epoch: 456
loss: 0.9999999922883478
epoch: 457
loss: 0.9999999924490073
epoch: 458
loss: 0.9999999930916449
epoch: 459
loss: 0.9999999929309855
epoch: 460
loss: 0.9999999942162608
epoch: 461
loss: 0.9999999901997754
epoch: 462
loss: 0.9999999916457102
epoch: 463
loss: 0.9999999927703261
epoch: 464
loss: 0.9999999913243913
epoch: 465
loss: 0.9999999918063696
epoch: 466
loss: 0.9999999918063696
epoch: 467
loss: 0.9999999922883478
epoch: 468
loss: 0.9999999932523044
epoch: 469
loss: 0.9999999945375797
epoch: 470
loss: 0.9999999922883478
epoch: 471
loss: 0.9999999929309855
epoch: 472
loss: 0.9999999927703261
epoch: 473
loss: 0.9999999908424131
epoch: 474
loss: 0.9999999918063696
IOU: [97.26, 78.53, 89.51, 32.89, 44.31, 57.75, 58.36, 71.89, 90.69, 59.88, 92.89, 74.9, 53.48, 92.61, 55.7, 66.69, 39.85, 32.84, 68.28]
mIOU: 66.23, mIOU_reduced: 68.5, accuracy: 94.48
epoch: 475
loss: 0.9999999914850507
epoch: 476
loss: 0.9999999930916449
epoch: 477
loss: 0.9999999910030725
epoch: 478
loss: 0.9999999918063696
epoch: 479
loss: 0.9999999921276884
epoch: 480
loss: 0.9999999921276884
epoch: 481
loss: 0.9999999913243913
epoch: 482
loss: 0.9999999929309855
epoch: 483
loss: 0.9999999932523044
epoch: 484
loss: 0.9999999932523044
epoch: 485
loss: 0.9999999940556015
epoch: 486
loss: 0.9999999932523044
epoch: 487
loss: 0.9999999926096667
epoch: 488
loss: 0.9999999924490073
epoch: 489
loss: 0.9999999927703261
epoch: 490
loss: 0.999999991163732
epoch: 491
loss: 0.9999999914850507
epoch: 492
loss: 0.999999991967029
epoch: 493
loss: 0.9999999934129638
epoch: 494
loss: 0.9999999906817536
epoch: 495
loss: 0.9999999916457102
epoch: 496
loss: 0.9999999916457102
epoch: 497
loss: 0.9999999924490073
epoch: 498
loss: 0.9999999932523044
epoch: 499
loss: 0.9999999914850507
IOU: [97.66, 81.21, 91.13, 52.56, 54.93, 59.75, 63.23, 74.42, 91.73, 59.62, 94.74, 77.13, 55.55, 93.17, 63.37, 77.35, 66.12, 49.41, 70.3]
mIOU: 72.28, mIOU_reduced: 72.91, accuracy: 95.22
epoch: 500
loss: 0.9999999906817536
epoch: 501
loss: 0.9999999921276884
epoch: 502
loss: 0.9999999916457102
epoch: 503
loss: 0.9999999916457102
epoch: 504
loss: 0.9999999940556015
epoch: 505
loss: 0.9999999935736232
epoch: 506
loss: 0.9999999935736232
epoch: 507
loss: 0.9999999926096667
epoch: 508
loss: 0.9999999913243913
epoch: 509
loss: 0.9999999924490073
epoch: 510
loss: 0.9999999930916449
epoch: 511
loss: 0.9999999932523044
epoch: 512
loss: 0.9999999945375797
epoch: 513
loss: 0.9999999930916449
epoch: 514
loss: 0.9999999921276884
epoch: 515
loss: 0.9999999935736232
epoch: 516
loss: 0.9999999924490073
epoch: 517
loss: 0.9999999914850507
epoch: 518
loss: 0.9999999916457102
epoch: 519
loss: 0.9999999932523044
epoch: 520
loss: 0.9999999910030725
epoch: 521
loss: 0.9999999918063696
epoch: 522
loss: 0.9999999938949421
epoch: 523
loss: 0.9999999924490073
epoch: 524
loss: 0.9999999930916449
IOU: [97.76, 82.66, 91.17, 54.04, 56.32, 61.15, 62.45, 75.57, 91.53, 59.95, 93.76, 77.32, 53.43, 93.63, 68.81, 74.09, 51.87, 51.86, 70.66]
mIOU: 72.0, mIOU_reduced: 73.33, accuracy: 95.33
epoch: 525
loss: 0.9999999935736232
epoch: 526
loss: 0.9999999921276884
epoch: 527
loss: 0.9999999927703261
epoch: 528
loss: 0.9999999935736232
epoch: 529
loss: 0.9999999929309855
epoch: 530
loss: 0.999999991967029
epoch: 531
loss: 0.9999999926096667
epoch: 532
loss: 0.9999999921276884
epoch: 533
loss: 0.9999999930916449
epoch: 534
loss: 0.9999999905210942
epoch: 535
