{'model_name': 'exp48_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, 'runs': 1, 'run': 1, 'RNG_seed': 1, 'loss_type': 'cross_entropy', 'eval_while_train': True, 'exclude_classes': [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', 'resize_mode': 'uniform', 'edge_aware_crop': False, 'boost_rare_classes': False, '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': 30, 'save_dir': 'checkpoints', 'log_dir': 'training_log', 'save_name': 'cityscapes_exp48_decoder26_train_1000_epochs', 'save_best_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_run1', 'save_latest_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'resume_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'log_path': 'training_log/cityscapes_exp48_decoder26_train_1000_epochs_log.txt'}
run: 1
epoch: 0
loss: 1.1979005635587996
IOU: [82.52, 14.79, 50.99, 0.0, 0.0, 0.0, 0.0, 0.0, 31.35, 26.58, 68.27, 0.0, 0.0, 31.46, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 16.1, mIOU_reduced: 17.0, accuracy: 68.14
epoch: 1
loss: 0.8919008356541637
epoch: 2
loss: 0.747805406301812
epoch: 3
loss: 0.7103644645599664
epoch: 4
loss: 0.671235961975113
epoch: 5
loss: 0.6144511444228036
epoch: 6
loss: 0.5729801258790204
epoch: 7
loss: 0.5570427397833358
epoch: 8
loss: 0.5018613223598973
epoch: 9
loss: 0.5159362368185244
epoch: 10
loss: 0.49064171490964864
epoch: 11
loss: 0.4582248857079169
epoch: 12
loss: 0.4670109806677723
epoch: 13
loss: 0.41999123074777045
epoch: 14
loss: 0.4282485852344338
epoch: 15
loss: 0.4117392118006061
epoch: 16
loss: 0.38748161699572664
epoch: 17
loss: 0.3955288644669191
epoch: 18
loss: 0.3980617180185498
epoch: 19
loss: 0.3689581233295148
epoch: 20
loss: 0.3741067545915228
epoch: 21
loss: 0.37058788879380394
epoch: 22
loss: 0.3575014281626339
epoch: 23
loss: 0.3579497323283609
epoch: 24
loss: 0.3382516318977361
IOU: [95.97, 68.81, 84.07, 26.48, 28.08, 41.46, 25.62, 39.98, 87.4, 41.25, 89.03, 50.16, 0.71, 86.12, 26.37, 18.25, 17.93, 2.65, 44.78]
mIOU: 46.06, mIOU_reduced: 47.62, accuracy: 91.24
epoch: 25
loss: 0.341802412729379
epoch: 26
loss: 0.3291534803948312
epoch: 27
loss: 0.332496702952205
epoch: 28
loss: 0.327209229779372
epoch: 29
loss: 0.32826367462420397
epoch: 30
loss: 0.32210891245992357
epoch: 31
loss: 0.3238262710063605
epoch: 32
loss: 0.32301771303392807
epoch: 33
loss: 0.30240139758811807
epoch: 34
loss: 0.31787692512463367
epoch: 35
loss: 0.3052064155873584
epoch: 36
loss: 0.35110241592412367
epoch: 37
loss: 0.29364507848201093
epoch: 38
loss: 0.31141164746245925
epoch: 39
loss: 0.30324646340547545
epoch: 40
loss: 0.3019427772400514
epoch: 41
loss: 0.30968646785480314
epoch: 42
loss: 0.30407253715066573
epoch: 43
loss: 0.29393944578029396
epoch: 44
loss: 0.28010630467027986
epoch: 45
loss: 0.2712319075177622
epoch: 46
loss: 0.29587033222306447
epoch: 47
loss: 0.2885579408179075
epoch: 48
loss: 0.2986892496318509
epoch: 49
loss: 0.2892696389130184
IOU: [96.28, 72.42, 87.54, 35.32, 39.29, 49.96, 43.41, 56.57, 89.34, 52.08, 91.99, 64.51, 29.48, 88.84, 31.76, 52.9, 24.11, 20.22, 62.24]
mIOU: 57.28, mIOU_reduced: 59.12, accuracy: 92.86
epoch: 50
loss: 0.27760245175053166
epoch: 51
loss: 0.2730824279817288
epoch: 52
loss: 0.2841606834185413
epoch: 53
loss: 0.28627392527147766
epoch: 54
loss: 0.27564414789413183
epoch: 55
loss: 0.2688753995692955
epoch: 56
loss: 0.2684046286697979
epoch: 57
loss: 0.2685499745960827
epoch: 58
loss: 0.2656255827117159
epoch: 59
loss: 0.2815027855678067
epoch: 60
loss: 0.26980976435052095
epoch: 61
loss: 0.2698985982053685
epoch: 62
loss: 0.2623824729832678
epoch: 63
loss: 0.26198458117294826
epoch: 64
loss: 0.2679773250198107
epoch: 65
loss: 0.25607486715856587
epoch: 66
loss: 0.26936227914618677
epoch: 67
loss: 0.2519496332683332
epoch: 68
loss: 0.24459304714781255
epoch: 69
loss: 0.2610934222483571
epoch: 70
loss: 0.24539174312208542
epoch: 71
loss: 0.24473880488435534
epoch: 72
loss: 0.2637851954791745
epoch: 73
loss: 0.2595636797842954
epoch: 74
loss: 0.26206174942682375
IOU: [96.39, 73.47, 87.17, 33.81, 38.76, 47.54, 46.71, 60.08, 88.89, 51.41, 89.81, 66.52, 41.06, 88.9, 28.53, 52.87, 25.78, 29.75, 60.72]
mIOU: 58.33, mIOU_reduced: 60.13, accuracy: 92.77
epoch: 75
loss: 0.25727559421261686
epoch: 76
loss: 0.23738654604497947
epoch: 77
loss: 0.2666931008553569
epoch: 78
loss: 0.25253672560430923
epoch: 79
loss: 0.262643390387859
epoch: 80
loss: 0.2526734857305362
epoch: 81
loss: 0.2467600443172005
epoch: 82
loss: 0.2682739235159522
epoch: 83
loss: 0.24666246420369958
epoch: 84
loss: 0.23871441462611895
epoch: 85
loss: 0.2431649065041799
epoch: 86
loss: 0.25048587545551704
epoch: 87
loss: 0.25270494429088347
epoch: 88
loss: 0.23964428216861586
epoch: 89
loss: 0.230937277009545
epoch: 90
loss: 0.23979133004046516
epoch: 91
loss: 0.25023085300652487
epoch: 92
loss: 0.2413388973056788
epoch: 93
loss: 0.24422210716012352
epoch: 94
loss: 0.2493313574646361
epoch: 95
loss: 0.26579481353255296
epoch: 96
loss: 0.25373371734693045
epoch: 97
loss: 0.2328453726684951
epoch: 98
loss: 0.25498777479334983
epoch: 99
loss: 0.23977668019076884
IOU: [96.59, 74.19, 85.36, 44.01, 39.27, 49.7, 43.6, 58.64, 89.81, 53.22, 90.1, 65.73, 38.98, 89.34, 23.96, 41.2, 9.23, 24.59, 58.47]
mIOU: 56.63, mIOU_reduced: 59.26, accuracy: 92.54
epoch: 100
loss: 0.2302694511260948
epoch: 101
loss: 0.232110190263013
epoch: 102
loss: 0.23428425909775608
epoch: 103
loss: 0.2196962683589632
epoch: 104
loss: 0.2265296034173503
epoch: 105
loss: 0.24513641047991833
epoch: 106
loss: 0.23240800840514048
epoch: 107
loss: 0.2543801840224035
epoch: 108
loss: 0.22315935923082808
epoch: 109
loss: 0.24108433918249253
epoch: 110
loss: 0.23313319494300133
epoch: 111
loss: 0.23060490241188888
epoch: 112
loss: 0.2441058735441005
epoch: 113
loss: 0.23658074318077366
epoch: 114
loss: 0.2357662851518055
epoch: 115
loss: 0.24659416125710762
epoch: 116
loss: 0.2403367907411326
epoch: 117
loss: 0.22274961368735588
epoch: 118
loss: 0.22717272512353656
epoch: 119
loss: 0.2375133706311974
epoch: 120
loss: 0.24091948104916877
epoch: 121
loss: 0.22174717843371902
epoch: 122
loss: 0.2245916042406604
epoch: 123
loss: 0.22615060274491736
epoch: 124
loss: 0.21856365873003905
IOU: [95.81, 68.28, 89.03, 44.93, 45.78, 51.73, 51.01, 65.62, 90.7, 53.85, 92.03, 72.56, 44.58, 91.52, 52.58, 61.33, 46.91, 26.53, 65.77]
mIOU: 63.71, mIOU_reduced: 64.65, accuracy: 93.63
epoch: 125
loss: 0.25271200932903753
epoch: 126
loss: 0.2286671157072818
epoch: 127
loss: 0.21945708257088442
epoch: 128
loss: 0.22424015053359647
epoch: 129
loss: 0.21339432748581844
epoch: 130
loss: 0.22444071925955641
epoch: 131
loss: 0.22376796504798926
epoch: 132
loss: 0.21851873429959032
epoch: 133
loss: 0.22130013247223876
epoch: 134
loss: 0.21513878188605579
epoch: 135
loss: 0.22060720660696131
epoch: 136
loss: 0.219995007380803
epoch: 137
loss: 0.22740015016010187
epoch: 138
loss: 0.22536514597038695
epoch: 139
loss: 0.2303500897238518
epoch: 140
loss: 0.21959654876405016
epoch: 141
loss: 0.22566842342001409
epoch: 142
loss: 0.24034121166663672
epoch: 143
loss: 0.22226665389907327
epoch: 144
loss: 0.2273226803685777
epoch: 145
loss: 0.21796233196946166
epoch: 146
loss: 0.2188767579928884
epoch: 147
loss: 0.2089896302700364
epoch: 148
loss: 0.22277961161258727
epoch: 149
loss: 0.233113478176356
IOU: [96.99, 75.89, 88.54, 24.25, 40.32, 52.11, 48.1, 62.87, 89.03, 51.35, 93.1, 71.72, 41.8, 91.07, 51.67, 66.94, 22.69, 32.44, 67.96]
mIOU: 61.52, mIOU_reduced: 63.68, accuracy: 93.67
epoch: 150
loss: 0.22338444771712038
epoch: 151
loss: 0.22369232008640336
epoch: 152
loss: 0.20548587555512585
epoch: 153
loss: 0.21346550386629978
epoch: 154
loss: 0.20904403023241022
epoch: 155
loss: 0.20554330551399375
epoch: 156
loss: 0.22618144830924802
epoch: 157
loss: 0.21568634186311553
epoch: 158
loss: 0.20049906889544022
epoch: 159
loss: 0.19901047375886588
epoch: 160
loss: 0.2085855039303515
epoch: 161
loss: 0.2370973228604967
epoch: 162
loss: 0.22218179285044298
epoch: 163
loss: 0.20423858002270007
epoch: 164
loss: 0.20536522974945465
epoch: 165
loss: 0.21112667781243105
epoch: 166
loss: 0.21892676618944282
epoch: 167
loss: 0.2179542621873781
epoch: 168
loss: 0.21897667367262338
epoch: 169
loss: 0.21325402873545643
epoch: 170
loss: 0.19787505011995526
epoch: 171
loss: 0.2009429253657873
epoch: 172
loss: 0.20483817393085707
epoch: 173
loss: 0.21866963090841982
epoch: 174
loss: 0.20817250362785678
IOU: [96.94, 77.94, 88.29, 35.33, 45.53, 52.18, 52.87, 48.16, 88.33, 44.75, 93.39, 71.29, 48.03, 89.68, 46.81, 54.42, 47.73, 36.66, 64.6]
mIOU: 62.26, mIOU_reduced: 63.07, accuracy: 93.48
epoch: 175
loss: 0.22109370387468055
epoch: 176
loss: 0.20756769136116512
epoch: 177
loss: 0.2231517575701292
epoch: 178
loss: 0.21086108361212713
epoch: 179
loss: 0.2047764715560363
epoch: 180
loss: 0.2173468009280066
epoch: 181
loss: 0.23068570867783297
epoch: 182
loss: 0.20898430794477463
epoch: 183
loss: 0.20991386198049608
epoch: 184
loss: 0.1975472603003291
epoch: 185
loss: 0.21425818724211335
epoch: 186
loss: 0.20872212185290945
epoch: 187
loss: 0.2103982283219173
epoch: 188
loss: 0.2115599155586685
epoch: 189
loss: 0.20150192158241478
epoch: 190
loss: 0.1991096656478319
epoch: 191
loss: 0.20916375272839538
epoch: 192
loss: 0.22044536471366882
epoch: 193
loss: 0.21775955863477728
epoch: 194
loss: 0.21357837815410044
epoch: 195
loss: 0.21101892972490538
epoch: 196
loss: 0.21785495803764246
epoch: 197
loss: 0.21470254784163761
epoch: 198
loss: 0.2042591130195281
epoch: 199
loss: 0.20651544600403854
IOU: [97.36, 78.5, 89.44, 42.88, 49.21, 55.47, 53.8, 66.55, 90.88, 55.69, 92.32, 73.55, 50.09, 91.98, 45.3, 65.81, 51.64, 18.21, 55.55]
mIOU: 64.43, mIOU_reduced: 65.14, accuracy: 94.27
epoch: 200
loss: 0.19472591227517938
epoch: 201
loss: 0.2122924486501519
epoch: 202
loss: 0.2086753070233967
epoch: 203
loss: 0.20693116402127992
epoch: 204
loss: 0.21749189160663807
epoch: 205
loss: 0.21724593826140354
epoch: 206
loss: 0.19285006993864426
epoch: 207
loss: 0.2060136959920675
epoch: 208
loss: 0.22384485558197506
epoch: 209
loss: 0.21111781740525984
epoch: 210
loss: 0.20093949343958956
epoch: 211
loss: 0.20508830871864792
epoch: 212
loss: 0.2127083789386518
epoch: 213
loss: 0.2054706611482281
epoch: 214
loss: 0.19706370613244023
epoch: 215
loss: 0.1998872627024702
epoch: 216
loss: 0.1965060908437739
epoch: 217
loss: 0.2027417373544765
epoch: 218
loss: 0.18909039838375108
epoch: 219
loss: 0.22093761037543136
epoch: 220
loss: 0.2063428911398042
epoch: 221
loss: 0.20653217430464985
epoch: 222
loss: 0.19662077672719314
epoch: 223
loss: 0.2131808851205435
epoch: 224
loss: 0.2053976247533955
IOU: [97.3, 78.59, 89.44, 39.26, 48.27, 54.07, 51.24, 67.8, 90.39, 51.91, 93.8, 73.59, 49.48, 90.52, 51.29, 58.76, 44.19, 32.65, 68.01]
mIOU: 64.77, mIOU_reduced: 65.91, accuracy: 94.19
epoch: 225
loss: 0.21222278405472916
epoch: 226
loss: 0.19652570334245573
epoch: 227
loss: 0.19805705067362747
epoch: 228
loss: 0.1978607567132644
epoch: 229
loss: 0.18792634734487276
epoch: 230
loss: 0.19354549257180118
epoch: 231
loss: 0.22934131523107262
epoch: 232
loss: 0.22187424069546624
epoch: 233
loss: 0.19597071895220208
epoch: 234
loss: 0.19878807328541004
epoch: 235
loss: 0.19149599445235696
epoch: 236
loss: 0.19433807762404978
epoch: 237
loss: 0.18849097814842697
epoch: 238
loss: 0.19436415580083738
epoch: 239
loss: 0.19471502944706584
epoch: 240
loss: 0.2086767401656693
epoch: 241
loss: 0.2285590756413429
epoch: 242
loss: 0.1945837902813909
epoch: 243
loss: 0.1947375626737538
epoch: 244
loss: 0.20686534217827404
epoch: 245
loss: 0.19932715516447058
epoch: 246
loss: 0.19094485558589513
epoch: 247
loss: 0.21091833809074365
epoch: 248
loss: 0.1890354233610662
epoch: 249
loss: 0.20451000565788496
IOU: [96.65, 75.48, 87.12, 31.32, 47.83, 51.05, 48.1, 62.12, 89.56, 58.91, 82.65, 70.83, 49.46, 89.01, 36.1, 64.85, 53.34, 24.0, 61.19]
mIOU: 62.08, mIOU_reduced: 62.57, accuracy: 93.29
epoch: 250
loss: 0.1938370573070814
epoch: 251
loss: 0.19864978846112352
epoch: 252
loss: 0.2015886568838374
epoch: 253
loss: 0.1986361813513095
epoch: 254
loss: 0.19210988622550373
epoch: 255
loss: 0.18272212774284444
epoch: 256
loss: 0.1998801540252012
epoch: 257
loss: 0.19440824303504914
epoch: 258
loss: 0.18141521198167956
epoch: 259
loss: 0.2123366491894195
epoch: 260
loss: 0.2011076366764837
epoch: 261
loss: 0.2148961935925355
epoch: 262
loss: 0.20196740469842586
epoch: 263
loss: 0.20206179803192134
epoch: 264
loss: 0.2065828357424055
epoch: 265
loss: 0.21283868145990886
epoch: 266
loss: 0.20358732543544306
epoch: 267
loss: 0.2005213771587755
epoch: 268
loss: 0.2036448115246958
epoch: 269
loss: 0.1962329800318515
epoch: 270
loss: 0.19209991487852646
epoch: 271
loss: 0.19706521831914742
epoch: 272
loss: 0.18927765916781927
epoch: 273
loss: 0.19564801992753125
epoch: 274
loss: 0.19222139233768468
IOU: [97.68, 81.4, 90.33, 50.38, 53.06, 58.73, 58.0, 69.69, 91.24, 60.04, 93.27, 75.1, 47.12, 91.91, 42.65, 65.91, 32.23, 17.04, 68.94]
mIOU: 65.51, mIOU_reduced: 67.36, accuracy: 94.82
epoch: 275
loss: 0.20019163076848676
epoch: 276
loss: 0.17629010519489766
epoch: 277
loss: 0.17371634203147374
epoch: 278
loss: 0.18565866053907698
epoch: 279
loss: 0.18803851495213264
epoch: 280
loss: 0.18679601327588938
epoch: 281
loss: 0.18649706041636172
epoch: 282
loss: 0.18004830257911889
epoch: 283
loss: 0.18832199773537822
epoch: 284
loss: 0.20052357829323997
epoch: 285
loss: 0.19414145666151997
epoch: 286
loss: 0.19290362700137167
epoch: 287
loss: 0.18022503235912066
epoch: 288
loss: 0.20596307122482443
epoch: 289
loss: 0.21337304161886642
epoch: 290
loss: 0.20582875950799157
epoch: 291
loss: 0.19340927513301212
epoch: 292
loss: 0.19260390647097098
epoch: 293
loss: 0.18906061606346114
epoch: 294
loss: 0.182297137327432
epoch: 295
loss: 0.17279802341104517
epoch: 296
loss: 0.17914666478444302
epoch: 297
loss: 0.18875405652262772
epoch: 298
loss: 0.19518657245565296
epoch: 299
loss: 0.18099426090556656
IOU: [96.87, 77.97, 89.43, 39.76, 49.31, 53.83, 56.93, 70.05, 90.78, 58.56, 94.32, 73.06, 52.95, 88.64, 38.46, 46.21, 22.39, 40.98, 67.13]
mIOU: 63.56, mIOU_reduced: 65.85, accuracy: 93.88
epoch: 300
loss: 0.16809410881000067
epoch: 301
loss: 0.18253267779343854
epoch: 302
loss: 0.20165665608371364
epoch: 303
loss: 0.1933306094931785
epoch: 304
loss: 0.19028294962050138