loss: 0.9999999910030725
epoch: 536
loss: 0.9999999924490073
epoch: 537
loss: 0.9999999926096667
epoch: 538
loss: 0.9999999943769203
epoch: 539
loss: 0.9999999921276884
epoch: 540
loss: 0.999999991163732
epoch: 541
loss: 0.9999999903604349
epoch: 542
loss: 0.9999999924490073
epoch: 543
loss: 0.9999999914850507
epoch: 544
loss: 0.9999999906817536
epoch: 545
loss: 0.9999999908424131
epoch: 546
loss: 0.9999999929309855
epoch: 547
loss: 0.9999999921276884
epoch: 548
loss: 0.9999999921276884
epoch: 549
loss: 0.9999999927703261
IOU: [97.57, 81.19, 90.41, 34.84, 44.45, 58.21, 54.45, 73.5, 90.33, 52.42, 93.33, 75.18, 54.1, 91.75, 58.08, 74.01, 62.95, 42.93, 69.5]
mIOU: 68.38, mIOU_reduced: 69.01, accuracy: 94.7
epoch: 550
loss: 0.9999999924490073
epoch: 551
loss: 0.9999999913243913
epoch: 552
loss: 0.9999999921276884
epoch: 553
loss: 0.9999999934129638
epoch: 554
loss: 0.9999999921276884
epoch: 555
loss: 0.9999999918063696
epoch: 556
loss: 0.9999999913243913
epoch: 557
loss: 0.9999999918063696
epoch: 558
loss: 0.9999999943769203
epoch: 559
loss: 0.9999999905210942
epoch: 560
loss: 0.9999999926096667
epoch: 561
loss: 0.9999999926096667
epoch: 562
loss: 0.9999999930916449
epoch: 563
loss: 0.9999999922883478
epoch: 564
loss: 0.9999999918063696
epoch: 565
loss: 0.9999999926096667
epoch: 566
loss: 0.9999999929309855
epoch: 567
loss: 0.9999999926096667
epoch: 568
loss: 0.9999999930916449
epoch: 569
loss: 0.9999999938949421
epoch: 570
loss: 0.9999999922883478
epoch: 571
loss: 0.9999999926096667
epoch: 572
loss: 0.9999999918063696
epoch: 573
loss: 0.9999999922883478
epoch: 574
loss: 0.9999999942162608
IOU: [96.84, 78.35, 91.38, 52.75, 55.24, 61.53, 62.7, 75.22, 91.51, 57.45, 94.53, 78.56, 58.38, 93.3, 56.07, 75.12, 60.78, 58.14, 72.14]
mIOU: 72.1, mIOU_reduced: 73.63, accuracy: 94.96
epoch: 575
loss: 0.9999999916457102
epoch: 576
loss: 0.9999999930916449
epoch: 577
loss: 0.9999999914850507
epoch: 578
loss: 0.9999999893964783
epoch: 579
loss: 0.9999999930916449
epoch: 580
loss: 0.9999999916457102
epoch: 581
loss: 0.999999991967029
epoch: 582
loss: 0.9999999922883478
epoch: 583
loss: 0.9999999910030725
epoch: 584
loss: 0.9999999927703261
epoch: 585
loss: 0.9999999903604349
epoch: 586
loss: 0.9999999934129638
epoch: 587
loss: 0.9999999932523044
epoch: 588
loss: 0.9999999918063696
epoch: 589
loss: 0.9999999930916449
epoch: 590
loss: 0.9999999908424131
epoch: 591
loss: 0.9999999916457102
epoch: 592
loss: 0.9999999935736232
epoch: 593
loss: 0.9999999942162608
epoch: 594
loss: 0.9999999924490073
epoch: 595
loss: 0.9999999906817536
epoch: 596
loss: 0.9999999930916449
epoch: 597
loss: 0.9999999910030725
epoch: 598
loss: 0.9999999938949421
epoch: 599
loss: 0.9999999929309855
IOU: [97.94, 82.87, 91.13, 50.52, 55.56, 60.1, 61.9, 75.01, 91.51, 57.97, 94.48, 76.5, 53.07, 92.9, 61.27, 75.8, 73.02, 42.75, 68.41]
mIOU: 71.72, mIOU_reduced: 72.04, accuracy: 95.25
epoch: 600
loss: 0.9999999906817536
epoch: 601
loss: 0.9999999905210942
epoch: 602
loss: 0.999999990039116
epoch: 603
loss: 0.9999999930916449
epoch: 604
loss: 0.9999999922883478
epoch: 605
loss: 0.9999999935736232
epoch: 606
loss: 0.9999999922883478
epoch: 607
loss: 0.9999999927703261
epoch: 608
loss: 0.9999999914850507
epoch: 609
loss: 0.9999999932523044
epoch: 610
loss: 0.9999999903604349
epoch: 611
loss: 0.9999999921276884
epoch: 612
loss: 0.9999999924490073
epoch: 613
loss: 0.9999999929309855
epoch: 614
loss: 0.9999999914850507
epoch: 615
loss: 0.9999999924490073
epoch: 616
loss: 0.999999991163732
epoch: 617
loss: 0.9999999913243913
epoch: 618
loss: 0.9999999916457102
epoch: 619
loss: 0.9999999905210942
epoch: 620
loss: 0.9999999918063696
epoch: 621
loss: 0.9999999926096667
epoch: 622
loss: 0.9999999929309855
epoch: 623
loss: 0.9999999913243913
epoch: 624
loss: 0.9999999924490073
IOU: [97.46, 80.2, 91.53, 51.29, 53.06, 61.11, 63.66, 71.42, 91.95, 61.65, 94.61, 77.65, 51.13, 92.51, 34.32, 60.49, 4.18, 53.16, 71.27]
mIOU: 66.46, mIOU_reduced: 72.73, accuracy: 95.06
epoch: 625
loss: 0.9999999924490073
epoch: 626
loss: 0.9999999910030725
epoch: 627
loss: 0.9999999929309855
epoch: 628
loss: 0.9999999924490073
epoch: 629
loss: 0.9999999906817536
epoch: 630
loss: 0.9999999918063696
epoch: 631
loss: 0.9999999908424131
epoch: 632
loss: 0.999999991967029
epoch: 633
loss: 0.9999999926096667
epoch: 634
loss: 0.9999999918063696
epoch: 635
loss: 0.9999999927703261
epoch: 636
loss: 0.9999999922883478
epoch: 637
loss: 0.9999999918063696
epoch: 638
loss: 0.9999999932523044
epoch: 639
loss: 0.999999991967029
epoch: 640
loss: 0.999999991163732
epoch: 641
loss: 0.9999999932523044
epoch: 642
loss: 0.9999999922883478
epoch: 643
loss: 0.9999999913243913
epoch: 644
loss: 0.9999999921276884
epoch: 645
loss: 0.9999999921276884
epoch: 646
loss: 0.9999999922883478
epoch: 647
loss: 0.999999990039116
epoch: 648
loss: 0.9999999913243913
epoch: 649
loss: 0.999999991163732
IOU: [97.93, 83.13, 91.44, 46.2, 55.96, 59.63, 64.53, 75.01, 91.69, 60.34, 94.25, 78.82, 52.88, 93.01, 59.04, 63.51, 30.06, 54.51, 71.4]
mIOU: 69.65, mIOU_reduced: 73.17, accuracy: 95.32
epoch: 650
loss: 0.9999999921276884
epoch: 651
loss: 0.999999991967029
epoch: 652
loss: 0.9999999910030725
epoch: 653
loss: 0.999999991967029
epoch: 654
loss: 0.9999999926096667
epoch: 655
loss: 0.9999999924490073
epoch: 656
loss: 0.9999999926096667
epoch: 657
loss: 0.9999999926096667
epoch: 658
loss: 0.9999999926096667
epoch: 659
loss: 0.9999999893964783
epoch: 660
loss: 0.9999999916457102
epoch: 661
loss: 0.9999999921276884
epoch: 662
loss: 0.999999991967029
epoch: 663
loss: 0.9999999926096667
epoch: 664
loss: 0.9999999929309855
epoch: 665
loss: 0.9999999926096667
epoch: 666
loss: 0.999999991163732
epoch: 667
loss: 0.999999991967029
epoch: 668
loss: 0.9999999914850507
epoch: 669
loss: 0.9999999922883478
epoch: 670
loss: 0.9999999924490073
epoch: 671
loss: 0.999999990039116
epoch: 672
loss: 0.999999991163732
epoch: 673
loss: 0.9999999905210942
epoch: 674
loss: 0.9999999935736232
IOU: [97.8, 82.85, 91.17, 51.09, 53.44, 61.93, 64.37, 75.5, 91.8, 62.98, 94.38, 78.96, 56.72, 93.32, 43.82, 66.87, 69.4, 52.02, 71.72]
mIOU: 71.59, mIOU_reduced: 73.75, accuracy: 95.3
epoch: 675
loss: 0.999999991967029
epoch: 676
loss: 0.9999999922883478
epoch: 677
loss: 0.9999999921276884
epoch: 678
loss: 0.9999999916457102
epoch: 679
loss: 0.9999999913243913
epoch: 680
loss: 0.9999999916457102
epoch: 681
loss: 0.999999991967029
epoch: 682
loss: 0.999999991163732
epoch: 683
loss: 0.9999999914850507
epoch: 684
loss: 0.9999999914850507
epoch: 685
loss: 0.9999999921276884
epoch: 686
loss: 0.9999999903604349
epoch: 687
loss: 0.9999999916457102
epoch: 688
loss: 0.9999999914850507
epoch: 689
loss: 0.9999999913243913
epoch: 690
loss: 0.999999991967029
epoch: 691
loss: 0.999999991163732
epoch: 692
loss: 0.9999999918063696
epoch: 693
loss: 0.9999999926096667
epoch: 694
loss: 0.9999999910030725