epoch: 305
loss: 0.19301526170133582
epoch: 306
loss: 0.21482161324059545
epoch: 307
loss: 0.18552563102499173
epoch: 308
loss: 0.18160765774728796
epoch: 309
loss: 0.19042312070687184
epoch: 310
loss: 0.17983769302098257
epoch: 311
loss: 0.17811279006884748
epoch: 312
loss: 0.17914809075728902
epoch: 313
loss: 0.1746385201932285
epoch: 314
loss: 0.18236556508631077
epoch: 315
loss: 0.1847710618071479
epoch: 316
loss: 0.2028431513640437
epoch: 317
loss: 0.1885224190964853
epoch: 318
loss: 0.18492673227006212
epoch: 319
loss: 0.18719390711453404
epoch: 320
loss: 0.20685743158959313
epoch: 321
loss: 0.18249074572501478
epoch: 322
loss: 0.18066080231872209
epoch: 323
loss: 0.17333168922007244
epoch: 324
loss: 0.18044160212066296
IOU: [97.46, 79.63, 90.42, 53.13, 50.16, 58.45, 59.87, 71.15, 91.34, 57.29, 92.18, 76.61, 53.93, 92.14, 47.13, 67.5, 41.2, 42.11, 69.1]
mIOU: 67.94, mIOU_reduced: 69.42, accuracy: 94.8
epoch: 325
loss: 0.1738871565123774
epoch: 326
loss: 0.18675732154730518
epoch: 327
loss: 0.2105625504753339
epoch: 328
loss: 0.18593702411073237
epoch: 329
loss: 0.20519488579982695
epoch: 330
loss: 0.18335127448939248
epoch: 331
loss: 0.20102185498913022
epoch: 332
loss: 0.19231485766220607
epoch: 333
loss: 0.18232814529835376
epoch: 334
loss: 0.19258413263006674
epoch: 335
loss: 0.17857558623639078
epoch: 336
loss: 0.1965603877431299
epoch: 337
loss: 0.18595186801692545
epoch: 338
loss: 0.1892640567572933
epoch: 339
loss: 0.17744944847096009
epoch: 340
loss: 0.18083488553601776
epoch: 341
loss: 0.19445471124186348
epoch: 342
loss: 0.18508785886745246
epoch: 343
loss: 0.1802323875883519
epoch: 344
loss: 0.18244624772483126
epoch: 345
loss: 0.1645191252191433
epoch: 346
loss: 0.17710361549394793
epoch: 347
loss: 0.16435601375495007
epoch: 348
loss: 0.1965779632811919
epoch: 349
loss: 0.20515280779240266
IOU: [97.41, 79.34, 89.71, 31.78, 48.73, 56.12, 56.78, 65.99, 90.81, 57.04, 92.9, 74.03, 49.03, 91.08, 37.5, 64.45, 54.62, 34.53, 66.97]
mIOU: 65.2, mIOU_reduced: 65.79, accuracy: 94.42
epoch: 350
loss: 0.18915908697319803
epoch: 351
loss: 0.19684826038436426
epoch: 352
loss: 0.18161333111338218
epoch: 353
loss: 0.17265677670985863
epoch: 354
loss: 0.16674918056819638
epoch: 355
loss: 0.189371511701625
epoch: 356
loss: 0.18165786423773136
epoch: 357
loss: 0.17274228308721373
epoch: 358
loss: 0.19266613402135288
epoch: 359
loss: 0.1871314083308865
epoch: 360
loss: 0.16632966594795653
epoch: 361
loss: 0.1688112296224283
epoch: 362
loss: 0.21479265431991484
epoch: 363
loss: 0.18760537269783792
epoch: 364
loss: 0.18319370886787892
epoch: 365
loss: 0.17864217818024344
epoch: 366
loss: 0.16645970723699688
epoch: 367
loss: 0.18367431220420288
epoch: 368
loss: 0.18078952585911814
epoch: 369
loss: 0.1885425301012646
epoch: 370
loss: 0.17300541156707105
epoch: 371
loss: 0.17687164040186978
epoch: 372
loss: 0.18257750281587123
epoch: 373
loss: 0.1888308075439898
epoch: 374
loss: 0.18680608077752944
IOU: [95.93, 73.09, 87.26, 35.03, 44.86, 51.3, 53.34, 66.98, 89.95, 55.16, 92.97, 70.77, 46.43, 87.2, 21.15, 35.07, 10.45, 29.97, 64.69]
mIOU: 58.5, mIOU_reduced: 61.17, accuracy: 92.81
epoch: 375
loss: 0.18568467135940278
epoch: 376
loss: 0.1793576018869716
epoch: 377
loss: 0.18309213817521247
epoch: 378
loss: 0.20344548180418195
epoch: 379
loss: 0.17889432542809258
epoch: 380
loss: 0.19913659244775772
epoch: 381
loss: 0.18226158753479266
epoch: 382
loss: 0.16876555961177678
epoch: 383
loss: 0.17344484136833976
epoch: 384
loss: 0.17477459789848712
epoch: 385
loss: 0.1661221716563014
epoch: 386
loss: 0.167791369469018
epoch: 387
loss: 0.18377991125108098
epoch: 388
loss: 0.17461851779421705
epoch: 389
loss: 0.19050280645369197
epoch: 390
loss: 0.17629505979082977
epoch: 391
loss: 0.17938505765803742
epoch: 392
loss: 0.17849127747459875
epoch: 393
loss: 0.17583699034391387
epoch: 394
loss: 0.17913063946920585
epoch: 395
loss: 0.17541220868533514
epoch: 396
loss: 0.18409013272215413
epoch: 397
loss: 0.16518368678433554
epoch: 398
loss: 0.1712572799337842
epoch: 399
loss: 0.17143635903648288
IOU: [96.81, 77.19, 90.09, 37.14, 51.28, 58.73, 56.63, 70.48, 90.4, 51.81, 93.63, 68.93, 45.06, 91.43, 61.03, 71.96, 59.12, 34.74, 66.8]
mIOU: 67.01, mIOU_reduced: 67.45, accuracy: 94.2
epoch: 400
loss: 0.16532492418735817
epoch: 401
loss: 0.17735440047041104
epoch: 402
loss: 0.17083296304282475
epoch: 403
loss: 0.16674829543520497
epoch: 404
loss: 0.17288375394845587
epoch: 405
loss: 0.1921816534310017
epoch: 406
loss: 0.19310832134073957
epoch: 407
loss: 0.1687837965445056
epoch: 408
loss: 0.17492962696883235
epoch: 409
loss: 0.17470788250795272
epoch: 410
loss: 0.1653819732629064
epoch: 411
loss: 0.16544594902876575
epoch: 412
loss: 0.18460736692835378
epoch: 413
loss: 0.19031535970634528
epoch: 414
loss: 0.17234017362572113
epoch: 415
loss: 0.17803511214304485
epoch: 416
loss: 0.1682900102994834
epoch: 417
loss: 0.17613343956737185
epoch: 418
loss: 0.1688818983593077
epoch: 419
loss: 0.18481427666070968
epoch: 420
loss: 0.19037158502080048
epoch: 421
loss: 0.17384924904275134
epoch: 422
loss: 0.18450202736652122
epoch: 423
loss: 0.17569690223813378
epoch: 424
loss: 0.1620441925614028
IOU: [96.85, 77.5, 90.38, 47.51, 51.69, 58.2, 59.45, 73.28, 90.73, 56.52, 93.84, 77.1, 57.52, 92.77, 66.11, 74.98, 44.65, 44.56, 69.25]
mIOU: 69.63, mIOU_reduced: 71.01, accuracy: 94.52
epoch: 425
loss: 0.1632139900262465
epoch: 426
loss: 0.16904549760558213
epoch: 427
loss: 0.1811766407761291
epoch: 428
loss: 0.18119020665671948
epoch: 429
loss: 0.16719044809232184
epoch: 430
loss: 0.15986828471852763
epoch: 431
loss: 0.16768325652394975
epoch: 432
loss: 0.18001130974357019
epoch: 433
loss: 0.16532942128550973
epoch: 434
loss: 0.1600401562781668
epoch: 435
loss: 0.1848662146982157
epoch: 436
loss: 0.1842136664009801
epoch: 437
loss: 0.167107096378694
epoch: 438
loss: 0.16768086713681002
epoch: 439
loss: 0.16382345368438012
epoch: 440
loss: 0.16743513536099797
epoch: 441
loss: 0.19089458868750986
epoch: 442
loss: 0.17103243663384907
epoch: 443
loss: 0.17526028664767582
epoch: 444
loss: 0.1730590139558373
epoch: 445
loss: 0.17488775996747363
epoch: 446
loss: 0.1677547030934105
epoch: 447
loss: 0.15906568923889788
epoch: 448
loss: 0.16807196122616772
epoch: 449
loss: 0.16722904991187817
IOU: [97.32, 77.9, 88.34, 36.12, 47.59, 54.07, 47.64, 68.11, 90.17, 48.07, 93.17, 72.21, 47.75, 87.49, 48.71, 49.7, 52.47, 40.95, 68.11]
mIOU: 63.99, mIOU_reduced: 64.63, accuracy: 93.84
epoch: 450
loss: 0.1911430176337453
epoch: 451
loss: 0.21526388599062865
epoch: 452
loss: 0.171103108684329
epoch: 453
loss: 0.17071640055696918
epoch: 454
loss: 0.16135156329349687
epoch: 455
loss: 0.15635090626555312
epoch: 456
loss: 0.16926245983800478
epoch: 457
loss: 0.16592174760414904
epoch: 458
loss: 0.1725921904783686
epoch: 459
loss: 0.16250034331311433
epoch: 460
loss: 0.16775429305040612
epoch: 461
loss: 0.1612773151651547
epoch: 462
loss: 0.16347085411416873
epoch: 463
loss: 0.1604889658181815
epoch: 464
loss: 0.16009287391550778
epoch: 465
loss: 0.16569632346016377
epoch: 466
loss: 0.1660955558528476
epoch: 467
loss: 0.16413052303771766
epoch: 468
loss: 0.18550925478941668
epoch: 469
loss: 0.17668607547839055
epoch: 470
loss: 0.17593226302666162
epoch: 471
loss: 0.1635394547425833
epoch: 472
loss: 0.17115404480952778
epoch: 473
loss: 0.1648706010369599
epoch: 474
loss: 0.17050742382068196
IOU: [97.1, 79.6, 88.52, 39.04, 43.03, 54.94, 51.97, 56.63, 90.73, 59.3, 92.9, 72.43, 52.15, 91.74, 34.38, 57.16, 33.96, 31.49, 68.55]
mIOU: 62.93, mIOU_reduced: 64.54, accuracy: 94.09
epoch: 475
loss: 0.20614947458965116
epoch: 476
loss: 0.181453421069284
epoch: 477
loss: 0.17292286493787867
epoch: 478
loss: 0.16587744251576395
epoch: 479
loss: 0.16313986677043843
epoch: 480
loss: 0.1636722237875841
epoch: 481
loss: 0.17586851447338686
epoch: 482
loss: 0.18057819337375722
epoch: 483
loss: 0.16481571560198405
epoch: 484
loss: 0.2013992072155855
epoch: 485
loss: 0.15789643735336165
epoch: 486
loss: 0.17565130550826014
epoch: 487
loss: 0.15875642788860034
epoch: 488
loss: 0.17089352276768646
epoch: 489
loss: 0.1614646474828296
epoch: 490
loss: 0.16421005842740324
epoch: 491
loss: 0.1789643328506349
epoch: 492
loss: 0.1687521010717613
epoch: 493
loss: 0.16346164240509353
epoch: 494
loss: 0.1711065871816761
epoch: 495
loss: 0.17676970017245516
epoch: 496
loss: 0.17014595135202948
epoch: 497
loss: 0.16813449573645373
epoch: 498
loss: 0.15865414995308513
epoch: 499
loss: 0.16038174461322333
IOU: [97.85, 82.31, 91.11, 50.11, 53.48, 61.04, 63.04, 74.57, 91.97, 60.73, 94.1, 78.1, 57.24, 92.98, 61.79, 72.15, 46.07, 51.31, 72.73]
mIOU: 71.2, mIOU_reduced: 72.59, accuracy: 95.33
epoch: 500
loss: 0.15254080026458217
epoch: 501
loss: 0.1650455331585478
epoch: 502
loss: 0.15636091179282197
epoch: 503
loss: 0.15190125375263133
epoch: 504
loss: 0.15719262285614913
epoch: 505
loss: 0.16704989202581647
epoch: 506
loss: 0.17004087163672615
epoch: 507
loss: 0.18072260446304259
epoch: 508
loss: 0.1868347277980288
epoch: 509
loss: 0.17637119028526496
epoch: 510
loss: 0.17338048494006744
epoch: 511
loss: 0.16969705463419707
epoch: 512
loss: 0.15782704583878787
epoch: 513
loss: 0.15341099295413718
epoch: 514
loss: 0.16687375413519995
epoch: 515
loss: 0.1640877579301194
epoch: 516
loss: 0.15360147572270622
epoch: 517
loss: 0.15495014351333247
epoch: 518
loss: 0.1789322196433165
epoch: 519
loss: 0.16604210970536717
epoch: 520
loss: 0.18458357344901144
epoch: 521
loss: 0.17921534495935285
epoch: 522
loss: 0.15882407124794398
epoch: 523
loss: 0.18379337330552123
epoch: 524
loss: 0.16840886439113925
IOU: [97.76, 81.9, 90.93, 50.88, 52.08, 61.15, 63.14, 74.3, 91.65, 61.27, 93.96, 77.65, 56.2, 93.61, 52.72, 75.79, 64.13, 49.42, 71.97]
mIOU: 71.6, mIOU_reduced: 72.02, accuracy: 95.22
epoch: 525
loss: 0.16936432507963514
epoch: 526
loss: 0.1608561127373793
epoch: 527
loss: 0.1667106381323781
epoch: 528
loss: 0.16458872165480715
epoch: 529
loss: 0.16933025425736795
epoch: 530
loss: 0.1629458886152008
epoch: 531
loss: 0.14552554791426722
epoch: 532
loss: 0.15657876241158925
epoch: 533
loss: 0.15854345655666208
epoch: 534
loss: 0.14590234096561158
epoch: 535
loss: 0.15251580216090954
epoch: 536
loss: 0.15630021799767435
epoch: 537
loss: 0.16580404333187884
epoch: 538
loss: 0.15535217292626913
epoch: 539
loss: 0.1644992644614929
epoch: 540
loss: 0.17491253822881256
epoch: 541
loss: 0.1640793274676382
epoch: 542
loss: 0.1582001353089379
epoch: 543
loss: 0.16421596677798145
epoch: 544
loss: 0.16707318089400341
epoch: 545
loss: 0.15654330128286728
epoch: 546
loss: 0.16235942441739162
epoch: 547
loss: 0.16300577029706334
epoch: 548
loss: 0.16322668179909816
epoch: 549
loss: 0.17313831502375898
IOU: [97.47, 80.24, 90.34, 46.59, 50.04, 57.96, 58.52, 72.87, 91.07, 57.36, 92.95, 77.1, 57.71, 92.28, 57.42, 70.48, 60.98, 42.28, 69.72]
mIOU: 69.65, mIOU_reduced: 70.13, accuracy: 94.83
epoch: 550
loss: 0.1571372866710884
epoch: 551
loss: 0.16471605322190694
epoch: 552
loss: 0.17705889568335284
epoch: 553
loss: 0.17050613009062096
epoch: 554
loss: 0.16150206443916434
epoch: 555
loss: 0.1650033853847704
epoch: 556
loss: 0.16001876801091705
epoch: 557
loss: 0.1572952668943174
epoch: 558
loss: 0.1645203660520903
epoch: 559
loss: 0.16502144059161292
epoch: 560
loss: 0.14788358923640213
epoch: 561
loss: 0.1562040414851952
epoch: 562
loss: 0.15547366068771265
epoch: 563
loss: 0.1600404798864033
epoch: 564
loss: 0.15818398698883238
epoch: 565
loss: 0.16047487582639863
epoch: 566
loss: 0.15141287777382087
epoch: 567
loss: 0.15079710969947419
epoch: 568
loss: 0.1520658997151087
epoch: 569
loss: 0.15266458449177345
epoch: 570
loss: 0.15451357995644413
epoch: 571
loss: 0.14954826022897447
epoch: 572
loss: 0.1517209622135381
epoch: 573
loss: 0.14061376299819536
epoch: 574
loss: 0.15289747002070161
IOU: [97.61, 81.52, 91.51, 56.97, 57.86, 61.23, 60.84, 72.69, 92.07, 63.63, 94.44, 78.1, 57.55, 93.64, 60.97, 75.42, 67.28, 52.61, 72.34]
mIOU: 73.07, mIOU_reduced: 73.39, accuracy: 95.4
epoch: 575
loss: 0.14995028152861042
epoch: 576
loss: 0.1480317999611325
epoch: 577
loss: 0.13952791206839912
epoch: 578
loss: 0.15238542495310467
epoch: 579
loss: 0.15525802001959552
epoch: 580
loss: 0.15818253653550726
epoch: 581
loss: 0.15269139226315157
epoch: 582
loss: 0.1467418170200204
epoch: 583
loss: 0.16535077822417263
epoch: 584
loss: 0.15936064374736056
epoch: 585
loss: 0.1519494168359957
epoch: 586
loss: 0.14780110363770688
epoch: 587
loss: 0.15372505944694148
epoch: 588
loss: 0.1478474498638567
epoch: 589
loss: 0.1569651529353584
epoch: 590
loss: 0.15181409798542445
epoch: 591
loss: 0.14080580476561003
epoch: 592
loss: 0.14619765890576447
epoch: 593
loss: 0.1442712886996989
epoch: 594
loss: 0.14133206768980566
epoch: 595
loss: 0.16042052329871853
epoch: 596
loss: 0.16275689136387525
epoch: 597
loss: 0.15084070527569624
epoch: 598
loss: 0.15106728193011246
epoch: 599
loss: 0.15309037750140034
IOU: [96.84, 75.71, 88.15, 39.73, 48.71, 55.73, 58.11, 71.34, 90.47, 56.67, 93.57, 72.83, 50.23, 90.48, 35.1, 44.43, 23.13, 33.72, 66.91]
mIOU: 62.73, mIOU_reduced: 64.93, accuracy: 93.7
epoch: 600
loss: 0.16712800590095495
epoch: 601
loss: 0.18842642161884718
epoch: 602
loss: 0.16245107682085422
epoch: 603
loss: 0.1580480944033903
epoch: 604
loss: 0.15184505645316246
epoch: 605
loss: 0.1464439185682654
epoch: 606
loss: 0.1444403233754667
epoch: 607
loss: 0.1544481316064246
epoch: 608
loss: 0.1571392676619828
epoch: 609
loss: 0.1463577882098059
epoch: 610
loss: 0.1593533205696836
epoch: 611
loss: 0.17052916280744532
epoch: 612
loss: 0.16086756801508828
epoch: 613
loss: 0.17013900484036243
epoch: 614
loss: 0.1760642794826924
epoch: 615
loss: 0.157332693992278
epoch: 616
loss: 0.14804668359036716
epoch: 617
loss: 0.15275088637424608
epoch: 618
loss: 0.160870449261042
epoch: 619
loss: 0.14690714893797338
epoch: 620
loss: 0.14590074222364194
epoch: 621
loss: 0.15039079855233833
epoch: 622
loss: 0.14408942189499374
epoch: 623
loss: 0.14664445857635405
epoch: 624
loss: 0.15790805270810013
IOU: [97.96, 83.56, 91.09, 56.45, 58.12, 60.8, 63.87, 72.21, 91.98, 60.53, 93.51, 78.14, 56.68, 93.77, 53.83, 69.42, 36.35, 54.29, 72.14]
mIOU: 70.77, mIOU_reduced: 72.69, accuracy: 95.4
epoch: 625
loss: 0.14977039621686036
epoch: 626
loss: 0.141679703225344