epoch: 695
loss: 0.9999999903604349
epoch: 696
loss: 0.9999999910030725
epoch: 697
loss: 0.9999999924490073
epoch: 698
loss: 0.9999999901997754
epoch: 699
loss: 0.9999999901997754
IOU: [97.72, 82.08, 91.13, 46.75, 54.29, 60.65, 61.16, 73.65, 90.95, 57.57, 94.3, 77.95, 56.2, 92.45, 60.34, 74.93, 50.29, 41.26, 69.28]
mIOU: 70.15, mIOU_reduced: 71.71, accuracy: 95.12
epoch: 700
loss: 0.9999999924490073
epoch: 701
loss: 0.9999999930916449
epoch: 702
loss: 0.9999999913243913
epoch: 703
loss: 0.999999991967029
epoch: 704
loss: 0.9999999924490073
epoch: 705
loss: 0.9999999914850507
epoch: 706
loss: 0.9999999913243913
epoch: 707
loss: 0.9999999938949421
epoch: 708
loss: 0.9999999916457102
epoch: 709
loss: 0.9999999927703261
epoch: 710
loss: 0.9999999916457102
epoch: 711
loss: 0.9999999905210942
epoch: 712
loss: 0.9999999927703261
epoch: 713
loss: 0.9999999890751594
epoch: 714
loss: 0.9999999908424131
epoch: 715
loss: 0.9999999913243913
epoch: 716
loss: 0.9999999905210942
epoch: 717
loss: 0.9999999913243913
epoch: 718
loss: 0.999999991967029
epoch: 719
loss: 0.9999999898784565
epoch: 720
loss: 0.999999991163732
epoch: 721
loss: 0.9999999890751594
epoch: 722
loss: 0.999999991967029
epoch: 723
loss: 0.9999999929309855
epoch: 724
loss: 0.9999999921276884
IOU: [97.68, 82.74, 92.03, 44.32, 58.25, 62.56, 65.39, 76.32, 91.87, 61.64, 94.66, 77.59, 56.45, 93.64, 66.28, 78.53, 59.08, 42.42, 70.0]
mIOU: 72.18, mIOU_reduced: 72.97, accuracy: 95.47
epoch: 725
loss: 0.9999999910030725
epoch: 726
loss: 0.9999999895571378
epoch: 727
loss: 0.9999999922883478
epoch: 728
loss: 0.9999999926096667
epoch: 729
loss: 0.9999999927703261
epoch: 730
loss: 0.9999999918063696
epoch: 731
loss: 0.999999990039116
epoch: 732
loss: 0.999999991163732
epoch: 733
loss: 0.9999999916457102
epoch: 734
loss: 0.9999999921276884
epoch: 735
loss: 0.9999999914850507
epoch: 736
loss: 0.9999999906817536
epoch: 737
loss: 0.999999990039116
epoch: 738
loss: 0.9999999908424131
epoch: 739
loss: 0.9999999914850507
epoch: 740
loss: 0.9999999897177971
epoch: 741
loss: 0.9999999916457102
epoch: 742
loss: 0.999999991163732
epoch: 743
loss: 0.9999999913243913
epoch: 744
loss: 0.9999999916457102
epoch: 745
loss: 0.9999999913243913
epoch: 746
loss: 0.9999999913243913
epoch: 747
loss: 0.9999999921276884
epoch: 748
loss: 0.999999991163732
epoch: 749
loss: 0.9999999913243913
IOU: [97.97, 83.68, 91.72, 52.74, 59.42, 63.1, 65.98, 75.62, 91.9, 61.65, 94.43, 78.45, 57.33, 94.29, 78.31, 84.38, 63.58, 54.24, 71.92]
mIOU: 74.77, mIOU_reduced: 74.65, accuracy: 95.66
epoch: 750
loss: 0.9999999901997754
epoch: 751
loss: 0.9999999903604349
epoch: 752
loss: 0.9999999906817536
epoch: 753
loss: 0.9999999916457102
epoch: 754
loss: 0.999999991163732
epoch: 755
loss: 0.9999999908424131
epoch: 756
loss: 0.9999999905210942
epoch: 757
loss: 0.999999991967029
epoch: 758
loss: 0.9999999901997754
epoch: 759
loss: 0.9999999910030725
epoch: 760
loss: 0.9999999916457102
epoch: 761
loss: 0.9999999908424131
epoch: 762
loss: 0.9999999914850507
epoch: 763
loss: 0.9999999898784565
epoch: 764
loss: 0.9999999892358189
epoch: 765
loss: 0.9999999918063696
epoch: 766
loss: 0.9999999903604349
epoch: 767
loss: 0.9999999898784565
epoch: 768
loss: 0.9999999914850507
epoch: 769
loss: 0.9999999906817536
epoch: 770
loss: 0.9999999929309855
epoch: 771
loss: 0.9999999905210942
epoch: 772
loss: 0.9999999914850507
epoch: 773
loss: 0.9999999903604349
epoch: 774
loss: 0.9999999898784565
IOU: [97.9, 83.5, 92.11, 55.87, 59.73, 63.2, 67.62, 75.95, 92.19, 61.11, 94.9, 79.79, 57.71, 94.26, 64.21, 74.63, 54.97, 58.26, 73.79]
mIOU: 73.77, mIOU_reduced: 75.49, accuracy: 95.7
epoch: 775
loss: 0.999999990039116
epoch: 776
loss: 0.9999999926096667
epoch: 777
loss: 0.999999990039116
epoch: 778
loss: 0.9999999910030725
epoch: 779
loss: 0.9999999913243913
epoch: 780
loss: 0.9999999889145
epoch: 781
loss: 0.999999991967029
epoch: 782
loss: 0.9999999926096667
epoch: 783
loss: 0.999999990039116
epoch: 784
loss: 0.9999999921276884
epoch: 785
loss: 0.9999999937342826
epoch: 786
loss: 0.9999999927703261
epoch: 787
loss: 0.9999999922883478
epoch: 788
loss: 0.9999999903604349
epoch: 789
loss: 0.9999999906817536
epoch: 790
loss: 0.9999999910030725
epoch: 791
loss: 0.9999999892358189
epoch: 792
loss: 0.9999999926096667
epoch: 793
loss: 0.9999999905210942
epoch: 794
loss: 0.9999999910030725
epoch: 795
loss: 0.999999991163732
epoch: 796
loss: 0.9999999916457102
epoch: 797
loss: 0.9999999913243913
epoch: 798
loss: 0.9999999908424131
epoch: 799
loss: 0.9999999906817536
IOU: [98.1, 84.82, 92.09, 58.47, 58.93, 63.16, 67.72, 77.49, 92.19, 63.27, 94.49, 80.4, 55.08, 93.98, 61.54, 75.74, 70.74, 56.8, 73.34]
mIOU: 74.65, mIOU_reduced: 75.65, accuracy: 95.81
epoch: 800
loss: 0.9999999905210942
epoch: 801
loss: 0.999999991163732
epoch: 802
loss: 0.9999999930916449
epoch: 803
loss: 0.9999999905210942
epoch: 804
loss: 0.9999999922883478
epoch: 805
loss: 0.999999991163732
epoch: 806
loss: 0.9999999908424131
epoch: 807
loss: 0.9999999906817536
epoch: 808
loss: 0.9999999922883478
epoch: 809
loss: 0.9999999922883478
epoch: 810
loss: 0.9999999913243913
epoch: 811
loss: 0.9999999918063696
epoch: 812
loss: 0.999999990039116
epoch: 813
loss: 0.999999991967029
epoch: 814
loss: 0.9999999887538407
epoch: 815
loss: 0.9999999908424131
epoch: 816
loss: 0.999999991163732
epoch: 817
loss: 0.9999999879505435
epoch: 818
loss: 0.9999999898784565
epoch: 819
loss: 0.9999999898784565
epoch: 820
loss: 0.9999999910030725
epoch: 821
loss: 0.9999999906817536
epoch: 822
loss: 0.9999999898784565
epoch: 823
loss: 0.9999999887538407
epoch: 824
loss: 0.999999990039116
IOU: [97.98, 84.15, 91.98, 60.79, 52.96, 62.49, 68.13, 76.2, 92.13, 61.94, 94.49, 79.44, 57.41, 94.11, 69.73, 80.59, 74.46, 49.38, 73.59]
mIOU: 74.84, mIOU_reduced: 74.82, accuracy: 95.72
epoch: 825
loss: 0.9999999918063696
epoch: 826
loss: 0.9999999910030725
epoch: 827
loss: 0.9999999906817536
epoch: 828
loss: 0.9999999903604349
epoch: 829
loss: 0.999999991163732
epoch: 830
loss: 0.9999999905210942
epoch: 831
loss: 0.9999999910030725
epoch: 832
loss: 0.9999999913243913
epoch: 833
loss: 0.9999999893964783
epoch: 834
loss: 0.9999999924490073
epoch: 835
loss: 0.9999999905210942
epoch: 836
loss: 0.9999999890751594
epoch: 837
loss: 0.9999999906817536
epoch: 838
loss: 0.9999999906817536
epoch: 839
loss: 0.999999991967029
epoch: 840
loss: 0.9999999918063696
epoch: 841
loss: 0.9999999898784565
epoch: 842
loss: 0.999999990039116
epoch: 843
loss: 0.9999999906817536
epoch: 844
loss: 0.9999999913243913
epoch: 845
loss: 0.9999999897177971
epoch: 846
loss: 0.9999999910030725
epoch: 847
loss: 0.9999999884325218
epoch: 848
loss: 0.9999999910030725
epoch: 849
loss: 0.9999999901997754
IOU: [97.3, 82.53, 91.9, 48.25, 55.59, 63.86, 68.05, 77.06, 92.17, 62.14, 94.87, 79.95, 58.78, 93.15, 61.51, 62.23, 16.57, 58.01, 73.75]