epoch: 627
loss: 0.1470962386086302
epoch: 628
loss: 0.1451591135999263
epoch: 629
loss: 0.14341985106950178
epoch: 630
loss: 0.1351344933246345
epoch: 631
loss: 0.14014332287636086
epoch: 632
loss: 0.15044560799540857
epoch: 633
loss: 0.14324381063890584
epoch: 634
loss: 0.150201646847063
epoch: 635
loss: 0.14819555587042374
epoch: 636
loss: 0.14076692175190403
epoch: 637
loss: 0.15312684680814692
epoch: 638
loss: 0.1430383507373198
epoch: 639
loss: 0.16760750428203625
epoch: 640
loss: 0.1470284860611283
epoch: 641
loss: 0.14992231459951785
epoch: 642
loss: 0.14403354964969614
epoch: 643
loss: 0.13948054704062057
epoch: 644
loss: 0.14241487171370384
epoch: 645
loss: 0.1433198969520006
epoch: 646
loss: 0.14735037988086916
epoch: 647
loss: 0.14981606932020572
epoch: 648
loss: 0.15920459591555144
epoch: 649
loss: 0.15029551116925366
IOU: [97.87, 82.53, 91.22, 48.7, 56.15, 60.05, 64.86, 74.96, 92.17, 61.04, 93.95, 79.07, 55.95, 94.0, 65.47, 79.31, 71.72, 49.96, 72.49]
mIOU: 73.24, mIOU_reduced: 73.32, accuracy: 95.46
epoch: 650
loss: 0.13575392053776353
epoch: 651
loss: 0.13760192372969218
epoch: 652
loss: 0.16720111340766325
epoch: 653
loss: 0.16249955455569245
epoch: 654
loss: 0.171978834263398
epoch: 655
loss: 0.1478640130467492
epoch: 656
loss: 0.14417387788106167
epoch: 657
loss: 0.14149602970505018
epoch: 658
loss: 0.14689783079203247
epoch: 659
loss: 0.15429728990295183
epoch: 660
loss: 0.1528491312562616
epoch: 661
loss: 0.14521911443083113
epoch: 662
loss: 0.14916880659738962
epoch: 663
loss: 0.14419336106899291
epoch: 664
loss: 0.1396252638045347
epoch: 665
loss: 0.15004439696147434
epoch: 666
loss: 0.1495021762592452
epoch: 667
loss: 0.14808442397419655
epoch: 668
loss: 0.13268630256791
epoch: 669
loss: 0.15953225423544243
epoch: 670
loss: 0.17849794980088335
epoch: 671
loss: 0.15185183278633899
epoch: 672
loss: 0.16533527017202018
epoch: 673
loss: 0.14708071320526042
epoch: 674
loss: 0.1452363263564611
IOU: [97.54, 81.48, 91.39, 52.19, 56.11, 61.24, 63.17, 74.81, 91.52, 61.62, 93.87, 78.65, 57.59, 94.15, 66.58, 72.05, 45.81, 50.16, 73.82]
mIOU: 71.78, mIOU_reduced: 73.22, accuracy: 95.31
epoch: 675
loss: 0.14280232801189963
epoch: 676
loss: 0.14392186825808811
epoch: 677
loss: 0.15203643017862686
epoch: 678
loss: 0.14642083791468663
epoch: 679
loss: 0.13765652359254918
epoch: 680
loss: 0.13675149140573256
epoch: 681
loss: 0.1407720666690014
epoch: 682
loss: 0.14061206872411816
epoch: 683
loss: 0.14093517369497818
epoch: 684
loss: 0.13662593377969978
epoch: 685
loss: 0.1601281784012954
epoch: 686
loss: 0.152313369645102
epoch: 687
loss: 0.1435156124581224
epoch: 688
loss: 0.14842584018276708
epoch: 689
loss: 0.15763303613405666
epoch: 690
loss: 0.13993311074946446
epoch: 691
loss: 0.13419199757016895
epoch: 692
loss: 0.1360404895081353
epoch: 693
loss: 0.1338204059478729
epoch: 694
loss: 0.1366814156426895
epoch: 695
loss: 0.1299400388330944
epoch: 696
loss: 0.13398694851488438
epoch: 697
loss: 0.1330488492054438
epoch: 698
loss: 0.14639357662184863
epoch: 699
loss: 0.14397565769458395
IOU: [97.69, 80.8, 90.39, 40.85, 53.11, 55.94, 60.47, 73.65, 91.18, 57.06, 93.98, 76.46, 54.37, 92.77, 67.15, 73.72, 62.21, 44.82, 70.52]
mIOU: 70.38, mIOU_reduced: 70.83, accuracy: 94.94
epoch: 700
loss: 0.14995408877529545
epoch: 701
loss: 0.17011189193658108
epoch: 702
loss: 0.15369616412730872
epoch: 703
loss: 0.1421710146324975
epoch: 704
loss: 0.1377910171155981
epoch: 705
loss: 0.13636874584255193
epoch: 706
loss: 0.14711572037070908
epoch: 707
loss: 0.15065931878240924
epoch: 708
loss: 0.13706498404317147
epoch: 709
loss: 0.13383937058744405
epoch: 710
loss: 0.13650996671773674
epoch: 711
loss: 0.13530943293696787
epoch: 712
loss: 0.13716794134712604
epoch: 713
loss: 0.1294094454446893
epoch: 714
loss: 0.13488325330044704
epoch: 715
loss: 0.13909207858807957
epoch: 716
loss: 0.149707588043335
epoch: 717
loss: 0.1370284359731443
epoch: 718
loss: 0.12976411625622417
epoch: 719
loss: 0.13281099251258083
epoch: 720
loss: 0.13158579437800175
epoch: 721
loss: 0.1272164541836376
epoch: 722
loss: 0.12780162977240478
epoch: 723
loss: 0.13365816616144463
epoch: 724
loss: 0.1409824326674572
IOU: [98.12, 84.75, 91.08, 43.63, 55.64, 60.54, 65.93, 73.89, 91.91, 63.07, 94.7, 78.58, 56.16, 93.94, 67.62, 76.99, 70.75, 51.85, 72.9]
mIOU: 73.27, mIOU_reduced: 73.4, accuracy: 95.56
epoch: 725
loss: 0.13455883311132857
epoch: 726
loss: 0.1310776778348694
epoch: 727
loss: 0.12985154136894847
epoch: 728
loss: 0.13448218884815102
epoch: 729
loss: 0.14098570945690264
epoch: 730
loss: 0.1376238378352232
epoch: 731
loss: 0.14490726021823858
epoch: 732
loss: 0.1398670859534464
epoch: 733
loss: 0.14460603106576156
epoch: 734
loss: 0.1436223384304188
epoch: 735
loss: 0.13192019278228764
epoch: 736
loss: 0.13243060651413513
epoch: 737
loss: 0.13923816859842633
epoch: 738
loss: 0.12765994499314506
epoch: 739
loss: 0.1274700665449839
epoch: 740
loss: 0.12935342280209225
epoch: 741
loss: 0.1360418715004651
epoch: 742
loss: 0.12775405251353256
epoch: 743
loss: 0.13662539629361056
epoch: 744
loss: 0.13402224164405924
epoch: 745
loss: 0.13198203250083
epoch: 746
loss: 0.1388940265718496
epoch: 747
loss: 0.15428405463936515
epoch: 748
loss: 0.13283778837507948
epoch: 749
loss: 0.13308742086119407
IOU: [97.89, 83.21, 91.06, 50.88, 55.7, 63.0, 64.91, 74.83, 91.92, 62.82, 94.48, 78.99, 57.46, 93.37, 53.59, 58.27, 55.18, 53.77, 73.2]
mIOU: 71.29, mIOU_reduced: 72.19, accuracy: 95.35
epoch: 750
loss: 0.14941480753797726
epoch: 751
loss: 0.13447615080525613
epoch: 752
loss: 0.1358334253218296
epoch: 753
loss: 0.12879962104591078
epoch: 754
loss: 0.14234035679031254
epoch: 755
loss: 0.15648633942530163
epoch: 756
loss: 0.13274515986522895
epoch: 757
loss: 0.14553098233963924
epoch: 758
loss: 0.13164670831671943
epoch: 759
loss: 0.12780400383665233
epoch: 760
loss: 0.13058694221099432
epoch: 761
loss: 0.13235423219894785
epoch: 762
loss: 0.12946914377398888
epoch: 763
loss: 0.13060902735856023
epoch: 764
loss: 0.1348214956387034
epoch: 765
loss: 0.12814078259098563
epoch: 766
loss: 0.1276225999118183
epoch: 767
loss: 0.13362086516104618
epoch: 768
loss: 0.1308477171106801
epoch: 769
loss: 0.12751356333574515
epoch: 770
loss: 0.12709911545171249
epoch: 771
loss: 0.1287177041815619
epoch: 772
loss: 0.13150995533983662
epoch: 773
loss: 0.1433256860531244
epoch: 774
loss: 0.12829056463513092
IOU: [98.12, 84.62, 92.04, 52.05, 56.71, 62.78, 66.75, 75.83, 92.31, 62.22, 94.74, 79.54, 61.06, 93.87, 62.71, 83.4, 77.05, 57.69, 73.94]
mIOU: 75.13, mIOU_reduced: 75.02, accuracy: 95.76
epoch: 775
loss: 0.13115365614466912
epoch: 776
loss: 0.13176559604644134
epoch: 777
loss: 0.12542274222782038
epoch: 778
loss: 0.15203679955471558
epoch: 779
loss: 0.13767461287927113
epoch: 780
loss: 0.14063764852534408
epoch: 781
loss: 0.1544485152209544
epoch: 782
loss: 0.132086724866272
epoch: 783
loss: 0.1702338298657191
epoch: 784
loss: 0.13895831032181685
epoch: 785
loss: 0.13171617600394067
epoch: 786
loss: 0.13255272219283884
epoch: 787
loss: 0.1336913049984171
epoch: 788
loss: 0.13410395891920254
epoch: 789
loss: 0.12566461263480533
epoch: 790
loss: 0.12580353539748335
epoch: 791
loss: 0.12322039076822466
epoch: 792
loss: 0.12456886213262769
epoch: 793
loss: 0.12923215703180216
epoch: 794
loss: 0.13577431821919517
epoch: 795
loss: 0.1308732589661593
epoch: 796
loss: 0.13426485575354002
epoch: 797
loss: 0.12498632073402405
epoch: 798
loss: 0.12239709675231712
epoch: 799
loss: 0.12269075682783384
IOU: [98.16, 84.69, 92.22, 58.33, 60.54, 62.6, 67.81, 76.95, 92.49, 61.76, 94.53, 80.43, 60.23, 94.47, 68.66, 81.81, 73.58, 58.31, 74.46]
mIOU: 75.9, mIOU_reduced: 76.03, accuracy: 95.93
epoch: 800
loss: 0.1187347566904726
epoch: 801
loss: 0.12519712816431838
epoch: 802
loss: 0.11982150305554552
epoch: 803
loss: 0.11788051245066355
epoch: 804
loss: 0.12527241019627475
epoch: 805
loss: 0.12202645549073694
epoch: 806
loss: 0.12290033830625992
epoch: 807
loss: 0.12365910424938742
epoch: 808
loss: 0.13441258578528612
epoch: 809
loss: 0.12933259728462548
epoch: 810
loss: 0.12441120646150929
epoch: 811
loss: 0.1163758283275157
epoch: 812
loss: 0.11829828650683084
epoch: 813
loss: 0.12264790365879105
epoch: 814
loss: 0.14592263038267664
epoch: 815
loss: 0.12929202806997814
epoch: 816
loss: 0.1379031508438028
epoch: 817
loss: 0.1330832983806448
epoch: 818
loss: 0.1316182372383673
epoch: 819
loss: 0.13449393013979224
epoch: 820
loss: 0.12348028459156941
epoch: 821
loss: 0.12177810707503574
epoch: 822
loss: 0.12029918183816089
epoch: 823
loss: 0.12329035900995094
epoch: 824
loss: 0.12359949747587472
IOU: [97.91, 83.76, 91.95, 56.91, 58.79, 62.22, 66.55, 75.07, 92.04, 61.76, 94.2, 78.85, 56.83, 93.61, 61.13, 78.89, 66.02, 52.54, 73.5]
mIOU: 73.82, mIOU_reduced: 74.25, accuracy: 95.63
epoch: 825
loss: 0.11939866718336578
epoch: 826
loss: 0.11915962815766708
epoch: 827
loss: 0.1186623630538141
epoch: 828
loss: 0.13309478803946964
epoch: 829
loss: 0.1277820412722238
epoch: 830
loss: 0.12399543863984774
epoch: 831
loss: 0.12202566856081595
epoch: 832
loss: 0.1220481092878429
epoch: 833
loss: 0.12342588491034957
epoch: 834
loss: 0.12682291198612222
epoch: 835
loss: 0.12979419830674432
epoch: 836
loss: 0.11945530121538517
epoch: 837
loss: 0.11787942229616996
epoch: 838
loss: 0.12194528507013526
epoch: 839
loss: 0.11910685288375922
epoch: 840
loss: 0.12055995580401382
epoch: 841
loss: 0.1190605579481292
epoch: 842
loss: 0.11513085255645356
epoch: 843
loss: 0.1153474653144731
epoch: 844
loss: 0.12011005566769212
epoch: 845
loss: 0.11918060439375211
epoch: 846
loss: 0.11597691767540261
epoch: 847
loss: 0.12129695181335721
epoch: 848
loss: 0.12081623938928718
epoch: 849
loss: 0.13233966046989445
IOU: [97.89, 83.45, 92.15, 57.02, 58.61, 64.29, 66.52, 76.35, 92.35, 63.57, 94.72, 80.05, 60.44, 94.09, 65.17, 76.97, 50.71, 57.07, 74.39]
mIOU: 73.99, mIOU_reduced: 75.28, accuracy: 95.74
epoch: 850
loss: 0.11962556136104296
epoch: 851
loss: 0.11429454978665894
epoch: 852
loss: 0.11537369368773587
epoch: 853
loss: 0.11268039901221216
epoch: 854
loss: 0.11218873043908585
epoch: 855
loss: 0.11510140286141007
epoch: 856
loss: 0.11030569003839698
epoch: 857
loss: 0.11150552448879356
epoch: 858
loss: 0.11418935688679431
epoch: 859
loss: 0.11505274487674397
epoch: 860
loss: 0.11880819105877066
epoch: 861
loss: 0.1188297941276648
epoch: 862
loss: 0.1166166197860016
epoch: 863
loss: 0.11665164468423375
epoch: 864
loss: 0.11551182996230627
epoch: 865
loss: 0.11486658775260185
epoch: 866
loss: 0.11573797591894142
epoch: 867
loss: 0.11447212531801183
epoch: 868
loss: 0.11258106246952097
epoch: 869
loss: 0.11220453625339061
epoch: 870
loss: 0.11189300584985883
epoch: 871
loss: 0.11448105610405017
epoch: 872
loss: 0.11923907747406844
epoch: 873
loss: 0.11772032605228078
epoch: 874
loss: 0.12372329973708587
IOU: [98.08, 84.33, 91.93, 52.69, 58.83, 64.64, 67.75, 77.28, 91.81, 58.33, 94.53, 80.42, 59.77, 94.2, 68.23, 80.61, 70.62, 60.01, 74.21]
mIOU: 75.17, mIOU_reduced: 75.42, accuracy: 95.72
epoch: 875
loss: 0.11770897868749587
epoch: 876
loss: 0.11873951688850665
epoch: 877
loss: 0.11528059949651562
epoch: 878
loss: 0.11108968351688989
epoch: 879
loss: 0.12014387734736394
epoch: 880
loss: 0.11462444257784404
epoch: 881
loss: 0.12334590889212256
epoch: 882
loss: 0.12021860974336249
epoch: 883
loss: 0.11473100859360554
epoch: 884
loss: 0.10878375879516498
epoch: 885
loss: 0.11244350648673397
epoch: 886
loss: 0.11081679056918203
epoch: 887
loss: 0.11125824958929476
epoch: 888
loss: 0.10985380668203143
epoch: 889
loss: 0.11041978220493003
epoch: 890
loss: 0.10727512695879307
epoch: 891
loss: 0.10999950376964322
epoch: 892
loss: 0.10604768483384922
epoch: 893
loss: 0.10522930374283675
epoch: 894
loss: 0.10799536752612443
epoch: 895
loss: 0.10703394239683035
epoch: 896
loss: 0.10676667393458822
epoch: 897
loss: 0.10933475089924675
epoch: 898
loss: 0.11389543934451601
epoch: 899
loss: 0.10752639335120785
IOU: [98.08, 84.56, 92.12, 58.14, 60.74, 64.47, 68.03, 76.54, 92.17, 62.91, 94.22, 80.69, 58.97, 94.6, 70.2, 77.29, 72.1, 60.73, 75.63]
mIOU: 75.9, mIOU_reduced: 76.12, accuracy: 95.87
epoch: 900
loss: 0.11575426570970736
epoch: 901
loss: 0.10753603488447852
epoch: 902
loss: 0.10653465352651244
epoch: 903
loss: 0.10612903574526791
epoch: 904
loss: 0.10619720505334618
epoch: 905
loss: 0.10635963020058012
epoch: 906
loss: 0.10908424145368874
epoch: 907
loss: 0.11378143006820242
epoch: 908
loss: 0.1065063298230544
epoch: 909
loss: 0.10584770529618803
epoch: 910
loss: 0.10637738446220554
epoch: 911
loss: 0.10358608346382242
epoch: 912
loss: 0.1047053394834147
epoch: 913
loss: 0.1040749131448346
epoch: 914
loss: 0.10459368585576266
epoch: 915
loss: 0.10393854513804546
epoch: 916
loss: 0.10443879874809733
epoch: 917
loss: 0.1028245743514714
epoch: 918
loss: 0.10351877491870981
epoch: 919
loss: 0.10542606072364792
epoch: 920
loss: 0.10347270807929117
epoch: 921
loss: 0.10298526548150415
epoch: 922
loss: 0.10232739029025453
epoch: 923
loss: 0.09990590025552842
epoch: 924
loss: 0.10132749777317368
IOU: [98.16, 85.03, 92.48, 62.31, 61.76, 65.6, 68.93, 78.16, 92.46, 64.22, 94.46, 81.37, 61.56, 94.62, 71.76, 81.34, 68.58, 60.44, 75.8]
mIOU: 76.79, mIOU_reduced: 77.25, accuracy: 96.05
epoch: 925
loss: 0.10062045836946713
epoch: 926
loss: 0.09983822422207526
epoch: 927
loss: 0.10056146166997779
epoch: 928
loss: 0.09924095848981904
epoch: 929
loss: 0.10576648323362407
epoch: 930
loss: 0.10071286514923579
epoch: 931
loss: 0.10237338858834817
epoch: 932
loss: 0.10134312796665008
epoch: 933
loss: 0.10106484187299992
epoch: 934
loss: 0.10214488146038389
epoch: 935
loss: 0.10166227699049078
epoch: 936
loss: 0.1049721168399339
epoch: 937
loss: 0.09982054696651803
epoch: 938
loss: 0.1002771135650555
epoch: 939
loss: 0.10175429915160825
epoch: 940
loss: 0.10033707372904467
epoch: 941
loss: 0.10269545756702153
epoch: 942
loss: 0.09990323447393921
epoch: 943
loss: 0.0978041208296452
epoch: 944
loss: 0.09879225009495037
epoch: 945
loss: 0.10221025447117672
epoch: 946
loss: 0.09745083520354608
epoch: 947
loss: 0.10049724444305158
epoch: 948
loss: 0.09750314468563084
epoch: 949
loss: 0.09845666670694826
IOU: [98.28, 85.62, 92.55, 59.15, 62.83, 65.31, 68.82, 78.26, 92.47, 64.05, 94.86, 81.46, 62.39, 94.74, 74.17, 81.55, 75.04, 60.97, 76.35]