mIOU: 70.4, mIOU_reduced: 74.83, accuracy: 95.35
epoch: 850
loss: 0.9999999921276884
epoch: 851
loss: 0.9999999884325218
epoch: 852
loss: 0.9999999916457102
epoch: 853
loss: 0.9999999895571378
epoch: 854
loss: 0.9999999913243913
epoch: 855
loss: 0.9999999924490073
epoch: 856
loss: 0.9999999897177971
epoch: 857
loss: 0.9999999884325218
epoch: 858
loss: 0.9999999921276884
epoch: 859
loss: 0.9999999924490073
epoch: 860
loss: 0.9999999898784565
epoch: 861
loss: 0.9999999903604349
epoch: 862
loss: 0.9999999897177971
epoch: 863
loss: 0.9999999892358189
epoch: 864
loss: 0.9999999914850507
epoch: 865
loss: 0.9999999910030725
epoch: 866
loss: 0.9999999901997754
epoch: 867
loss: 0.9999999892358189
epoch: 868
loss: 0.9999999922883478
epoch: 869
loss: 0.999999991967029
epoch: 870
loss: 0.9999999921276884
epoch: 871
loss: 0.9999999895571378
epoch: 872
loss: 0.9999999905210942
epoch: 873
loss: 0.999999990039116
epoch: 874
loss: 0.9999999895571378
IOU: [97.99, 84.46, 92.1, 52.72, 59.95, 65.13, 68.18, 79.05, 91.05, 52.47, 94.79, 80.99, 60.78, 94.36, 73.07, 76.56, 58.53, 57.59, 74.22]
mIOU: 74.42, mIOU_reduced: 75.36, accuracy: 95.6
epoch: 875
loss: 0.9999999892358189
epoch: 876
loss: 0.999999990039116
epoch: 877
loss: 0.9999999898784565
epoch: 878
loss: 0.9999999901997754
epoch: 879
loss: 0.9999999893964783
epoch: 880
loss: 0.999999991163732
epoch: 881
loss: 0.9999999913243913
epoch: 882
loss: 0.9999999910030725
epoch: 883
loss: 0.9999999905210942
epoch: 884
loss: 0.9999999905210942
epoch: 885
loss: 0.999999991163732
epoch: 886
loss: 0.9999999918063696
epoch: 887
loss: 0.9999999914850507
epoch: 888
loss: 0.9999999887538407
epoch: 889
loss: 0.9999999906817536
epoch: 890
loss: 0.9999999887538407
epoch: 891
loss: 0.9999999914850507
epoch: 892
loss: 0.9999999916457102
epoch: 893
loss: 0.9999999890751594
epoch: 894
loss: 0.9999999906817536
epoch: 895
loss: 0.9999999913243913
epoch: 896
loss: 0.9999999903604349
epoch: 897
loss: 0.999999991967029
epoch: 898
loss: 0.999999991163732
epoch: 899
loss: 0.9999999910030725
IOU: [97.83, 83.05, 92.32, 57.31, 58.95, 64.77, 68.19, 78.06, 91.94, 59.56, 95.1, 80.62, 59.58, 94.16, 73.35, 80.47, 78.47, 59.73, 74.41]
mIOU: 76.2, mIOU_reduced: 75.97, accuracy: 95.74
epoch: 900
loss: 0.9999999885931812
epoch: 901
loss: 0.9999999901997754
epoch: 902
loss: 0.9999999898784565
epoch: 903
loss: 0.9999999914850507
epoch: 904
loss: 0.9999999910030725
epoch: 905
loss: 0.9999999929309855
epoch: 906
loss: 0.999999991163732
epoch: 907
loss: 0.9999999906817536
epoch: 908
loss: 0.9999999918063696
epoch: 909
loss: 0.999999991967029
epoch: 910
loss: 0.9999999918063696
epoch: 911
loss: 0.9999999914850507
epoch: 912
loss: 0.9999999916457102
epoch: 913
loss: 0.999999991967029
epoch: 914
loss: 0.9999999916457102
epoch: 915
loss: 0.9999999906817536
epoch: 916
loss: 0.9999999892358189
epoch: 917
loss: 0.9999999924490073
epoch: 918
loss: 0.9999999897177971
epoch: 919
loss: 0.9999999922883478
epoch: 920
loss: 0.9999999908424131
epoch: 921
loss: 0.9999999906817536
epoch: 922
loss: 0.9999999910030725
epoch: 923
loss: 0.9999999893964783
epoch: 924
loss: 0.999999990039116
IOU: [98.13, 84.9, 92.36, 56.83, 63.29, 65.32, 69.57, 77.96, 92.38, 62.66, 94.48, 81.12, 61.39, 94.47, 66.14, 79.8, 75.69, 53.81, 75.4]
mIOU: 76.09, mIOU_reduced: 76.51, accuracy: 95.96
epoch: 925
loss: 0.9999999921276884
epoch: 926
loss: 0.9999999906817536
epoch: 927
loss: 0.9999999921276884
epoch: 928