mIOU: 77.31, mIOU_reduced: 77.44, accuracy: 96.11
epoch: 950
loss: 0.09790105508223698
epoch: 951
loss: 0.09858587221556275
epoch: 952
loss: 0.10010263699325268
epoch: 953
loss: 0.09783193662842972
epoch: 954
loss: 0.09998601227195436
epoch: 955
loss: 0.09823826248594371
epoch: 956
loss: 0.09707696484828574
epoch: 957
loss: 0.09733896540864459
epoch: 958
loss: 0.09620795434094825
epoch: 959
loss: 0.09729591657651081
epoch: 960
loss: 0.09573863488885592
epoch: 961
loss: 0.09783336308325398
epoch: 962
loss: 0.09518558784034054
epoch: 963
loss: 0.09582862774075845
epoch: 964
loss: 0.09528329741521023
epoch: 965
loss: 0.09621821943359234
epoch: 966
loss: 0.09460094996861049
epoch: 967
loss: 0.09409876259149245
epoch: 968
loss: 0.09666274328316961
epoch: 969
loss: 0.0944422767710975
epoch: 970
loss: 0.09419458226935883
IOU: [98.25, 85.44, 92.67, 59.17, 62.28, 65.76, 69.66, 78.14, 92.63, 63.31, 94.88, 81.3, 61.34, 94.44, 67.1, 80.0, 73.63, 61.46, 76.19]
mIOU: 76.72, mIOU_reduced: 76.89, accuracy: 96.09
epoch: 971
loss: 0.09343381467051905
IOU: [98.26, 85.62, 92.45, 56.14, 61.41, 66.07, 69.9, 78.28, 92.51, 63.71, 94.69, 81.52, 61.9, 94.9, 70.83, 80.08, 72.42, 61.68, 75.94]
mIOU: 76.75, mIOU_reduced: 76.99, accuracy: 96.08
epoch: 972
loss: 0.09340470890712867
IOU: [98.29, 85.92, 92.67, 59.52, 62.65, 66.0, 69.93, 78.12, 92.63, 65.25, 94.94, 81.31, 61.86, 94.82, 70.15, 80.19, 71.55, 61.55, 76.24]
mIOU: 77.03, mIOU_reduced: 77.34, accuracy: 96.16
epoch: 973
loss: 0.09601509713660675
IOU: [98.2, 85.17, 92.69, 60.36, 62.1, 66.2, 69.48, 78.42, 92.64, 63.11, 94.98, 81.49, 61.83, 94.95, 72.75, 81.74, 72.45, 62.14, 75.97]
mIOU: 77.19, mIOU_reduced: 77.46, accuracy: 96.12
epoch: 974
loss: 0.09363157738933987
IOU: [98.21, 85.38, 92.74, 61.07, 61.79, 65.97, 69.59, 78.49, 92.63, 63.96, 95.08, 81.43, 61.29, 94.95, 71.69, 80.81, 72.87, 62.15, 76.23]
mIOU: 77.17, mIOU_reduced: 77.41, accuracy: 96.14
epoch: 975
loss: 0.09456169334142356
IOU: [98.31, 86.01, 92.74, 59.2, 62.6, 65.87, 70.07, 78.29, 92.65, 64.84, 94.89, 81.52, 61.57, 94.98, 72.0, 81.16, 71.42, 62.39, 76.3]
mIOU: 77.2, mIOU_reduced: 77.52, accuracy: 96.18
epoch: 976
loss: 0.09514333328829622
IOU: [98.28, 85.65, 92.68, 60.88, 61.35, 66.16, 70.08, 78.57, 92.59, 64.35, 94.92, 81.51, 62.21, 95.01, 72.1, 81.97, 72.12, 62.33, 76.52]
mIOU: 77.33, mIOU_reduced: 77.62, accuracy: 96.16
epoch: 977
loss: 0.09361636885655215
IOU: [98.32, 85.91, 92.74, 61.27, 62.27, 66.18, 70.09, 78.58, 92.72, 64.42, 94.98, 81.48, 62.36, 94.98, 73.58, 82.94, 72.47, 62.95, 76.61]
mIOU: 77.62, mIOU_reduced: 77.91, accuracy: 96.21
epoch: 978
loss: 0.0948313957436708
IOU: [98.28, 85.63, 92.72, 60.78, 61.75, 65.95, 69.89, 78.73, 92.74, 64.71, 94.92, 81.63, 62.36, 94.91, 70.82, 82.33, 73.67, 62.97, 76.46]
mIOU: 77.43, mIOU_reduced: 77.64, accuracy: 96.19
epoch: 979
loss: 0.09470769070149111
IOU: [98.28, 85.73, 92.71, 60.68, 61.78, 66.12, 70.28, 77.99, 92.63, 64.24, 94.97, 81.5, 61.99, 94.85, 69.26, 81.31, 72.74, 61.83, 76.21]
mIOU: 77.11, mIOU_reduced: 77.35, accuracy: 96.15
epoch: 980
loss: 0.09228423744881892
IOU: [98.28, 85.66, 92.77, 60.62, 62.83, 65.84, 70.05, 78.54, 92.73, 64.66, 94.94, 81.68, 62.44, 94.91, 70.96, 81.65, 74.26, 62.67, 76.27]
mIOU: 77.46, mIOU_reduced: 77.64, accuracy: 96.19
epoch: 981
loss: 0.0930545253031498
IOU: [98.35, 86.17, 92.67, 58.53, 62.38, 66.31, 69.9, 78.45, 92.67, 64.68, 94.94, 81.63, 62.42, 94.98, 75.06, 83.86, 73.74, 62.02, 76.34]
mIOU: 77.64, mIOU_reduced: 77.85, accuracy: 96.2
epoch: 982
loss: 0.09270499708919192
IOU: [98.32, 86.01, 92.77, 59.18, 63.19, 66.25, 70.03, 78.45, 92.65, 64.59, 95.02, 81.53, 61.7, 94.95, 72.67, 82.76, 72.88, 62.16, 76.3]
mIOU: 77.44, mIOU_reduced: 77.7, accuracy: 96.2
epoch: 983
loss: 0.09265637963086447
IOU: [98.37, 86.32, 92.79, 59.88, 63.19, 66.17, 70.47, 78.82, 92.74, 65.13, 94.93, 81.48, 61.86, 94.98, 70.79, 81.5, 72.94, 62.22, 76.35]
mIOU: 77.42, mIOU_reduced: 77.67, accuracy: 96.23
epoch: 984
loss: 0.0938051573610852
IOU: [98.35, 86.14, 92.68, 58.34, 62.8, 66.19, 69.98, 78.68, 92.73, 64.61, 94.98, 81.64, 62.68, 95.03, 73.85, 81.81, 71.9, 62.66, 76.25]
mIOU: 77.44, mIOU_reduced: 77.75, accuracy: 96.21
epoch: 985
loss: 0.09213422984888933
IOU: [98.35, 86.16, 92.62, 57.69, 62.66, 66.28, 69.85, 78.45, 92.69, 64.56, 94.87, 81.36, 61.58, 95.01, 74.49, 82.3, 72.78, 62.65, 76.44]
mIOU: 77.41, mIOU_reduced: 77.67, accuracy: 96.19
epoch: 986
loss: 0.0911764134615258
IOU: [98.32, 86.02, 92.55, 57.6, 61.75, 65.94, 70.08, 78.3, 92.73, 65.07, 94.91, 81.59, 62.55, 95.04, 75.81, 82.27, 72.87, 62.17, 76.47]
mIOU: 77.48, mIOU_reduced: 77.73, accuracy: 96.19
epoch: 987
loss: 0.09271831267244732
IOU: [98.35, 86.2, 92.68, 59.99, 62.08, 66.2, 70.09, 77.47, 92.69, 64.9, 94.89, 81.6, 61.87, 95.01, 74.66, 82.16, 73.86, 62.63, 76.36]
mIOU: 77.56, mIOU_reduced: 77.77, accuracy: 96.21
epoch: 988
loss: 0.09072160500922614
IOU: [98.29, 85.86, 92.76, 60.41, 63.05, 65.83, 70.02, 77.91, 92.68, 64.57, 94.93, 81.65, 62.67, 95.03, 74.44, 81.97, 73.9, 62.84, 76.46]
mIOU: 77.65, mIOU_reduced: 77.85, accuracy: 96.2
epoch: 989
loss: 0.0917462765106133
IOU: [98.29, 85.86, 92.74, 60.44, 62.33, 66.06, 69.98, 78.19, 92.67, 65.1, 94.97, 81.67, 61.78, 95.04, 73.05, 82.39, 73.39, 63.23, 76.37]
mIOU: 77.55, mIOU_reduced: 77.79, accuracy: 96.2
epoch: 990
loss: 0.09286875875209863
IOU: [98.29, 85.83, 92.79, 61.05, 62.76, 66.07, 70.14, 78.25, 92.68, 64.86, 94.98, 81.62, 62.32, 95.02, 73.79, 82.36, 73.36, 62.44, 76.45]
mIOU: 77.64, mIOU_reduced: 77.87, accuracy: 96.21
epoch: 991
loss: 0.09176471051220303
IOU: [98.29, 85.85, 92.83, 61.45, 62.85, 66.2, 70.15, 78.0, 92.73, 65.21, 95.01, 81.92, 63.07, 95.04, 74.11, 82.16, 73.85, 62.45, 76.29]
mIOU: 77.76, mIOU_reduced: 77.98, accuracy: 96.23
epoch: 992
loss: 0.09116637620402153
IOU: [98.29, 85.88, 92.75, 60.35, 62.65, 66.24, 69.93, 78.4, 92.67, 64.75, 95.03, 81.75, 62.38, 95.08, 74.15, 82.61, 74.03, 62.67, 76.4]
mIOU: 77.68, mIOU_reduced: 77.89, accuracy: 96.21
epoch: 993
loss: 0.09295700901160343
IOU: [98.3, 85.84, 92.78, 60.79, 63.03, 66.41, 70.05, 78.33, 92.69, 64.07, 95.03, 81.79, 62.58, 95.08, 74.12, 82.3, 73.58, 62.45, 76.45]
mIOU: 77.67, mIOU_reduced: 77.9, accuracy: 96.22
epoch: 994
loss: 0.09257800391099524
IOU: [98.28, 85.78, 92.76, 60.61, 62.68, 66.16, 70.0, 78.04, 92.72, 64.51, 94.97, 81.58, 61.97, 95.06, 74.67, 82.26, 73.57, 61.39, 76.3]
mIOU: 77.54, mIOU_reduced: 77.76, accuracy: 96.2
epoch: 995
loss: 0.09253013752541452
IOU: [98.28, 85.79, 92.76, 61.1, 62.35, 66.27, 70.18, 78.16, 92.71, 64.47, 95.04, 81.75, 62.47, 95.03, 73.52, 82.65, 73.41, 62.39, 76.31]
mIOU: 77.61, mIOU_reduced: 77.85, accuracy: 96.21
epoch: 996
loss: 0.09273104023218476
IOU: [98.32, 86.02, 92.75, 60.41, 62.97, 66.06, 70.28, 78.26, 92.69, 64.81, 95.04, 81.68, 62.25, 95.04, 74.37, 82.93, 73.45, 62.47, 76.29]
mIOU: 77.69, mIOU_reduced: 77.92, accuracy: 96.22
epoch: 997
loss: 0.09141948353248144
IOU: [98.32, 86.02, 92.82, 60.36, 63.08, 66.31, 70.3, 78.2, 92.7, 64.66, 94.98, 81.71, 62.25, 95.04, 73.55, 82.33, 73.94, 62.38, 76.44]
mIOU: 77.65, mIOU_reduced: 77.86, accuracy: 96.23
epoch: 998
loss: 0.09257359445255722
IOU: [98.31, 85.99, 92.8, 60.46, 62.78, 66.32, 70.21, 78.46, 92.71, 64.66, 94.98, 81.69, 62.31, 95.03, 73.27, 82.56, 73.56, 61.82, 76.28]
mIOU: 77.59, mIOU_reduced: 77.81, accuracy: 96.22
epoch: 999
loss: 0.08999206456092168
IOU: [98.32, 86.0, 92.81, 60.95, 63.19, 66.33, 70.32, 78.31, 92.71, 64.6, 94.98, 81.64, 62.3, 95.06, 73.72, 82.42, 73.79, 62.04, 76.49]
mIOU: 77.68, mIOU_reduced: 77.9, accuracy: 96.23
Best mIOU: 77.76045949835526
Best global accuracy: 96.23296856880188
Training time 1 day, 18:58:58
{'model_name': 'exp48_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, 'runs': 1, 'run': 2, 'RNG_seed': 2, 'loss_type': 'cross_entropy', 'eval_while_train': True, 'exclude_classes': [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', 'resize_mode': 'uniform', 'edge_aware_crop': False, 'boost_rare_classes': False, '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': 30, 'save_dir': 'checkpoints', 'log_dir': 'training_log', 'save_name': 'cityscapes_exp48_decoder26_train_1000_epochs', 'save_best_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_run2', 'save_latest_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'resume_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'log_path': 'training_log/cityscapes_exp48_decoder26_train_1000_epochs_log.txt'}
run: 2
epoch: 0
loss: 1.205461395236681
IOU: [81.64, 11.91, 51.89, 0.0, 0.0, 0.0, 0.0, 0.0, 48.34, 25.16, 20.3, 0.0, 0.0, 39.47, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.67, mIOU_reduced: 15.48, accuracy: 70.45
epoch: 1
loss: 0.880120097707224
epoch: 2
loss: 0.7526825729084786
epoch: 3
loss: 0.7191265450333649
epoch: 4
loss: 0.6532635506433296
epoch: 5
loss: 0.6075589570073747
epoch: 6
loss: 0.5684213724258453
epoch: 7
loss: 0.5498213938304356
epoch: 8
loss: 0.5227211419784156
epoch: 9
loss: 0.502457126292257
epoch: 10
loss: 0.48987049587332016
epoch: 11
loss: 0.46559098820802014
epoch: 12
loss: 0.46570219573466926
epoch: 13
loss: 0.41902249027294614
epoch: 14
loss: 0.4265723928528012
epoch: 15
loss: 0.4032388247167968
epoch: 16
loss: 0.38856665396465445
epoch: 17
loss: 0.39366064475713713
epoch: 18
loss: 0.3910614301493226
epoch: 19
loss: 0.36193059489251467
epoch: 20
loss: 0.37800451370101734
epoch: 21
loss: 0.3732672644994972
epoch: 22
loss: 0.35522610186084586
epoch: 23
loss: 0.35595585518288164
epoch: 24
loss: 0.3408370761858485
IOU: [95.96, 68.47, 84.11, 26.52, 26.91, 43.35, 29.76, 45.97, 87.83, 41.87, 88.27, 49.98, 3.02, 85.28, 29.46, 16.67, 17.42, 5.3, 44.87]
mIOU: 46.9, mIOU_reduced: 48.53, accuracy: 91.14
epoch: 25
loss: 0.3460152339581852
epoch: 26
loss: 0.34609157859154466
epoch: 27
loss: 0.3449821489438856
epoch: 28
loss: 0.32575167209472294
epoch: 29
loss: 0.3420067253620477
epoch: 30
loss: 0.3207667511348133
epoch: 31
loss: 0.32123442761338944
epoch: 32
loss: 0.32713793599701957
epoch: 33
loss: 0.3056548354680326
epoch: 34
loss: 0.3285417310150486
epoch: 35
loss: 0.3052045525405606
epoch: 36
loss: 0.3266013207621973
epoch: 37
loss: 0.29500674651157505
epoch: 38
loss: 0.31536250342577293
epoch: 39
loss: 0.33956921855715727
epoch: 40
loss: 0.3041192126482966
epoch: 41
loss: 0.3079176907028471
epoch: 42
loss: 0.2983027237525205
epoch: 43
loss: 0.3037625149575205
epoch: 44
loss: 0.28641233747860173
epoch: 45
loss: 0.281287803362322
epoch: 46
loss: 0.29915678460964296
epoch: 47
loss: 0.28797997241071616
epoch: 48
loss: 0.30087616304663634
epoch: 49
loss: 0.28772399347586775
IOU: [95.82, 69.01, 87.09, 27.22, 35.1, 49.45, 41.34, 58.47, 89.33, 49.18, 90.99, 62.56, 25.21, 88.91, 39.2, 54.83, 32.81, 19.18, 60.95]
mIOU: 56.67, mIOU_reduced: 57.99, accuracy: 92.58
epoch: 50
loss: 0.27709445160514906
epoch: 51
loss: 0.28256170343195974
epoch: 52
loss: 0.290864895376555
epoch: 53
loss: 0.30715672418756307
epoch: 54
loss: 0.28469026626923655
epoch: 55
loss: 0.2634236895732803
epoch: 56
loss: 0.28254698526184513
epoch: 57
loss: 0.2792669287267721
epoch: 58
loss: 0.2718406090276903
epoch: 59
loss: 0.2781663300454456
epoch: 60
loss: 0.27375247781328116
epoch: 61
loss: 0.27443424413467676
epoch: 62
loss: 0.265902631727833
epoch: 63
loss: 0.2706110605573397
epoch: 64
loss: 0.26483494501229565
epoch: 65
loss: 0.250080937283701
epoch: 66
loss: 0.2686565650923233
epoch: 67
loss: 0.24661918815898123
epoch: 68
loss: 0.24469693760184266
epoch: 69
loss: 0.24986360786417425
epoch: 70
loss: 0.2481865593485755
epoch: 71
loss: 0.25491611285993676
epoch: 72
loss: 0.2684807245220457
epoch: 73
loss: 0.2705858933596277
epoch: 74
loss: 0.25771371857576936
IOU: [95.89, 72.41, 84.7, 20.56, 33.29, 46.32, 36.49, 59.31, 88.47, 53.25, 88.52, 62.94, 36.43, 85.53, 12.34, 41.73, 14.89, 17.75, 56.08]
mIOU: 53.0, mIOU_reduced: 55.11, accuracy: 91.64
epoch: 75
loss: 0.25680053748210485
epoch: 76
loss: 0.24434633559052835
epoch: 77
loss: 0.2667365487855721
epoch: 78
loss: 0.26272081093727095
epoch: 79
loss: 0.2555982647237752
epoch: 80
loss: 0.25453554443271975
epoch: 81
loss: 0.2412533258210938
epoch: 82
loss: 0.25950539800918326
epoch: 83
loss: 0.24735341407860706
epoch: 84
loss: 0.24300299026574085
epoch: 85
loss: 0.24734463062729797
epoch: 86
loss: 0.24687756937388783
epoch: 87
loss: 0.2446834192362757
epoch: 88
loss: 0.2381768662010563
epoch: 89
loss: 0.23081549068265206
epoch: 90
loss: 0.250766124144558
epoch: 91
loss: 0.24584544984237203
epoch: 92
loss: 0.24416836383288118
epoch: 93
loss: 0.23420911230086638
epoch: 94
loss: 0.2663445895653208
epoch: 95
loss: 0.2734867602265427
epoch: 96
loss: 0.25516510110177765
epoch: 97
loss: 0.23424391757767155
epoch: 98
loss: 0.2471111637321765
epoch: 99
loss: 0.23227802328664982
IOU: [96.27, 70.73, 86.09, 26.2, 33.9, 44.58, 43.92, 55.38, 89.82, 55.14, 90.31, 66.07, 33.33, 89.48, 31.13, 51.44, 17.35, 18.64, 55.56]
mIOU: 55.54, mIOU_reduced: 57.67, accuracy: 92.49
epoch: 100
loss: 0.22935115913496507
epoch: 101
loss: 0.2413573610091788
epoch: 102
loss: 0.24381900954278654
epoch: 103
loss: 0.22819585794949468
epoch: 104
loss: 0.2282675855122808
epoch: 105
loss: 0.23478878685084958
epoch: 106
loss: 0.24233935024298106
epoch: 107
loss: 0.2525348101423757
epoch: 108
loss: 0.22172790115091678
epoch: 109
loss: 0.2400011279271298
epoch: 110
loss: 0.23612907717652076
epoch: 111
loss: 0.23775384607260439
epoch: 112
loss: 0.2386724426739942
epoch: 113
loss: 0.2360194893378132
epoch: 114
loss: 0.22837973044648002
epoch: 115
loss: 0.23929327222295205
epoch: 116
loss: 0.24319929744034122
epoch: 117
loss: 0.2246427865362553
epoch: 118
loss: 0.23797428413141128
epoch: 119
loss: 0.23206443588608358
epoch: 120
loss: 0.2283313226989016
epoch: 121
loss: 0.22022613533584257
epoch: 122
loss: 0.23073131966623014
epoch: 123
loss: 0.2249339046785131
epoch: 124
loss: 0.21600931545473495
IOU: [96.87, 75.89, 88.76, 43.91, 44.55, 48.05, 45.48, 65.53, 90.46, 48.2, 92.22, 71.74, 43.35, 91.43, 60.08, 70.03, 63.24, 25.5, 65.29]
mIOU: 64.77, mIOU_reduced: 64.85, accuracy: 94.01
epoch: 125
loss: 0.24877326861224727
epoch: 126
loss: 0.22206836894676693
epoch: 127
loss: 0.2255909540502209
epoch: 128
loss: 0.22531581220199476
epoch: 129
loss: 0.22564404321247034
epoch: 130
loss: 0.22018196335378684
epoch: 131
loss: 0.2221754714043314
epoch: 132
loss: 0.2131781178423658