loss: 0.9999999898784565
epoch: 929
loss: 0.9999999903604349
epoch: 930
loss: 0.9999999914850507
epoch: 931
loss: 0.9999999910030725
epoch: 932
loss: 0.9999999927703261
epoch: 933
loss: 0.9999999905210942
epoch: 934
loss: 0.9999999882718623
epoch: 935
loss: 0.999999991163732
epoch: 936
loss: 0.9999999906817536
epoch: 937
loss: 0.9999999879505435
epoch: 938
loss: 0.9999999910030725
epoch: 939
loss: 0.9999999929309855
epoch: 940
loss: 0.999999991163732
epoch: 941
loss: 0.9999999890751594
epoch: 942
loss: 0.9999999898784565
epoch: 943
loss: 0.9999999922883478
epoch: 944
loss: 0.999999991163732
epoch: 945
loss: 0.9999999940556015
epoch: 946
loss: 0.9999999924490073
epoch: 947
loss: 0.9999999881112029
epoch: 948
loss: 0.999999991163732
epoch: 949
loss: 0.9999999924490073
IOU: [98.22, 85.58, 92.45, 57.78, 60.84, 64.84, 69.98, 79.41, 92.41, 63.03, 95.16, 81.34, 61.1, 94.56, 66.02, 82.04, 69.45, 59.72, 75.07]
mIOU: 76.26, mIOU_reduced: 76.97, accuracy: 96.04
epoch: 950
loss: 0.9999999898784565
epoch: 951
loss: 0.9999999903604349
epoch: 952
loss: 0.9999999927703261
epoch: 953
loss: 0.9999999918063696
epoch: 954
loss: 0.9999999905210942
epoch: 955
loss: 0.9999999938949421
epoch: 956
loss: 0.9999999913243913
epoch: 957
loss: 0.9999999938949421
epoch: 958
loss: 0.9999999914850507
epoch: 959
loss: 0.9999999908424131
epoch: 960
loss: 0.9999999910030725
epoch: 961
loss: 0.9999999910030725
epoch: 962
loss: 0.9999999913243913
epoch: 963
loss: 0.9999999934129638
epoch: 964
loss: 0.999999991967029
epoch: 965
loss: 0.9999999914850507
epoch: 966
loss: 0.9999999918063696
epoch: 967
loss: 0.9999999929309855
epoch: 968
loss: 0.9999999906817536
epoch: 969
loss: 0.9999999906817536
epoch: 970
loss: 0.999999991967029
epoch: 971
loss: 0.999999991163732
epoch: 972
loss: 0.999999991163732
epoch: 973
loss: 0.9999999893964783
epoch: 974
loss: 0.9999999910030725
IOU: [97.76, 82.52, 92.04, 57.4, 59.83, 63.95, 68.93, 78.79, 92.15, 62.46, 94.04, 79.79, 58.68, 94.2, 68.25, 78.89, 59.36, 48.58, 72.73]
mIOU: 74.23, mIOU_reduced: 75.24, accuracy: 95.68
epoch: 975
loss: 0.9999999910030725
epoch: 976
loss: 0.9999999887538407
epoch: 977
loss: 0.999999991163732
epoch: 978
loss: 0.9999999905210942
epoch: 979
loss: 0.9999999937342826
epoch: 980
loss: 0.9999999924490073
IOU: [98.25, 85.63, 92.74, 57.66, 62.65, 65.61, 70.43, 79.35, 92.63, 63.72, 95.09, 81.79, 61.6, 94.71, 65.16, 78.72, 69.15, 57.57, 75.7]
mIOU: 76.22, mIOU_reduced: 77.19, accuracy: 96.13
epoch: 981
loss: 0.9999999918063696
IOU: [98.2, 85.33, 92.66, 54.68, 61.6, 66.54, 70.7, 79.48, 92.6, 63.65, 95.22, 81.71, 62.04, 94.8, 68.65, 80.24, 69.73, 60.17, 75.65]
mIOU: 76.51, mIOU_reduced: 77.19, accuracy: 96.09
epoch: 982
loss: 0.9999999914850507
IOU: [98.25, 85.72, 92.74, 57.34, 62.8, 66.34, 70.59, 79.46, 92.56, 63.72, 95.21, 80.97, 59.95, 94.75, 66.52, 78.15, 68.9, 58.41, 75.48]
mIOU: 76.2, mIOU_reduced: 77.14, accuracy: 96.12
epoch: 983
loss: 0.9999999922883478
IOU: [98.3, 86.04, 92.76, 57.73, 62.91, 66.3, 70.89, 79.58, 92.67, 63.87, 95.22, 81.48, 61.78, 94.77, 66.16, 79.87, 70.24, 52.93, 75.17]
mIOU: 76.25, mIOU_reduced: 77.02, accuracy: 96.16
epoch: 984
loss: 0.9999999913243913
IOU: [98.26, 85.87, 92.75, 58.54, 63.57, 66.49, 70.67, 79.27, 92.66, 64.38, 95.19, 81.57, 62.11, 94.76, 68.89, 79.91, 69.52, 55.52, 75.84]
mIOU: 76.62, mIOU_reduced: 77.34, accuracy: 96.16
epoch: 985
loss: 0.9999999927703261