epoch: 133
loss: 0.2227216450713394
epoch: 134
loss: 0.21837390555606057
epoch: 135
loss: 0.21828753822495675
epoch: 136
loss: 0.2201903224031559
epoch: 137
loss: 0.229873645739414
epoch: 138
loss: 0.2315461627757453
epoch: 139
loss: 0.22633560879452208
epoch: 140
loss: 0.22521771458442
epoch: 141
loss: 0.2316327254084564
epoch: 142
loss: 0.22950778285046472
epoch: 143
loss: 0.22166945451915746
epoch: 144
loss: 0.22148561656394739
epoch: 145
loss: 0.2194614682517283
epoch: 146
loss: 0.2121268979542339
epoch: 147
loss: 0.21258729621968822
epoch: 148
loss: 0.22130860954603415
epoch: 149
loss: 0.24454257556932635
IOU: [96.63, 74.66, 87.78, 17.22, 32.66, 51.25, 48.82, 63.79, 90.15, 59.46, 92.49, 69.22, 40.75, 89.87, 42.45, 69.92, 50.18, 30.86, 66.25]
mIOU: 61.81, mIOU_reduced: 62.46, accuracy: 93.55
epoch: 150
loss: 0.22456845783721405
epoch: 151
loss: 0.22369476482071324
epoch: 152
loss: 0.22151571010161603
epoch: 153
loss: 0.240642045888136
epoch: 154
loss: 0.21482324817109943
epoch: 155
loss: 0.19931173320568477
epoch: 156
loss: 0.22887440493726988
epoch: 157
loss: 0.22815788958994848
epoch: 158
loss: 0.205230599204003
epoch: 159
loss: 0.20119959738537307
epoch: 160
loss: 0.20409338714459516
epoch: 161
loss: 0.23524110665861167
epoch: 162
loss: 0.21682418328571834
epoch: 163
loss: 0.20327956739541977
epoch: 164
loss: 0.20762803576223934
epoch: 165
loss: 0.20140423410825653
epoch: 166
loss: 0.22408264529994235
epoch: 167
loss: 0.2158096782722563
epoch: 168
loss: 0.2150918426659872
epoch: 169
loss: 0.24708384584705784
epoch: 170
loss: 0.20549330290035417
epoch: 171
loss: 0.2121685842539101
epoch: 172
loss: 0.2170153005184189
epoch: 173
loss: 0.20776880675088363
epoch: 174
loss: 0.22400536910301913
IOU: [97.2, 78.27, 88.91, 37.07, 46.66, 52.33, 52.31, 60.98, 89.69, 49.49, 93.76, 72.76, 45.47, 91.38, 41.13, 64.08, 40.89, 31.35, 66.58]
mIOU: 63.17, mIOU_reduced: 64.41, accuracy: 93.96
epoch: 175
loss: 0.21096631735964927
epoch: 176
loss: 0.20212903030397436
epoch: 177
loss: 0.21009208416601396
epoch: 178
loss: 0.2137612074091428
epoch: 179
loss: 0.216010909236345
epoch: 180
loss: 0.2125678588598565
epoch: 181
loss: 0.2283511665069832
epoch: 182
loss: 0.20693212046697132
epoch: 183
loss: 0.20142742840829242
epoch: 184
loss: 0.19697499411768027
epoch: 185
loss: 0.21587366901960656
epoch: 186
loss: 0.20834470184826143
epoch: 187
loss: 0.21263847245039003
epoch: 188
loss: 0.22611448891721966
epoch: 189
loss: 0.2029989865631106
epoch: 190
loss: 0.20228598254790525
epoch: 191
loss: 0.22099849284498518
epoch: 192
loss: 0.22130946640296767
epoch: 193
loss: 0.2250388717113158
epoch: 194
loss: 0.21325286618381176
epoch: 195
loss: 0.20841762148386064
epoch: 196
loss: 0.2202764204891544
epoch: 197
loss: 0.19999014244808982
epoch: 198
loss: 0.20792091890888395
epoch: 199
loss: 0.2129474571250841
IOU: [97.34, 78.8, 89.21, 36.73, 49.85, 53.78, 53.44, 66.74, 90.52, 57.38, 92.87, 71.56, 39.71, 91.8, 43.89, 60.85, 31.56, 19.74, 56.94]
mIOU: 62.25, mIOU_reduced: 63.95, accuracy: 94.11
epoch: 200
loss: 0.1889148267975072
epoch: 201
loss: 0.20608124918131174
epoch: 202
loss: 0.18916278983142498
epoch: 203
loss: 0.19274057723039564
epoch: 204
loss: 0.21125434341054722
epoch: 205
loss: 0.21074991759585562
epoch: 206
loss: 0.18683633182167686
epoch: 207
loss: 0.19818321484921755
epoch: 208
loss: 0.2002898837035557
epoch: 209
loss: 0.21196438769767226
epoch: 210
loss: 0.20491421913522273
epoch: 211
loss: 0.202261009687844
epoch: 212
loss: 0.21213009112045128
epoch: 213
loss: 0.20116762539768476
epoch: 214
loss: 0.19563185423612595
epoch: 215
loss: 0.1908053340053944
epoch: 216
loss: 0.19423435542059717
epoch: 217
loss: 0.2051397099930321
epoch: 218
loss: 0.1950363625453489
epoch: 219
loss: 0.20568149500699698
epoch: 220
loss: 0.2064836060984758
epoch: 221
loss: 0.20852102166558853
epoch: 222
loss: 0.20654173412252308
epoch: 223
loss: 0.2155941339997911
epoch: 224
loss: 0.19941110184009506
IOU: [97.37, 79.13, 89.7, 35.8, 51.71, 55.69, 57.44, 69.73, 90.88, 48.6, 93.51, 73.97, 46.59, 91.01, 46.6, 67.02, 48.41, 31.47, 66.75]
mIOU: 65.34, mIOU_reduced: 66.28, accuracy: 94.38
epoch: 225
loss: 0.20977214292053264
epoch: 226
loss: 0.1899362667149932
epoch: 227
loss: 0.19358427647872756
epoch: 228
loss: 0.2058738090519635
epoch: 229
loss: 0.1870949756745701
epoch: 230
loss: 0.20713926160913915
epoch: 231
loss: 0.23392347063658372
epoch: 232
loss: 0.22467028136764253
epoch: 233
loss: 0.20462922263900546
epoch: 234
loss: 0.22437216357561457
epoch: 235
loss: 0.19141715511960802
epoch: 236
loss: 0.20646225456198591
epoch: 237
loss: 0.19473790150447035
epoch: 238
loss: 0.19505767863635426
epoch: 239
loss: 0.2104671254071264
epoch: 240
loss: 0.22505340162875517
epoch: 241
loss: 0.19995227287400444
epoch: 242
loss: 0.1872507621536679
epoch: 243
loss: 0.19254626948235812
epoch: 244
loss: 0.19788542855782007
epoch: 245
loss: 0.19700313299251695
epoch: 246
loss: 0.1920149743637306
epoch: 247
loss: 0.1902301590638662
epoch: 248
loss: 0.22105530382327312
epoch: 249
loss: 0.2096923773862281
IOU: [96.92, 77.17, 88.52, 39.18, 49.19, 54.33, 53.78, 65.89, 89.57, 54.16, 87.05, 73.02, 48.28, 91.91, 49.51, 68.95, 58.82, 39.82, 67.81]
mIOU: 65.99, mIOU_reduced: 66.39, accuracy: 93.88
epoch: 250
loss: 0.19255962722867004
epoch: 251
loss: 0.20890711390506225
epoch: 252
loss: 0.20399842569930857
epoch: 253
loss: 0.1986641561928785
epoch: 254
loss: 0.1879514073425869
epoch: 255
loss: 0.18781135112770161
epoch: 256
loss: 0.1919925125501548
epoch: 257
loss: 0.18878982499281993
epoch: 258
loss: 0.17992997611308034
epoch: 259
loss: 0.20470237185691567
epoch: 260
loss: 0.19919868859881662
epoch: 261
loss: 0.19766149852635725
epoch: 262
loss: 0.20566126802619897
epoch: 263
loss: 0.1985163755132503
epoch: 264
loss: 0.1943383611276786
epoch: 265
loss: 0.18958509645131078
epoch: 266
loss: 0.19565744565503618
epoch: 267
loss: 0.19697336545289365
epoch: 268
loss: 0.20570630879415014
epoch: 269
loss: 0.18779420973155697
epoch: 270
loss: 0.18924417591721543
epoch: 271
loss: 0.19313676942471225
epoch: 272
loss: 0.21935333658983766
epoch: 273
loss: 0.19579428607080826
epoch: 274
loss: 0.1947082402410533
IOU: [97.61, 81.09, 89.92, 42.41, 53.11, 57.71, 59.08, 70.32, 90.75, 58.1, 93.02, 75.08, 48.75, 90.53, 40.49, 68.96, 44.96, 36.56, 69.51]
mIOU: 66.73, mIOU_reduced: 67.94, accuracy: 94.59
epoch: 275
loss: 0.20290742509287965
epoch: 276
loss: 0.17970347049021013
epoch: 277
loss: 0.17450614175144233
epoch: 278
loss: 0.20292544178162625
epoch: 279
loss: 0.1920705946749754
epoch: 280
loss: 0.18448079999968048
epoch: 281
loss: 0.19648879591747115
epoch: 282
loss: 0.19192246367748214
epoch: 283
loss: 0.2039650759968475
epoch: 284
loss: 0.19903629566379635
epoch: 285
loss: 0.19576048774699958
epoch: 286
loss: 0.1983926450467174
epoch: 287
loss: 0.18531516857063673
epoch: 288
loss: 0.20250895741895203
epoch: 289
loss: 0.18454803938091283
epoch: 290
loss: 0.19868402179039393
epoch: 291
loss: 0.19078889440976063
epoch: 292
loss: 0.21685765888491731
epoch: 293
loss: 0.1949467504964363
epoch: 294
loss: 0.19722560044086848
epoch: 295
loss: 0.17926566069820177
epoch: 296
loss: 0.1821026740409936
epoch: 297
loss: 0.1907443795202556
epoch: 298
loss: 0.19164866817527704
epoch: 299
loss: 0.18261991680230735
IOU: [96.74, 77.63, 89.58, 44.65, 48.46, 56.78, 59.64, 71.05, 90.97, 60.2, 94.13, 72.89, 48.23, 90.57, 31.28, 54.84, 9.11, 39.42, 66.46]
mIOU: 63.3, mIOU_reduced: 66.31, accuracy: 94.02
epoch: 300
loss: 0.17656529050149686
epoch: 301
loss: 0.18500027297481372
epoch: 302
loss: 0.19137520286834464
epoch: 303
loss: 0.18734931417632938
epoch: 304
loss: 0.1855856064717082
epoch: 305
loss: 0.19714843479770855
epoch: 306
loss: 0.18862315765368648
epoch: 307
loss: 0.18373079232449802
epoch: 308
loss: 0.18227872858953603
epoch: 309
loss: 0.18930967441305638
epoch: 310
loss: 0.18990826960201213
epoch: 311
loss: 0.17683345015158228
epoch: 312
loss: 0.18066224060209612
epoch: 313
loss: 0.17116371556273047
epoch: 314
loss: 0.18794357483438404
epoch: 315
loss: 0.1868908325777542
epoch: 316
loss: 0.18421782167613346
epoch: 317
loss: 0.1902176845627975
epoch: 318
loss: 0.19622902168498207
epoch: 319
loss: 0.2017599679630079
epoch: 320
loss: 0.20619239268518202
epoch: 321
loss: 0.1884716828717697
epoch: 322
loss: 0.18734904444924583
epoch: 323
loss: 0.1717104547709789
epoch: 324
loss: 0.18193444075449458
IOU: [96.78, 74.63, 90.23, 52.49, 44.59, 57.78, 60.58, 70.73, 91.2, 53.42, 93.0, 75.53, 49.84, 91.48, 47.96, 63.55, 34.96, 34.44, 69.13]
mIOU: 65.91, mIOU_reduced: 67.63, accuracy: 94.36
epoch: 325
loss: 0.18280900709551942
epoch: 326
loss: 0.18692836239733143
epoch: 327
loss: 0.2251092894580165
epoch: 328
loss: 0.1881955758219138
epoch: 329
loss: 0.2060905438709773
epoch: 330
loss: 0.1837939120768858
epoch: 331
loss: 0.19603136187856088
epoch: 332
loss: 0.1808074640456557
epoch: 333
loss: 0.19698840715091503
epoch: 334
loss: 0.20048999342555307
epoch: 335
loss: 0.17753620457777758
epoch: 336
loss: 0.1871330770400335
epoch: 337
loss: 0.1732569292107361
epoch: 338
loss: 0.1888277955011859
epoch: 339
loss: 0.1822859301078673
epoch: 340
loss: 0.18106309989231295
epoch: 341
loss: 0.18752965686536543
epoch: 342
loss: 0.19181777623223487
epoch: 343
loss: 0.1906321353788646
epoch: 344
loss: 0.17208184922400188
epoch: 345
loss: 0.16538178733979275
epoch: 346
loss: 0.17850147428698937
epoch: 347
loss: 0.1713000943839068
epoch: 348
loss: 0.1743256822429256
epoch: 349
loss: 0.2016810918392518
IOU: [97.55, 80.28, 90.1, 43.01, 51.9, 57.07, 58.7, 67.39, 91.15, 54.16, 93.34, 75.31, 52.41, 89.61, 28.29, 43.91, 38.36, 35.45, 67.9]
mIOU: 63.99, mIOU_reduced: 65.42, accuracy: 94.53
epoch: 350
loss: 0.187635617054537
epoch: 351
loss: 0.17723451068780494
epoch: 352
loss: 0.1970057529058418
epoch: 353
loss: 0.18328413989826675
epoch: 354
loss: 0.17008059182658672
epoch: 355
loss: 0.1826887531984206
epoch: 356
loss: 0.1916486015819475
epoch: 357
loss: 0.17151563144678053
epoch: 358
loss: 0.18161110935426467
epoch: 359
loss: 0.18070491574041928
epoch: 360
loss: 0.17256505735158278
epoch: 361
loss: 0.17401823266898847
epoch: 362
loss: 0.2010894092226607
epoch: 363
loss: 0.17814301974529204
epoch: 364
loss: 0.1948086904949255
epoch: 365
loss: 0.1920026662254912
epoch: 366
loss: 0.1748511603458551
epoch: 367
loss: 0.1888837433166581
epoch: 368
loss: 0.1791618198076027
epoch: 369
loss: 0.1958837895340354
epoch: 370
loss: 0.1815138048921634
epoch: 371
loss: 0.17242822994922372
epoch: 372
loss: 0.17324025679952051
epoch: 373
loss: 0.2005237510422812
epoch: 374
loss: 0.19585638750354556
IOU: [95.91, 72.99, 88.56, 38.86, 52.47, 55.2, 51.49, 69.14, 88.57, 49.87, 93.2, 72.37, 42.32, 87.0, 31.57, 61.32, 28.48, 23.46, 61.76]
mIOU: 61.29, mIOU_reduced: 63.11, accuracy: 93.11
epoch: 375
loss: 0.17666498105721976
epoch: 376
loss: 0.17853847019514948
epoch: 377
loss: 0.17008910014863926
epoch: 378
loss: 0.19015830600599073
epoch: 379
loss: 0.18443908008202067
epoch: 380
loss: 0.19857250513493854
epoch: 381
loss: 0.17752456580692866
epoch: 382
loss: 0.167297463673305
epoch: 383
loss: 0.16962682481885277
epoch: 384
loss: 0.18262753412729968
epoch: 385
loss: 0.17184309908402257
epoch: 386
loss: 0.1832405167890366
epoch: 387
loss: 0.1887773016512876
epoch: 388
loss: 0.16970882365967063
epoch: 389
loss: 0.19372392341374065
epoch: 390
loss: 0.1742539725334175
epoch: 391
loss: 0.17239388729121807
epoch: 392
loss: 0.1755215616801357
epoch: 393
loss: 0.17193543826634028
epoch: 394
loss: 0.17064354693230915
epoch: 395
loss: 0.1852939816899698
epoch: 396
loss: 0.20185862897300336
epoch: 397
loss: 0.1745903183708615
epoch: 398
loss: 0.17324679103903373
epoch: 399
loss: 0.17317138648418726
IOU: [97.15, 79.05, 90.46, 42.24, 55.16, 58.03, 54.47, 71.15, 91.0, 56.68, 93.57, 75.04, 50.67, 92.97, 67.81, 74.78, 61.16, 41.62, 68.44]
mIOU: 69.55, mIOU_reduced: 70.02, accuracy: 94.76
epoch: 400
loss: 0.16743787617053627
epoch: 401
loss: 0.17342506754751796
epoch: 402
loss: 0.16144013700057874
epoch: 403
loss: 0.17663200183538091
epoch: 404
loss: 0.17825504767926878
epoch: 405
loss: 0.19151338854568667
epoch: 406
loss: 0.19910248634066544
epoch: 407
loss: 0.172966849410309
epoch: 408
loss: 0.17492924425801176
epoch: 409
loss: 0.17458783068023923
epoch: 410
loss: 0.16758671326617988
epoch: 411
loss: 0.17096927031031195
epoch: 412
loss: 0.1936941252885803
epoch: 413
loss: 0.17350862229448766
epoch: 414
loss: 0.16691807667521455
epoch: 415
loss: 0.17722058637604882
epoch: 416
loss: 0.17528403694979908
epoch: 417
loss: 0.18007798583279402
epoch: 418
loss: 0.1700974447185781
epoch: 419
loss: 0.1875113851498722
epoch: 420
loss: 0.19171886214348827
epoch: 421
loss: 0.17633206357130143
epoch: 422
loss: 0.17834096082619258
epoch: 423
loss: 0.1721011249403748
epoch: 424
loss: 0.15977329600130452
IOU: [97.56, 80.63, 90.59, 48.38, 51.97, 58.3, 63.15, 74.18, 91.13, 56.33, 94.27, 76.94, 55.96, 93.36, 69.22, 78.3, 64.98, 42.75, 68.74]
mIOU: 71.41, mIOU_reduced: 71.76, accuracy: 94.95
epoch: 425
loss: 0.16497425984018896
epoch: 426
loss: 0.17056881997864845
epoch: 427
loss: 0.18220927947856025
epoch: 428
loss: 0.17416752756364903
epoch: 429
loss: 0.18178002594535883
epoch: 430
loss: 0.16831343299696708
epoch: 431
loss: 0.1831454780264042
epoch: 432
loss: 0.17050960392884487
epoch: 433
loss: 0.17032299789216
epoch: 434
loss: 0.16048596958024805
epoch: 435
loss: 0.18469760844087343
epoch: 436
loss: 0.19053167341693714
epoch: 437
loss: 0.16801128426009432
epoch: 438
loss: 0.16824538439431924
epoch: 439
loss: 0.16398806817769362
epoch: 440
loss: 0.1565551110355038
epoch: 441
loss: 0.16889534051206234
epoch: 442
loss: 0.15819920390603356
epoch: 443
loss: 0.17574684044742842
epoch: 444
loss: 0.17915344236273006
epoch: 445
loss: 0.1795138528324523
epoch: 446
loss: 0.19514455598078648
epoch: 447
loss: 0.17195660393996381
epoch: 448
loss: 0.15728108661194054
epoch: 449
loss: 0.16721101352227025
IOU: [97.86, 80.44, 87.72, 34.82, 37.63, 55.77, 59.42, 69.08, 90.85, 51.12, 93.43, 73.82, 50.54, 90.68, 42.08, 56.74, 34.16, 42.25, 69.75]
mIOU: 64.11, mIOU_reduced: 65.78, accuracy: 94.16
epoch: 450
loss: 0.18892059386820806
epoch: 451
loss: 0.17691104708495486
epoch: 452
loss: 0.16325971695049754
epoch: 453
loss: 0.15535053918062838
epoch: 454
loss: 0.1568678545180678
epoch: 455
loss: 0.16931916765286273
epoch: 456
loss: 0.1650687039420611
epoch: 457
loss: 0.16200930034776903
epoch: 458
loss: 0.16921220707764845
epoch: 459
loss: 0.17155874807718952
epoch: 460
loss: 0.18885441927736338
epoch: 461
loss: 0.1706299416098312
epoch: 462
loss: 0.16611844986034532
epoch: 463
loss: 0.16215330996924654
epoch: 464
loss: 0.1660148604218208
epoch: 465
loss: 0.16898222914281882
epoch: 466
loss: 0.18377633234159643
epoch: 467
loss: 0.16248599255101057
epoch: 468
loss: 0.17154256899080508
epoch: 469
loss: 0.17543461569396634
epoch: 470
loss: 0.15835216340189673
epoch: 471
loss: 0.15848501625086742
epoch: 472
loss: 0.17446162903083945
epoch: 473
loss: 0.1605349175451258
epoch: 474
loss: 0.16076329203869777
IOU: [97.71, 82.19, 90.02, 34.99, 48.21, 57.63, 54.79, 69.98, 91.11, 60.62, 94.11, 74.51, 52.79, 92.52, 60.84, 63.05, 42.4, 45.18, 69.38]
mIOU: 67.48, mIOU_reduced: 68.87, accuracy: 94.85
epoch: 475
loss: 0.174071887733962
epoch: 476
loss: 0.1618255273792943
epoch: 477
loss: 0.17292758153696267
epoch: 478
loss: 0.163221778734675
epoch: 479
loss: 0.1609779664809813
epoch: 480
loss: 0.15822438305278994
epoch: 481
loss: 0.18428622535618167
epoch: 482
loss: 0.1782186135167703
epoch: 483
loss: 0.17039062237402178
epoch: 484
loss: 0.18528593369732005
epoch: 485
loss: 0.15513420850038528
epoch: 486
loss: 0.15980874232927744
epoch: 487
loss: 0.17262545308334165
epoch: 488
loss: 0.16456396104592197
epoch: 489
loss: 0.1583768397649986
epoch: 490
loss: 0.16042822739988002
epoch: 491
loss: 0.17538905667889151
epoch: 492
loss: 0.1626905667773797
epoch: 493
loss: 0.18014019498767236
epoch: 494
loss: 0.18557979529999657
epoch: 495
loss: 0.18093573221700854
epoch: 496
loss: 0.16716578568650706
epoch: 497
loss: 0.1702138176865655
epoch: 498
loss: 0.16579649486953035
epoch: 499
loss: 0.1956589979865159
IOU: [97.48, 81.28, 89.83, 36.74, 51.5, 57.23, 61.19, 71.54, 90.98, 59.82, 93.05, 75.7, 55.06, 92.12, 48.25, 58.34, 29.26, 36.78, 69.7]
mIOU: 66.1, mIOU_reduced: 68.14, accuracy: 94.64
epoch: 500
loss: 0.17536025241298495
epoch: 501
loss: 0.17573002609361535
epoch: 502
loss: 0.16602016403026015
epoch: 503
loss: 0.16150257527587228
epoch: 504
loss: 0.16767501007675162
epoch: 505
loss: 0.16382058203782676
epoch: 506
loss: 0.16786596221181582
epoch: 507
loss: 0.16907600992211114
epoch: 508
loss: 0.17211853951778053
epoch: 509
loss: 0.1760129981204827
epoch: 510
loss: 0.16654703374500224
epoch: 511
loss: 0.16570003627927476
epoch: 512
loss: 0.16224128859383719
epoch: 513
loss: 0.16212663046433276
epoch: 514
loss: 0.16761902416491445
epoch: 515
loss: 0.15484282109293976
epoch: 516
loss: 0.1506913972672105
epoch: 517
loss: 0.18321342023235127
epoch: 518
loss: 0.18707326827746518
epoch: 519
loss: 0.165681473790314
epoch: 520
loss: 0.18349060123018177
epoch: 521
loss: 0.16393889532979286
epoch: 522
loss: 0.15396948811419892
epoch: 523
loss: 0.18379281637964223
epoch: 524
loss: 0.17130559393659114
IOU: [97.71, 82.07, 89.89, 48.37, 53.38, 59.78, 61.14, 73.85, 90.44, 59.24, 89.69, 77.5, 58.39, 92.87, 48.91, 75.64, 72.36, 41.25, 72.09]
mIOU: 70.77, mIOU_reduced: 70.68, accuracy: 94.86
epoch: 525
loss: 0.17910843009174351
epoch: 526
loss: 0.16259359461920603
epoch: 527
loss: 0.15371480529922038
epoch: 528
loss: 0.1665876619417391
epoch: 529
loss: 0.1747016959956714
epoch: 530
loss: 0.16822443189566347
epoch: 531
loss: 0.1557631331152029
epoch: 532
loss: 0.14985700166530685
epoch: 533
loss: 0.15140071910908923
epoch: 534
loss: 0.14538924709323925
epoch: 535
loss: 0.1676508572826167
epoch: 536
loss: 0.1725084578010914
epoch: 537
loss: 0.15992492820937035
epoch: 538
loss: 0.15421927376898795
epoch: 539
loss: 0.18111113225915682
epoch: 540
loss: 0.18465948241418906
epoch: 541
loss: 0.16713183754778937
epoch: 542
loss: 0.16256108377982342
epoch: 543
loss: 0.17589354625529036
epoch: 544
loss: 0.170275511687014
epoch: 545
loss: 0.16180765948125295
epoch: 546
loss: 0.17319336714288294
epoch: 547
loss: 0.15725243939061692
epoch: 548
loss: 0.1570228428612501
epoch: 549
loss: 0.15205360037297252
IOU: [97.57, 81.22, 90.68, 50.0, 46.82, 57.71, 61.36, 73.58, 91.23, 56.41, 93.37, 77.29, 57.55, 92.63, 62.24, 80.54, 71.04, 47.06, 71.53]
mIOU: 71.57, mIOU_reduced: 71.6, accuracy: 95.02
epoch: 550
loss: 0.16349202400510202
epoch: 551
loss: 0.153059839800683
epoch: 552
loss: 0.15474942107647255
epoch: 553
loss: 0.16114376186119578
epoch: 554
loss: 0.1548604504117426
epoch: 555
loss: 0.15295546574171662
epoch: 556
loss: 0.1485294234158215
epoch: 557
loss: 0.155942317891635
epoch: 558
loss: 0.15465696913132448
epoch: 559
loss: 0.1940594538042166
epoch: 560
loss: 0.16076416466033683
epoch: 561
loss: 0.16517625662756738
epoch: 562
loss: 0.15401163540599802
epoch: 563
loss: 0.1546339860783433
epoch: 564
loss: 0.1497487907983222
epoch: 565
loss: 0.1486025165836766
epoch: 566
loss: 0.15536947620686173
epoch: 567
loss: 0.16521839076537648
epoch: 568
loss: 0.17308132862546693
epoch: 569
loss: 0.15963670539084793
epoch: 570
loss: 0.15557888433377376
epoch: 571
loss: 0.14924016649109334
epoch: 572
loss: 0.15683516434260777
epoch: 573
loss: 0.14667464348906778
epoch: 574
loss: 0.14688043479087218
IOU: [97.45, 80.9, 91.29, 58.07, 57.15, 60.49, 61.24, 69.54, 92.16, 64.72, 94.14, 77.32, 55.43, 93.83, 58.98, 76.23, 74.57, 50.84, 71.39]
mIOU: 72.93, mIOU_reduced: 72.84, accuracy: 95.31
epoch: 575
loss: 0.17557762340313662
epoch: 576
loss: 0.15334234027207058
epoch: 577
loss: 0.1495974918782229
epoch: 578
loss: 0.15908104052762137
epoch: 579
loss: 0.15385437082007247
epoch: 580
loss: 0.17047021066082135
epoch: 581
loss: 0.16620132517862835
epoch: 582
loss: 0.15224968505435876
epoch: 583
loss: 0.16844833901307654
epoch: 584
loss: 0.173022676952123
epoch: 585
loss: 0.15802592503012353
epoch: 586
loss: 0.15326526957862782
epoch: 587
loss: 0.15073948295289938
epoch: 588
loss: 0.14472415055226123
epoch: 589
loss: 0.14610484019524325
epoch: 590
loss: 0.16112699646834094
epoch: 591
loss: 0.15212310985172534
epoch: 592
loss: 0.16460368495103161
epoch: 593
loss: 0.1495824383918166
epoch: 594
loss: 0.16115807966803605
epoch: 595
loss: 0.17182262623406486
epoch: 596
loss: 0.1631941281640626
epoch: 597
loss: 0.15329589767035126
epoch: 598
loss: 0.1483914191631294
epoch: 599
loss: 0.14886653461465937
IOU: [97.91, 83.47, 91.59, 55.17, 58.02, 62.07, 66.22, 74.62, 91.94, 62.74, 94.3, 77.85, 59.06, 92.84, 50.05, 66.55, 66.87, 50.05, 72.68]
mIOU: 72.32, mIOU_reduced: 72.62, accuracy: 95.43
epoch: 600
loss: 0.16050052034324713
epoch: 601
loss: 0.14747019942518513
epoch: 602
loss: 0.13984454292653384
epoch: 603
loss: 0.1451899715952796
epoch: 604
loss: 0.14514398273592688
epoch: 605
loss: 0.14479836540402108
epoch: 606
loss: 0.13927165400789113
epoch: 607
loss: 0.18099354175383833
epoch: 608
loss: 0.1608502120582884
epoch: 609
loss: 0.14431338100581156
epoch: 610
loss: 0.1595824829972979
epoch: 611
loss: 0.17196281282406933
epoch: 612
loss: 0.1563442653481851
epoch: 613
loss: 0.15910455208984667
epoch: 614
loss: 0.15945080856508964
epoch: 615
loss: 0.1600557223082874
epoch: 616
loss: 0.15307543497040588
epoch: 617
loss: 0.16248579459852286
epoch: 618
loss: 0.1599210183615633
epoch: 619
loss: 0.1392766086038232
epoch: 620
loss: 0.15169518597604773
epoch: 621
loss: 0.15412671062743888
epoch: 622
loss: 0.15267581223557902
epoch: 623
loss: 0.146756899505452
epoch: 624
loss: 0.14366082545881964
IOU: [97.81, 81.98, 91.55, 54.67, 56.46, 60.53, 65.18, 74.56, 91.87, 57.75, 94.12, 78.18, 56.55, 93.99, 72.66, 77.48, 59.49, 52.57, 72.0]
mIOU: 73.13, mIOU_reduced: 73.88, accuracy: 95.44
epoch: 625
loss: 0.14027476055683152
epoch: 626
loss: 0.14163647784859024
epoch: 627
loss: 0.15378989162792092
epoch: 628
loss: 0.1623367523809649
epoch: 629
loss: 0.14729977019552914
epoch: 630
loss: 0.13768347533484995
epoch: 631
loss: 0.14460033009637077
epoch: 632
loss: 0.1526893522700852
epoch: 633
loss: 0.1453696225250185
epoch: 634
loss: 0.14210839416942186
epoch: 635
loss: 0.14216868330365565
epoch: 636
loss: 0.13616629967069369
epoch: 637
loss: 0.16097293784113906
epoch: 638
loss: 0.1551162692695615
epoch: 639
loss: 0.16584076788627877
epoch: 640
loss: 0.14732635085473486
epoch: 641
loss: 0.1533548735945694
epoch: 642
loss: 0.149775803048977
epoch: 643
loss: 0.14675311035303415
epoch: 644
loss: 0.15089006549264541
epoch: 645
loss: 0.1514595770691283
epoch: 646
loss: 0.14211561741693965
epoch: 647
loss: 0.14318843810465137
epoch: 648
loss: 0.16077970667187416
epoch: 649
loss: 0.1482173612095275
IOU: [97.89, 82.68, 91.06, 41.07, 57.79, 60.62, 66.38, 75.09, 91.98, 59.74, 93.6, 79.33, 56.11, 94.18, 63.17, 73.88, 49.93, 55.71, 72.02]
mIOU: 71.7, mIOU_reduced: 72.91, accuracy: 95.39
epoch: 650
loss: 0.14350786236820195
epoch: 651
loss: 0.1506801594219439
epoch: 652
loss: 0.16098112205289444
epoch: 653
loss: 0.15882429066854667
epoch: 654
loss: 0.16342786615187266
epoch: 655
loss: 0.14522081338411394
epoch: 656
loss: 0.14303312854304145
epoch: 657
loss: 0.14036580004460728
epoch: 658
loss: 0.1423408330852452
epoch: 659
loss: 0.16534610877862838
epoch: 660
loss: 0.1627131927848826
epoch: 661
loss: 0.16056304748328226
epoch: 662
loss: 0.15345107774046876
epoch: 663
loss: 0.14329373099492246
epoch: 664
loss: 0.13766678991022135
epoch: 665
loss: 0.14395774927020394
epoch: 666
loss: 0.14390586248305287
epoch: 667
loss: 0.1454391751006607
epoch: 668
loss: 0.1420659854244993
epoch: 669
loss: 0.13651117525814035
epoch: 670
loss: 0.1371161189442375
epoch: 671
loss: 0.13424214472708035
epoch: 672
loss: 0.14256262443859302
epoch: 673
loss: 0.13930026670752188
epoch: 674
loss: 0.14230506590032835
IOU: [97.72, 82.08, 91.06, 43.27, 56.65, 61.39, 60.57, 74.33, 91.74, 62.15, 94.2, 79.13, 60.43, 93.67, 56.62, 78.86, 77.03, 52.77, 72.15]
mIOU: 72.94, mIOU_reduced: 72.71, accuracy: 95.31
epoch: 675
loss: 0.13849732520766656
epoch: 676
loss: 0.13926128255871106
epoch: 677
loss: 0.1330601573392066
epoch: 678
loss: 0.15599564396628152
epoch: 679
loss: 0.1460349959825891
epoch: 680
loss: 0.14113899203885918
epoch: 681
loss: 0.1370320212286759
epoch: 682
loss: 0.13349936342223315
epoch: 683
loss: 0.13962103486703734
epoch: 684
loss: 0.1346412087386509
epoch: 685
loss: 0.156240615280812
epoch: 686
loss: 0.16094568705141063
epoch: 687
loss: 0.16213944024152832
epoch: 688
loss: 0.1587887251312842
epoch: 689
loss: 0.1846204960563112
epoch: 690
loss: 0.15543175579081328
epoch: 691
loss: 0.14837088781306043
epoch: 692
loss: 0.1416951158859659
epoch: 693
loss: 0.14551391456567372
epoch: 694
loss: 0.14521556691018075
epoch: 695
loss: 0.14800726125302982
epoch: 696
loss: 0.1516753219047968
epoch: 697
loss: 0.14373315346610513
epoch: 698
loss: 0.1611136537637672
epoch: 699
loss: 0.15532733528119214
IOU: [96.25, 74.51, 90.8, 41.86, 52.73, 58.91, 63.36, 72.6, 91.28, 57.53, 94.16, 77.37, 55.52, 93.15, 63.65, 77.4, 69.42, 48.71, 71.72]
mIOU: 71.1, mIOU_reduced: 71.19, accuracy: 94.59
epoch: 700
loss: 0.1523925475474959
epoch: 701
loss: 0.1542440703856656
epoch: 702
loss: 0.14713300738453544
epoch: 703
loss: 0.1355926028761581
epoch: 704
loss: 0.13901271815650226
epoch: 705
loss: 0.1345205407218149
epoch: 706
loss: 0.13449550526482718
epoch: 707
loss: 0.15031990585622762
epoch: 708
loss: 0.1366775655401042
epoch: 709
loss: 0.12886386384780837
epoch: 710
loss: 0.13024916778998877
epoch: 711
loss: 0.1344830246988654
epoch: 712
loss: 0.13343055729033812
epoch: 713
loss: 0.1296365365104855
epoch: 714
loss: 0.13318479673640748
epoch: 715
loss: 0.13979074475418204
epoch: 716
loss: 0.15883003809863344
epoch: 717
loss: 0.14312876752926654
epoch: 718
loss: 0.1331543513546093
epoch: 719
loss: 0.1408955714893791
epoch: 720
loss: 0.13928998673379903
epoch: 721
loss: 0.13178444836499556
epoch: 722
loss: 0.13449304649290048
epoch: 723
loss: 0.13670304933728555
epoch: 724
loss: 0.13579805500584471
IOU: [98.02, 83.97, 91.78, 51.96, 57.37, 60.23, 66.47, 74.88, 92.37, 64.5, 94.92, 79.62, 58.93, 94.24, 64.37, 81.96, 73.85, 57.73, 73.73]
mIOU: 74.78, mIOU_reduced: 74.84, accuracy: 95.71
epoch: 725
loss: 0.13122012166964075
epoch: 726
loss: 0.15278475641240327
epoch: 727
loss: 0.15593089805941054
epoch: 728
loss: 0.14693351419306186
epoch: 729
loss: 0.1416543740427719
epoch: 730
loss: 0.14127659392003422
epoch: 731
loss: 0.15342042109153342
epoch: 732
loss: 0.15171955025822648
epoch: 733
loss: 0.14492905451200722
epoch: 734
loss: 0.14313657139992778
epoch: 735
loss: 0.13304363934177593
epoch: 736
loss: 0.13657660159781937
epoch: 737
loss: 0.13373214999499988
epoch: 738
loss: 0.1274095022814936
epoch: 739
loss: 0.1309384910083524
epoch: 740
loss: 0.1296687760362728
epoch: 741
loss: 0.1326860267357685
epoch: 742
loss: 0.12730616477702184
epoch: 743
loss: 0.1271723042119224
epoch: 744
loss: 0.13357572404120488
epoch: 745
loss: 0.13189824381366252
epoch: 746
loss: 0.13093376593448403
epoch: 747
loss: 0.15067283295074885
epoch: 748
loss: 0.13432914253595382
epoch: 749
loss: 0.13333281223986027
IOU: [97.88, 83.09, 91.28, 52.6, 56.42, 62.98, 66.38, 75.97, 91.96, 61.51, 94.08, 79.44, 57.62, 94.14, 65.34, 73.17, 61.75, 52.86, 73.22]
mIOU: 73.25, mIOU_reduced: 73.89, accuracy: 95.52
epoch: 750
loss: 0.13360283810976703
epoch: 751
loss: 0.13511318534692984
epoch: 752
loss: 0.13626885259488844
epoch: 753
loss: 0.13380853138924287
epoch: 754
loss: 0.1338743459423276
epoch: 755
loss: 0.14563496521300062
epoch: 756
loss: 0.1423366223022623
epoch: 757
loss: 0.1364660345198652
epoch: 758
loss: 0.12899650032870533
epoch: 759
loss: 0.12764576633744484
epoch: 760
loss: 0.12473184749925875
epoch: 761
loss: 0.13547958313133518
epoch: 762
loss: 0.13025929011665585
epoch: 763
loss: 0.13249949355813048
epoch: 764
loss: 0.15584273250758487
epoch: 765
loss: 0.13065636555621565
epoch: 766
loss: 0.12946396064003202
epoch: 767
loss: 0.14197160642985707
epoch: 768
loss: 0.13353101595874745
epoch: 769
loss: 0.13671578936821047
epoch: 770
loss: 0.12805472310341273
epoch: 771
loss: 0.1358497259671476
epoch: 772
loss: 0.13177527999379884
epoch: 773
loss: 0.13066364186150686
epoch: 774
loss: 0.12406368188138278
IOU: [98.03, 84.12, 92.3, 54.4, 59.18, 62.18, 67.49, 76.34, 92.4, 64.57, 94.84, 79.73, 60.98, 94.13, 63.67, 82.98, 78.66, 53.92, 73.34]
mIOU: 75.43, mIOU_reduced: 75.25, accuracy: 95.83
epoch: 775
loss: 0.13181333619388289
epoch: 776
loss: 0.13156334969473657
epoch: 777