IOU: [98.25, 85.74, 92.72, 57.79, 63.76, 66.46, 70.78, 79.42, 92.62, 63.79, 95.2, 81.57, 61.56, 94.76, 68.39, 79.87, 69.35, 55.2, 75.79]
mIOU: 76.47, mIOU_reduced: 77.21, accuracy: 96.14
epoch: 986
loss: 0.9999999914850507
IOU: [98.21, 85.61, 92.7, 57.38, 63.44, 66.24, 70.73, 79.33, 92.64, 64.94, 95.2, 81.55, 61.74, 94.77, 70.73, 80.58, 70.25, 56.33, 75.79]
mIOU: 76.75, mIOU_reduced: 77.29, accuracy: 96.15
epoch: 987
loss: 0.9999999927703261
IOU: [98.25, 85.76, 92.72, 57.58, 63.66, 66.43, 70.62, 79.43, 92.64, 64.15, 95.24, 81.71, 61.8, 94.77, 68.2, 79.7, 69.26, 56.47, 75.97]
mIOU: 76.55, mIOU_reduced: 77.33, accuracy: 96.15
epoch: 988
loss: 0.9999999916457102
IOU: [98.22, 85.6, 92.67, 57.76, 63.44, 66.09, 70.61, 79.34, 92.59, 63.71, 95.15, 81.82, 62.39, 94.76, 67.46, 78.71, 70.21, 55.29, 75.82]
mIOU: 76.4, mIOU_reduced: 77.2, accuracy: 96.12
epoch: 989
loss: 0.9999999914850507
IOU: [98.24, 85.85, 92.58, 56.46, 62.14, 66.25, 70.73, 79.19, 92.59, 64.31, 95.17, 81.35, 61.15, 94.71, 68.38, 80.16, 70.21, 54.66, 75.74]
mIOU: 76.31, mIOU_reduced: 76.95, accuracy: 96.11
epoch: 990
loss: 0.9999999898784565
IOU: [98.25, 85.85, 92.68, 57.77, 63.14, 66.19, 70.66, 79.29, 92.59, 64.48, 95.16, 81.5, 61.78, 94.7, 65.49, 77.87, 70.36, 55.4, 75.88]
mIOU: 76.27, mIOU_reduced: 77.21, accuracy: 96.13
epoch: 991
loss: 0.9999999913243913
IOU: [98.24, 85.67, 92.73, 58.19, 63.1, 66.35, 70.75, 79.37, 92.62, 64.37, 95.24, 81.9, 62.8, 94.74, 67.7, 78.86, 69.84, 57.64, 75.82]
mIOU: 76.63, mIOU_reduced: 77.47, accuracy: 96.15
epoch: 992
loss: 0.9999999903604349
IOU: [98.22, 85.53, 92.65, 57.14, 62.72, 66.3, 70.51, 79.47, 92.53, 64.12, 95.26, 81.83, 62.76, 94.73, 68.38, 80.07, 69.53, 57.97, 75.97]
mIOU: 76.62, mIOU_reduced: 77.36, accuracy: 96.12
epoch: 993
loss: 0.999999991967029
IOU: [98.19, 85.39, 92.63, 57.73, 63.19, 66.43, 70.56, 79.41, 92.61, 64.22, 95.17, 81.93, 62.61, 94.73, 69.89, 80.83, 70.06, 58.38, 76.14]
mIOU: 76.85, mIOU_reduced: 77.46, accuracy: 96.13
epoch: 994
loss: 0.9999999916457102
IOU: [98.16, 85.22, 92.64, 58.08, 62.76, 66.13, 70.7, 79.54, 92.67, 64.55, 95.16, 81.93, 62.68, 94.73, 68.61, 79.3, 70.63, 58.27, 75.93]
mIOU: 76.72, mIOU_reduced: 77.45, accuracy: 96.11
epoch: 995
loss: 0.9999999937342826
IOU: [98.21, 85.56, 92.65, 58.58, 62.79, 66.54, 70.7, 79.55, 92.6, 63.92, 95.12, 81.95, 62.75, 94.73, 68.38, 80.27, 70.29, 57.04, 75.75]
mIOU: 76.7, mIOU_reduced: 77.4, accuracy: 96.13
epoch: 996
loss: 0.9999999906817536
IOU: [98.19, 85.48, 92.63, 57.55, 62.9, 66.3, 70.71, 79.46, 92.6, 64.38, 95.13, 81.88, 62.55, 94.74, 72.05, 81.46, 70.17, 56.63, 75.86]
mIOU: 76.88, mIOU_reduced: 77.31, accuracy: 96.12
epoch: 997
loss: 0.9999999927703261
IOU: [98.22, 85.57, 92.68, 57.83, 62.91, 66.45, 70.7, 79.4, 92.6, 64.27, 95.14, 81.83, 62.47, 94.73, 68.54, 80.35, 69.73, 57.23, 75.87]
mIOU: 76.66, mIOU_reduced: 77.37, accuracy: 96.13
epoch: 998
loss: 0.9999999929309855
IOU: [98.17, 85.27, 92.66, 57.73, 62.61, 66.5, 70.77, 79.48, 92.65, 64.35, 95.16, 81.9, 62.72, 94.72, 68.97, 79.93, 70.33, 57.58, 75.71]
mIOU: 76.7, mIOU_reduced: 77.37, accuracy: 96.11
epoch: 999
loss: 0.9999999901997754
IOU: [98.21, 85.51, 92.64, 58.05, 62.92, 66.6, 70.88, 79.55, 92.63, 64.5, 95.14, 81.87, 62.75, 94.75, 68.54, 79.5, 70.38, 59.32, 75.95]
mIOU: 76.83, mIOU_reduced: 77.58, accuracy: 96.13
Best mIOU: 76.87623857197009
Best global accuracy: 96.16496562957764
Training time 1 day, 13:19:13
mIOUs: [76.87623857197009]
global_accuracies: [96.16496562957764]