loss: 0.12745697041245482
epoch: 778
loss: 0.13320514895122326
epoch: 779
loss: 0.13268309323533847
epoch: 780
loss: 0.12910945818952793
epoch: 781
loss: 0.1635690108945749
epoch: 782
loss: 0.16172823470557796
epoch: 783
loss: 0.15773385245041704
epoch: 784
loss: 0.13743661089004533
epoch: 785
loss: 0.12991769238302328
epoch: 786
loss: 0.1280904503242989
epoch: 787
loss: 0.13023851920330942
epoch: 788
loss: 0.13804538650413087
epoch: 789
loss: 0.1272127113814624
epoch: 790
loss: 0.1275983133486339
epoch: 791
loss: 0.12277940301239651
epoch: 792
loss: 0.12209802361913126
epoch: 793
loss: 0.12411297640871166
epoch: 794
loss: 0.12572513400223057
epoch: 795
loss: 0.12714079504385792
epoch: 796
loss: 0.12704020630156576
epoch: 797
loss: 0.12466658557441357
epoch: 798
loss: 0.12396872607925831
epoch: 799
loss: 0.12284606327666749
IOU: [98.16, 84.52, 92.04, 53.78, 59.3, 62.21, 66.68, 76.28, 92.26, 60.66, 94.46, 79.81, 58.4, 94.09, 70.04, 75.62, 62.7, 50.61, 74.0]
mIOU: 73.98, mIOU_reduced: 74.61, accuracy: 95.77
epoch: 800
loss: 0.1247455856469121
epoch: 801
loss: 0.12547737801814016
epoch: 802
loss: 0.12367469313331049
epoch: 803
loss: 0.12059494932345304
epoch: 804
loss: 0.12205024658027042
epoch: 805
loss: 0.12366606580279266
epoch: 806
loss: 0.12779234914043844
epoch: 807
loss: 0.12425785477591975
epoch: 808
loss: 0.12077842950017625
epoch: 809
loss: 0.12586145560857098
epoch: 810
loss: 0.11974175081580797
epoch: 811
loss: 0.11877171767529131
epoch: 812
loss: 0.12105130850063822
epoch: 813
loss: 0.12563521816643744
epoch: 814
loss: 0.126204840879074
epoch: 815
loss: 0.121314851301057
epoch: 816
loss: 0.12066295485933515
epoch: 817
loss: 0.12326050322814129
epoch: 818
loss: 0.12659473572619198
epoch: 819
loss: 0.1330394754512612
epoch: 820
loss: 0.12564020826810132
epoch: 821
loss: 0.11830293859111653
epoch: 822
loss: 0.11666771000366648
epoch: 823
loss: 0.12057656071819063
epoch: 824
loss: 0.13368930342303453
IOU: [97.94, 83.63, 91.46, 58.53, 57.4, 59.37, 65.93, 71.87, 91.93, 60.63, 93.4, 78.36, 57.34, 92.32, 25.57, 74.32, 63.2, 54.23, 73.41]
mIOU: 71.1, mIOU_reduced: 71.54, accuracy: 95.39
epoch: 825
loss: 0.12165985240367545
epoch: 826
loss: 0.11868046898886843
epoch: 827
loss: 0.11878004822769576
epoch: 828
loss: 0.129529239655023
epoch: 829
loss: 0.13168631134569805
epoch: 830
loss: 0.12690807858888672
epoch: 831
loss: 0.13942825623519337
epoch: 832
loss: 0.14118540019921536
epoch: 833
loss: 0.1327221153198548
epoch: 834
loss: 0.13211610212399952
epoch: 835
loss: 0.1334646178705673
epoch: 836
loss: 0.12348460647054117
epoch: 837
loss: 0.12316351408023397
epoch: 838
loss: 0.12042804994191121
epoch: 839
loss: 0.1189444457303803
epoch: 840
loss: 0.11906339447051688
epoch: 841
loss: 0.11714904295466338
epoch: 842
loss: 0.11421251650447795
epoch: 843
loss: 0.11843201007965119
epoch: 844
loss: 0.12111548430755775
epoch: 845
loss: 0.11985309966249928
epoch: 846
loss: 0.12461976807393796
epoch: 847
loss: 0.12519219818944238
epoch: 848
loss: 0.1190532274403662
epoch: 849
loss: 0.1177667282581972
IOU: [98.0, 83.97, 92.29, 56.18, 60.95, 64.23, 67.75, 77.77, 92.29, 63.9, 94.92, 80.62, 61.9, 94.51, 72.09, 79.66, 59.3, 59.01, 74.31]
mIOU: 75.45, mIOU_reduced: 76.35, accuracy: 95.86
epoch: 850
loss: 0.11625848490634376
epoch: 851
loss: 0.113851276931737
epoch: 852
loss: 0.11510124304545215
epoch: 853
loss: 0.1153463167803628
epoch: 854
loss: 0.11351581516291574
epoch: 855
loss: 0.1168455369870939
epoch: 856
loss: 0.11309496442865169
epoch: 857
loss: 0.11359771888331582
epoch: 858
loss: 0.11456010631232891
epoch: 859
loss: 0.11542516913656597
epoch: 860
loss: 0.11213446156475743
epoch: 861
loss: 0.11662406179140199
epoch: 862
loss: 0.12267485887535177
epoch: 863
loss: 0.11813478410806295
epoch: 864
loss: 0.11625856908183856
epoch: 865
loss: 0.11195249202839448
epoch: 866
loss: 0.11521018944138466
epoch: 867
loss: 0.11371017026531728
epoch: 868
loss: 0.1114846771417281
epoch: 869
loss: 0.10976749513991117
epoch: 870
loss: 0.11216452016904348
epoch: 871
loss: 0.12060274770157035
epoch: 872
loss: 0.11615717403008288
epoch: 873
loss: 0.11618775886425753
epoch: 874
loss: 0.11823241593381466
IOU: [98.04, 84.16, 92.16, 56.32, 62.61, 64.45, 68.69, 77.85, 91.82, 59.92, 94.85, 80.07, 60.38, 94.63, 72.5, 80.48, 69.31, 59.63, 74.99]
mIOU: 75.94, mIOU_reduced: 76.31, accuracy: 95.81
epoch: 875
loss: 0.11803890559872526
epoch: 876
loss: 0.11451189284215398
epoch: 877
loss: 0.1135759571130385
epoch: 878
loss: 0.11093391521238895
epoch: 879
loss: 0.12181001841379305
epoch: 880
loss: 0.11141182833685065
epoch: 881
loss: 0.11613269985686094
epoch: 882
loss: 0.11698045055419608
epoch: 883
loss: 0.11441522541473496
epoch: 884
loss: 0.11494636320762557
epoch: 885
loss: 0.11498302578765426
epoch: 886
loss: 0.11172747877087555
epoch: 887
loss: 0.11177866311487805
epoch: 888
loss: 0.11136217961574822
epoch: 889
loss: 0.10869173689511909
epoch: 890
loss: 0.10644846557165091
epoch: 891
loss: 0.10917489010730201
epoch: 892
loss: 0.10443986157040712
epoch: 893
loss: 0.10648417324229392
epoch: 894
loss: 0.10848765585300414
epoch: 895
loss: 0.10983117153702399
epoch: 896
loss: 0.10646087965473654
epoch: 897
loss: 0.11079880749841906
epoch: 898
loss: 0.11230054060926013
epoch: 899
loss: 0.10767337708982495
IOU: [97.97, 83.65, 92.08, 58.88, 59.58, 63.6, 68.4, 77.25, 92.17, 61.81, 94.46, 80.3, 60.72, 93.68, 74.43, 81.06, 77.44, 61.77, 74.94]
mIOU: 76.54, mIOU_reduced: 76.49, accuracy: 95.8
epoch: 900
loss: 0.12748357882557532
epoch: 901
loss: 0.11224246926786444
epoch: 902
loss: 0.10866981008745268
epoch: 903
loss: 0.10672844051712285
epoch: 904
loss: 0.1073663227882668
epoch: 905
loss: 0.10639456587258696
epoch: 906
loss: 0.11027021510300611
epoch: 907
loss: 0.11058466801183886
epoch: 908
loss: 0.10621231758208931
epoch: 909
loss: 0.1068055812681139
epoch: 910
loss: 0.10789013065578482
epoch: 911
loss: 0.11223975374210235
epoch: 912
loss: 0.10596909619004258
epoch: 913
loss: 0.11184458964757842
epoch: 914
loss: 0.1067548062441484
epoch: 915
loss: 0.10714908436221897
epoch: 916
loss: 0.10789153143522554
epoch: 917
loss: 0.10495504100287378
epoch: 918
loss: 0.10386789935538068
epoch: 919
loss: 0.10556808072882842
epoch: 920
loss: 0.10464811825125686
epoch: 921
loss: 0.10327610487966846
epoch: 922
loss: 0.10294720277471363
epoch: 923
loss: 0.1023752850623465
epoch: 924
loss: 0.10785538218212577
IOU: [98.28, 85.71, 92.31, 56.58, 61.53, 64.96, 69.33, 78.06, 92.44, 64.23, 94.94, 80.94, 61.96, 94.58, 72.17, 80.26, 73.34, 62.31, 75.37]
mIOU: 76.8, mIOU_reduced: 77.0, accuracy: 96.04
epoch: 925
loss: 0.1052982717390973
epoch: 926
loss: 0.10214011952521987
epoch: 927
loss: 0.10346319658977966
epoch: 928
loss: 0.10094445106395171
epoch: 929
loss: 0.10514870228752936
epoch: 930
loss: 0.10114296008594274
epoch: 931
loss: 0.10381647486571031
epoch: 932
loss: 0.10305064931672539
epoch: 933
loss: 0.10182479547080647
epoch: 934
loss: 0.10317751808428378
epoch: 935
loss: 0.10116239882142075
epoch: 936
loss: 0.10536265109146059
epoch: 937
loss: 0.10043716726879869
epoch: 938
loss: 0.1019048255810519
epoch: 939
loss: 0.10294437683576523
epoch: 940
loss: 0.10013723574237361
epoch: 941
loss: 0.10322875419074314
epoch: 942
loss: 0.09964077652625318
epoch: 943
loss: 0.09824972487283203
epoch: 944
loss: 0.09912300651084702
epoch: 945
loss: 0.10245473561381715
epoch: 946
loss: 0.09872415157742899
epoch: 947
loss: 0.10048512751964546
epoch: 948
loss: 0.09746486658476433
epoch: 949
loss: 0.0986577274523816
IOU: [98.1, 84.92, 92.6, 59.19, 62.41, 65.35, 70.91, 79.43, 92.61, 64.88, 95.09, 81.39, 62.37, 94.62, 76.58, 82.31, 76.3, 61.46, 75.55]
mIOU: 77.69, mIOU_reduced: 77.76, accuracy: 96.09
epoch: 950
loss: 0.09821973485003585
epoch: 951
loss: 0.09761654861733277
epoch: 952
loss: 0.09873519648077353
epoch: 953
loss: 0.0970986753481257
epoch: 954
loss: 0.09802349888772335
epoch: 955
loss: 0.09929855204014122
epoch: 956
loss: 0.09708922494935861
epoch: 957
loss: 0.09766452390991774
epoch: 958
loss: 0.09636902770986454
epoch: 959
loss: 0.09801641456039768
epoch: 960
loss: 0.09646093251931699
epoch: 961
loss: 0.09854691363168212
epoch: 962
loss: 0.09576631594459323
epoch: 963
loss: 0.09627916360640462
epoch: 964
loss: 0.09594317441279034
epoch: 965
loss: 0.09700425287502795
epoch: 966
loss: 0.09563549049700688
epoch: 967
loss: 0.09450400012201376
epoch: 968
loss: 0.09727013080990861
epoch: 969
loss: 0.09505867224056123
epoch: 970
loss: 0.09416767874496645
IOU: [98.37, 86.31, 92.69, 56.92, 64.57, 65.8, 70.92, 78.77, 92.73, 65.17, 95.1, 81.21, 61.87, 94.83, 79.2, 85.41, 81.66, 62.48, 76.31]
mIOU: 78.44, mIOU_reduced: 78.26, accuracy: 96.24
epoch: 971
loss: 0.09363485067440172
IOU: [98.37, 86.32, 92.58, 55.85, 63.65, 66.23, 70.89, 79.27, 92.71, 65.62, 94.7, 81.42, 62.32, 94.92, 77.89, 85.48, 83.12, 63.26, 75.82]
mIOU: 78.44, mIOU_reduced: 78.18, accuracy: 96.22
epoch: 972
loss: 0.09513440827595578
IOU: [98.39, 86.41, 92.64, 59.25, 63.37, 65.57, 70.58, 78.24, 92.6, 65.0, 94.93, 81.05, 62.61, 94.86, 74.25, 82.5, 79.69, 61.51, 76.05]
mIOU: 77.87, mIOU_reduced: 77.77, accuracy: 96.2
epoch: 973
loss: 0.09656133854164267
IOU: [98.32, 85.92, 92.74, 59.43, 63.92, 66.03, 70.77, 79.03, 92.66, 64.53, 94.88, 81.54, 63.61, 94.85, 73.47, 83.02, 75.23, 62.65, 76.01]
mIOU: 77.82, mIOU_reduced: 77.97, accuracy: 96.2
epoch: 974
loss: 0.09448129027037608
IOU: [98.33, 86.11, 92.79, 60.98, 63.83, 65.91, 70.65, 79.1, 92.73, 65.05, 95.13, 81.63, 62.2, 94.89, 74.13, 84.47, 79.85, 62.69, 76.16]
mIOU: 78.25, mIOU_reduced: 78.16, accuracy: 96.24
epoch: 975
loss: 0.09524071333061332
IOU: [98.37, 86.41, 92.79, 59.34, 64.16, 65.94, 70.57, 79.12, 92.72, 65.38, 94.97, 81.5, 62.39, 94.93, 75.08, 85.4, 79.74, 64.05, 75.75]
mIOU: 78.35, mIOU_reduced: 78.27, accuracy: 96.26
epoch: 976
loss: 0.09564311024193173
IOU: [98.37, 86.28, 92.77, 60.45, 63.16, 66.24, 70.85, 78.79, 92.72, 65.11, 95.04, 81.38, 62.79, 94.85, 74.25, 85.19, 82.51, 62.5, 76.22]
mIOU: 78.39, mIOU_reduced: 78.16, accuracy: 96.26
epoch: 977
loss: 0.09458792697628232
IOU: [98.4, 86.45, 92.81, 60.89, 64.13, 66.1, 70.68, 78.9, 92.72, 64.79, 94.93, 81.37, 62.79, 94.82, 71.77, 83.97, 80.98, 62.94, 76.31]
mIOU: 78.2, mIOU_reduced: 78.04, accuracy: 96.26
epoch: 978
loss: 0.09551990149678245
IOU: [98.38, 86.34, 92.88, 57.76, 62.22, 65.89, 70.55, 79.27, 92.76, 65.65, 95.06, 81.32, 62.33, 94.78, 65.16, 83.14, 75.74, 62.71, 76.19]
mIOU: 77.27, mIOU_reduced: 77.36, accuracy: 96.23
epoch: 979
loss: 0.09540577287060231
IOU: [98.36, 86.28, 92.93, 60.79, 63.51, 66.26, 70.71, 79.4, 92.74, 65.85, 95.0, 81.33, 61.83, 94.81, 69.38, 83.9, 80.36, 62.61, 76.27]
mIOU: 78.02, mIOU_reduced: 77.89, accuracy: 96.26
epoch: 980
loss: 0.09308754280209541
IOU: [98.35, 86.13, 92.91, 61.75, 63.44, 65.91, 70.94, 79.32, 92.78, 66.16, 94.97, 81.52, 62.38, 94.79, 71.0, 83.39, 80.1, 63.19, 75.9]
mIOU: 78.15, mIOU_reduced: 78.05, accuracy: 96.27
epoch: 981
loss: 0.09304502457781944
IOU: [98.37, 86.39, 92.84, 57.77, 63.75, 66.22, 70.35, 79.24, 92.67, 65.5, 95.09, 81.5, 62.94, 94.88, 71.57, 85.4, 83.04, 63.48, 75.86]
mIOU: 78.26, mIOU_reduced: 77.99, accuracy: 96.24
epoch: 982
loss: 0.09284864689381618
IOU: [98.34, 86.21, 92.83, 58.19, 64.47, 66.18, 70.85, 79.25, 92.7, 65.51, 95.08, 81.3, 61.02, 94.86, 74.16, 85.98, 81.5, 63.46, 76.51]
mIOU: 78.34, mIOU_reduced: 78.16, accuracy: 96.25
epoch: 983
loss: 0.09316431332349456
IOU: [98.36, 86.29, 92.8, 58.39, 64.6, 65.97, 71.03, 79.35, 92.78, 65.79, 95.09, 81.24, 61.55, 94.84, 74.32, 84.23, 81.21, 63.5, 76.27]
mIOU: 78.29, mIOU_reduced: 78.13, accuracy: 96.26
epoch: 984
loss: 0.09442478927439757
IOU: [98.33, 86.11, 92.72, 58.35, 64.66, 66.28, 71.1, 79.33, 92.78, 65.86, 95.13, 81.45, 62.27, 94.92, 79.43, 85.37, 82.98, 63.69, 75.86]
mIOU: 78.77, mIOU_reduced: 78.54, accuracy: 96.26
epoch: 985
loss: 0.09309553518650346
IOU: [98.35, 86.28, 92.67, 56.88, 65.03, 66.31, 70.91, 79.35, 92.64, 65.47, 95.05, 81.42, 62.28, 94.9, 79.2, 85.68, 81.38, 63.37, 76.55]
mIOU: 78.62, mIOU_reduced: 78.46, accuracy: 96.24
epoch: 986
loss: 0.09191527789975755
IOU: [98.36, 86.37, 92.69, 57.89, 64.62, 65.99, 71.0, 79.16, 92.72, 66.12, 95.03, 81.48, 62.38, 94.89, 79.48, 85.32, 82.49, 62.74, 76.53]
mIOU: 78.7, mIOU_reduced: 78.49, accuracy: 96.26
epoch: 987
loss: 0.09230094652050588
IOU: [98.36, 86.41, 92.8, 59.94, 63.8, 66.25, 70.82, 79.15, 92.72, 66.03, 94.99, 81.36, 62.32, 94.89, 78.54, 85.44, 83.48, 63.26, 76.5]
mIOU: 78.79, mIOU_reduced: 78.53, accuracy: 96.28
epoch: 988
loss: 0.0911037459708449
IOU: [98.33, 86.08, 92.78, 58.2, 64.95, 66.0, 70.93, 79.34, 92.73, 65.54, 95.06, 81.49, 63.15, 94.87, 78.28, 85.1, 83.58, 63.49, 76.11]
mIOU: 78.74, mIOU_reduced: 78.47, accuracy: 96.25
epoch: 989
loss: 0.09206639003319882
IOU: [98.31, 86.05, 92.76, 59.11, 64.0, 66.07, 70.94, 79.28, 92.69, 66.05, 95.17, 81.62, 62.55, 94.88, 77.59, 85.45, 83.93, 63.55, 76.33]
mIOU: 78.75, mIOU_reduced: 78.47, accuracy: 96.25
epoch: 990
loss: 0.09336419322219178
IOU: [98.31, 86.07, 92.89, 60.71, 64.98, 66.02, 70.82, 79.3, 92.69, 66.09, 95.12, 81.53, 62.29, 94.82, 77.47, 84.45, 83.3, 63.41, 76.36]
mIOU: 78.77, mIOU_reduced: 78.52, accuracy: 96.27
epoch: 991
loss: 0.09214310749682454
IOU: [98.29, 85.96, 92.86, 61.15, 64.45, 66.23, 70.99, 79.21, 92.75, 66.5, 95.08, 81.7, 63.06, 94.9, 76.9, 85.01, 83.65, 63.19, 76.28]
mIOU: 78.85, mIOU_reduced: 78.58, accuracy: 96.27
epoch: 992
loss: 0.09197211207324925
IOU: [98.3, 86.01, 92.85, 59.56, 64.64, 66.36, 70.9, 79.35, 92.72, 65.99, 95.22, 81.58, 62.7, 94.92, 77.26, 85.24, 83.99, 62.95, 76.42]
mIOU: 78.79, mIOU_reduced: 78.5, accuracy: 96.27
epoch: 993
loss: 0.09326799898697039
IOU: [98.3, 85.92, 92.77, 58.61, 64.12, 66.42, 70.93, 79.26, 92.71, 65.4, 95.13, 81.56, 62.4, 94.97, 77.87, 84.98, 83.83, 62.65, 76.48]
mIOU: 78.65, mIOU_reduced: 78.36, accuracy: 96.24
epoch: 994
loss: 0.09291396147478623
IOU: [98.28, 85.85, 92.78, 58.2, 64.52, 66.31, 71.06, 79.24, 92.75, 65.97, 95.16, 81.41, 62.27, 94.94, 77.69, 85.44, 83.37, 62.99, 76.34]
mIOU: 78.66, mIOU_reduced: 78.4, accuracy: 96.24
epoch: 995
loss: 0.09329535581191595
IOU: [98.28, 85.84, 92.82, 59.97, 64.08, 66.35, 70.95, 79.32, 92.71, 65.77, 95.17, 81.61, 62.38, 94.9, 76.53, 85.97, 83.69, 63.54, 76.22]
mIOU: 78.74, mIOU_reduced: 78.47, accuracy: 96.25
epoch: 996
loss: 0.09354992783214204
IOU: [98.28, 85.86, 92.8, 58.93, 64.24, 66.03, 70.89, 79.37, 92.75, 66.22, 95.15, 81.58, 62.54, 94.88, 77.1, 85.63, 83.68, 63.7, 76.31]
mIOU: 78.73, mIOU_reduced: 78.46, accuracy: 96.25
epoch: 997
loss: 0.09119529287127472
IOU: [98.29, 85.94, 92.88, 60.08, 64.39, 66.38, 71.12, 79.36, 92.73, 65.81, 95.18, 81.57, 62.35, 94.92, 76.3, 85.81, 83.59, 63.62, 76.37]
mIOU: 78.77, mIOU_reduced: 78.5, accuracy: 96.26
epoch: 998
loss: 0.09356980494692962
IOU: [98.3, 85.97, 92.88, 60.18, 64.28, 66.4, 70.92, 79.36, 92.75, 65.84, 95.16, 81.49, 62.44, 94.89, 76.59, 85.62, 83.43, 63.5, 76.2]
mIOU: 78.75, mIOU_reduced: 78.49, accuracy: 96.27
epoch: 999
loss: 0.09006176404956216
IOU: [98.29, 85.88, 92.86, 60.39, 64.6, 66.41, 71.01, 79.36, 92.75, 66.12, 95.14, 81.42, 62.33, 94.92, 77.1, 85.8, 83.35, 63.17, 76.28]
mIOU: 78.8, mIOU_reduced: 78.55, accuracy: 96.27
Best mIOU: 78.84918132581208
Best global accuracy: 96.27582430839539
Training time 1 day, 19:07:10
mIOUs: [77.76045949835526, 78.84918132581208]
global_accuracies: [96.23296856880188, 96.27582430839539]
{'model_name': 'exp48_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, 'runs': 1, 'run': 3, 'RNG_seed': 3, 'loss_type': 'cross_entropy', 'eval_while_train': True, 'exclude_classes': [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', 'resize_mode': 'uniform', 'edge_aware_crop': False, 'boost_rare_classes': False, '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': 30, 'save_dir': 'checkpoints', 'log_dir': 'training_log', 'save_name': 'cityscapes_exp48_decoder26_train_1000_epochs', 'save_best_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_run3', 'save_latest_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'resume_path': 'checkpoints/cityscapes_exp48_decoder26_train_1000_epochs_latest', 'log_path': 'training_log/cityscapes_exp48_decoder26_train_1000_epochs_log.txt'}
run: 3
epoch: 0
loss: 1.2008064226962807
IOU: [83.59, 16.92, 48.0, 0.0, 0.0, 0.0, 0.0, 0.0, 38.2, 24.41, 17.99, 0.0, 0.0, 38.79, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.1, mIOU_reduced: 14.88, accuracy: 68.85
epoch: 1
loss: 0.8936926323287891
epoch: 2
loss: 0.7742991787243404
epoch: 3
loss: 0.7337734953091151
epoch: 4
loss: 0.6696289789001897
epoch: 5
loss: 0.6159097475182977
epoch: 6
loss: 0.581688455574596
epoch: 7
loss: 0.5566303273738233
epoch: 8
loss: 0.5185083250472488
epoch: 9
loss: 0.5204750655314351
epoch: 10
loss: 0.4962147827739664
epoch: 11
loss: 0.4639924389895082
epoch: 12
loss: 0.46784101567178404
epoch: 13
loss: 0.4301703207174723
epoch: 14
loss: 0.4329986739351422
epoch: 15
loss: 0.4109190266649678
epoch: 16
loss: 0.3911572637744348
epoch: 17
loss: 0.40160120846929576
epoch: 18
loss: 0.4006789574083292
epoch: 19
loss: 0.3692678634047187
epoch: 20
loss: 0.35920486030874227
epoch: 21
loss: 0.37191739778795013
epoch: 22
loss: 0.35559041352284887
epoch: 23
loss: 0.362535901869725
epoch: 24
loss: 0.34751907794302045
IOU: [95.76, 68.64, 84.13, 26.01, 26.64, 41.27, 27.44, 42.91, 87.25, 46.13, 89.16, 47.72, 1.08, 85.81, 29.52, 20.29, 18.62, 3.37, 40.92]
mIOU: 46.46, mIOU_reduced: 48.0, accuracy: 91.11
epoch: 25
loss: 0.3444125807349573
epoch: 26
loss: 0.3454226647827503
epoch: 27
loss: 0.34052452987255755
epoch: 28
loss: 0.33030341754383796
epoch: 29
loss: 0.33466999754912125
epoch: 30
loss: 0.33202903406478645
epoch: 31
loss: 0.33349417503471324
epoch: 32
loss: 0.33255019944633113
epoch: 33
loss: 0.30801694279893066
epoch: 34
loss: 0.32525880209037233
epoch: 35
loss: 0.3101985409976337
epoch: 36
loss: 0.3316284773966694
epoch: 37
loss: 0.2962085691825399
epoch: 38
loss: 0.3099042943947399
epoch: 39
loss: 0.3197500158272021
epoch: 40
loss: 0.3008735666297517
epoch: 41
loss: 0.3015511773747575
epoch: 42
loss: 0.30506497746047306
epoch: 43
loss: 0.3073309665982614
epoch: 44
loss: 0.2886395042716975
epoch: 45
loss: 0.2833345771799833
epoch: 46
loss: 0.3128393248647371
epoch: 47
loss: 0.29398806184289267
epoch: 48
loss: 0.29863021319927874
epoch: 49
loss: 0.2911007789508352
IOU: [95.71, 68.36, 87.23, 26.87, 39.12, 49.46, 42.83, 56.48, 89.24, 52.43, 91.44, 63.9, 27.41, 88.93, 41.4, 56.04, 34.9, 15.83, 61.95]
mIOU: 57.34, mIOU_reduced: 58.59, accuracy: 92.64
epoch: 50
loss: 0.28214506857157395
epoch: 51
loss: 0.2792314207859116
epoch: 52
loss: 0.29095105461354526
epoch: 53
loss: 0.2824084719798636
epoch: 54
loss: 0.2778695048990275
epoch: 55
loss: 0.2695190603681652
epoch: 56
loss: 0.28122697160089755
epoch: 57
loss: 0.26801907542259545
epoch: 58
loss: 0.2666806166946406
epoch: 59
loss: 0.2931242707684998
epoch: 60
loss: 0.28867299661964096
epoch: 61
loss: 0.2780770916501788
epoch: 62
loss: 0.266702526542697
epoch: 63
loss: 0.25963931705431154
epoch: 64
loss: 0.2752803066027454
epoch: 65
loss: 0.2553183371527497
epoch: 66
loss: 0.26913987819075263
epoch: 67
loss: 0.24975167399628787
epoch: 68
loss: 0.2479312630756846
epoch: 69
loss: 0.2631055431144257
epoch: 70
loss: 0.250609216242627
epoch: 71
loss: 0.25690958988313084
epoch: 72
loss: 0.2676506316806428
epoch: 73
loss: 0.25635301618964845
epoch: 74
loss: 0.2565588642845578
IOU: [95.9, 69.89, 82.26, 16.85, 22.75, 39.79, 37.71, 54.7, 85.58, 46.65, 88.19, 58.96, 33.64, 79.98, 10.64, 45.56, 27.3, 12.47, 48.79]
mIOU: 50.4, mIOU_reduced: 51.68, accuracy: 90.08
epoch: 75
loss: 0.2634768677207659
epoch: 76
loss: 0.24376817766546882
epoch: 77
loss: 0.2822109929554546
epoch: 78
loss: 0.26853530643121254
epoch: 79
loss: 0.2579112430868766
epoch: 80
loss: 0.2533840178399073
epoch: 81
loss: 0.25121298496613925
epoch: 82
loss: 0.26605812767445236
epoch: 83
loss: 0.2515446608358959
epoch: 84
loss: 0.24317412795323246
epoch: 85
loss: 0.2495099871226077
epoch: 86
loss: 0.24629320407090483
epoch: 87
loss: 0.24755769004076317
epoch: 88
loss: 0.2627054492257676
epoch: 89
loss: 0.242271667120431
epoch: 90
loss: 0.2427167680787269
epoch: 91
loss: 0.2453879871860026
epoch: 92
loss: 0.23727687516543422
epoch: 93
loss: 0.23725175391631628
epoch: 94
loss: 0.25051541746947964
epoch: 95
loss: 0.2625903089372617
epoch: 96
loss: 0.26101731430648795
epoch: 97
loss: 0.23221019625342437
epoch: 98
loss: 0.26595070407879
epoch: 99
loss: 0.24960379071553762
IOU: [96.46, 72.41, 86.73, 25.41, 36.95, 46.81, 44.96, 61.63, 89.4, 53.84, 90.55, 63.13, 36.7, 89.23, 33.66, 44.78, 35.76, 21.88, 54.52]
mIOU: 57.09, mIOU_reduced: 58.28, accuracy: 92.84
epoch: 100
loss: 0.2397900359890853
epoch: 101
loss: 0.24344701295834026
epoch: 102
loss: 0.24112802302098338
epoch: 103
loss: 0.22917963208936937
epoch: 104
loss: 0.2239443827269855
epoch: 105
loss: 0.24221997083518704
epoch: 106
loss: 0.23273979778077725
epoch: 107
loss: 0.2501838404655135
epoch: 108
loss: 0.2316658996306661
epoch: 109
loss: 0.24521432483613972
epoch: 110
loss: 0.23852996343390317
epoch: 111
loss: 0.23403560191473227
epoch: 112
loss: 0.23137077424082794
epoch: 113
loss: 0.23501234437336496
epoch: 114
loss: 0.22924046320815614
epoch: 115
loss: 0.24204104130640827
epoch: 116
loss: 0.2351883652235941
epoch: 117
loss: 0.22738907524356944
epoch: 118
loss: 0.22997676061009462
epoch: 119
loss: 0.23069622974109777
epoch: 120
loss: 0.225241147162458
epoch: 121
loss: 0.22080859700544184
epoch: 122
loss: 0.2317357531615666
epoch: 123
loss: 0.23229451477527618
epoch: 124
loss: 0.21524631724042712
IOU: [96.4, 72.29, 88.27, 44.99, 46.44, 52.36, 47.05, 66.23, 90.11, 48.5, 91.39, 71.78, 45.99, 91.48, 52.41, 53.85, 39.77, 24.95, 65.98]
mIOU: 62.64, mIOU_reduced: 63.91, accuracy: 93.65
epoch: 125
loss: 0.25066155647090826
epoch: 126
loss: 0.22704156622732424
epoch: 127
loss: 0.23277637310265853
epoch: 128
loss: 0.2279089354079046
epoch: 129
loss: 0.21929106935657902
epoch: 130
loss: 0.23160829127959484
epoch: 131
loss: 0.22570213810051226
epoch: 132
loss: 0.21830705035166598
epoch: 133
loss: 0.2211558043836262
epoch: 134
loss: 0.2212654477502458
epoch: 135
loss: 0.21873960553635804
epoch: 136
loss: 0.2203922405678307
epoch: 137
loss: 0.23163391926860552
epoch: 138
loss: 0.2309623411643216
epoch: 139
loss: 0.21119017796616027
epoch: 140
loss: 0.2238505166375412
epoch: 141
loss: 0.2397343844095009
epoch: 142
loss: 0.22690042128379775
epoch: 143
loss: 0.22811141951546837
epoch: 144
loss: 0.22886831305338687
epoch: 145
loss: 0.2147537137098068
epoch: 146
loss: 0.22310743950849596
epoch: 147
loss: 0.2245212590316878
epoch: 148
loss: 0.22962183621774787
epoch: 149
loss: 0.23401024240769466
IOU: [96.94, 76.23, 88.23, 30.17, 35.39, 51.67, 51.7, 61.8, 89.77, 53.32, 92.95, 72.03, 44.13, 89.33, 26.43, 59.1, 48.63, 35.84, 67.45]
mIOU: 61.64, mIOU_reduced: 62.36, accuracy: 93.68
epoch: 150
loss: 0.22847760892460608
epoch: 151
loss: 0.22124236980779474
epoch: 152
loss: 0.2189430221915245
epoch: 153
loss: 0.21438588268271674
epoch: 154
loss: 0.21561617185324028
epoch: 155
loss: 0.2005259972617954
epoch: 156
loss: 0.22728723169096074
epoch: 157
loss: 0.21646887258779648
epoch: 158
loss: 0.20067833502578608
epoch: 159
loss: 0.2030016684708891
epoch: 160
loss: 0.20365475985721115
epoch: 161
loss: 0.22538117365535057
epoch: 162
loss: 0.2094756525883456
epoch: 163
loss: 0.21295249715166273
epoch: 164
loss: 0.21517803319139944
epoch: 165
loss: 0.21248776724717688
epoch: 166
loss: 0.2240333136000402
epoch: 167
loss: 0.22273761443693363
epoch: 168
loss: 0.22285986488880816
epoch: 169
loss: 0.22019803084212172
epoch: 170
loss: 0.20461012433079698
epoch: 171
loss: 0.2072077357584254
epoch: 172
loss: 0.21154662611269243
epoch: 173
loss: 0.20970907851531498
epoch: 174
loss: 0.20820420520565902
IOU: [97.01, 78.88, 88.78, 37.94, 46.22, 52.1, 51.04, 55.25, 88.7, 47.39, 93.56, 71.92, 42.58, 90.92, 47.59, 70.02, 51.19, 23.63, 65.79]
mIOU: 63.19, mIOU_reduced: 63.85, accuracy: 93.77
epoch: 175
loss: 0.21197593260325512
epoch: 176
loss: 0.20006652296874722
epoch: 177
loss: 0.21958445667256563
epoch: 178
loss: 0.2128968150869534
epoch: 179
loss: 0.21098754249734056
epoch: 180
loss: 0.20862410329985168
epoch: 181
loss: 0.2241051044224729
epoch: 182
loss: 0.2091401326005671
epoch: 183
loss: 0.2117825883297586
epoch: 184
loss: 0.20139844928468978
epoch: 185
loss: 0.216108921081872
epoch: 186
loss: 0.21196514785771742
epoch: 187
loss: 0.21284652394907816
epoch: 188
loss: 0.20506649801753601
epoch: 189
loss: 0.20389081563830697
epoch: 190
loss: 0.1942840165727222
epoch: 191
loss: 0.21367628800097824
epoch: 192
loss: 0.20670694311593743
epoch: 193
loss: 0.2252675019746842
epoch: 194
loss: 0.21574998504389328
epoch: 195
loss: 0.22510991450348955
epoch: 196
loss: 0.2221530339306577
epoch: 197
loss: 0.20416043923710878
epoch: 198
loss: 0.20902001343647425
epoch: 199
loss: 0.2179119213612253
IOU: [96.71, 74.0, 88.2, 41.87, 46.51, 53.51, 54.84, 54.57, 89.64, 48.61, 92.33, 73.4, 50.91, 91.44, 34.89, 66.33, 55.89, 28.84, 65.18]
mIOU: 63.56, mIOU_reduced: 63.99, accuracy: 93.51
epoch: 200
loss: 0.2025807608531492
epoch: 201
loss: 0.21281796288136845
epoch: 202
loss: 0.20431043856307823
epoch: 203
loss: 0.19956731824380047
epoch: 204
loss: 0.23216503914797082
epoch: 205
loss: 0.2078391944542728
epoch: 206
loss: 0.19217580020668693
epoch: 207
loss: 0.21433379830456165
epoch: 208
loss: 0.22212549736798612
epoch: 209
loss: 0.19986586581985905
epoch: 210
loss: 0.2002752066020053
epoch: 211
loss: 0.20074447826796143
epoch: 212
loss: 0.21770347074437335
epoch: 213
loss: 0.20638853060508353
epoch: 214
loss: 0.1985512519621785
epoch: 215
loss: 0.19323000345991628
epoch: 216
loss: 0.19365457967526187
epoch: 217
loss: 0.20801136178790397
epoch: 218
loss: 0.1934482692627894
epoch: 219
loss: 0.21352554879821536
epoch: 220
loss: 0.19698820255114383
epoch: 221
loss: 0.20543738569050143
epoch: 222
loss: 0.20079535057120568
epoch: 223
loss: 0.2104414610086747
epoch: 224
loss: 0.20040443993482307
IOU: [97.36, 79.25, 89.45, 32.47, 50.7, 53.96, 55.04, 67.09, 90.3, 52.96, 93.33, 72.41, 48.85, 89.96, 47.6, 60.66, 43.44, 29.94, 66.5]
mIOU: 64.28, mIOU_reduced: 65.44, accuracy: 94.19
epoch: 225
loss: 0.19851202065893261
epoch: 226
loss: 0.18682318714992055
epoch: 227
loss: 0.20067769698698246
epoch: 228
loss: 0.19636850627365138
epoch: 229
loss: 0.18830098747966104
epoch: 230
loss: 0.19208502355772208
epoch: 231
loss: 0.23170990729830016
epoch: 232
loss: 0.21732554263422751
epoch: 233
loss: 0.20765004457649838
epoch: 234
loss: 0.22929260429908643
epoch: 235
loss: 0.2037588707962126
epoch: 236
loss: 0.19966707711994167
epoch: 237
loss: 0.19530037641926917
epoch: 238
loss: 0.1884664082422732
epoch: 239
loss: 0.20705062524488352
epoch: 240
loss: 0.21436176619761074
epoch: 241
loss: 0.21232262283884934
epoch: 242
loss: 0.19124537985520865
epoch: 243
loss: 0.19425330421513304
epoch: 244
loss: 0.21002892043310997
epoch: 245
loss: 0.20225422246999175
epoch: 246
loss: 0.2115346791368289
epoch: 247
loss: 0.21745530056021606
epoch: 248
loss: 0.20461151989884774
epoch: 249
loss: 0.2086646884800289
IOU: [97.38, 79.63, 89.38, 33.83, 50.12, 56.22, 56.22, 69.71, 89.95, 58.21, 93.63, 72.21, 47.19, 92.18, 58.5, 65.03, 39.8, 30.73, 62.94]
mIOU: 65.41, mIOU_reduced: 66.84, accuracy: 94.32
epoch: 250
loss: 0.19201055145006618
epoch: 251
loss: 0.19155450894263876
epoch: 252
loss: 0.20604702049108206
epoch: 253
loss: 0.188625630603807
epoch: 254
loss: 0.18716684538077794
epoch: 255
loss: 0.18866542437568187
epoch: 256
loss: 0.19686965823093194
epoch: 257
loss: 0.18746283782942275
epoch: 258
loss: 0.1810717774288995
epoch: 259
loss: 0.2012264004172983
epoch: 260
loss: 0.19059214524101376
epoch: 261
loss: 0.19713634595957727
epoch: 262
loss: 0.2110714154704562
epoch: 263
loss: 0.19210292931113923
epoch: 264
loss: 0.20088707515091267
epoch: 265
loss: 0.19217480580520757
epoch: 266
loss: 0.19927874874233237
epoch: 267
loss: 0.18822608783720637
epoch: 268
loss: 0.19474086472689303
epoch: 269
loss: 0.18164985988419655
epoch: 270
loss: 0.18855668028008263
epoch: 271
loss: 0.18823061168515137
epoch: 272
loss: 0.19424430158421035
epoch: 273
loss: 0.19186320380782182
epoch: 274
loss: 0.1999761905029135
IOU: [97.63, 81.36, 89.96, 49.31, 50.1, 57.77, 60.45, 68.36, 91.27, 60.71, 93.5, 74.71, 47.09, 91.04, 41.22, 69.17, 25.57, 35.12, 68.89]
mIOU: 65.96, mIOU_reduced: 68.2, accuracy: 94.68
epoch: 275
loss: 0.2065015199049464
epoch: 276
loss: 0.17846757426576795
epoch: 277
loss: 0.17826145899424334
epoch: 278
loss: 0.18908109381353116
epoch: 279
loss: 0.1908446690142958
epoch: 280
loss: 0.18936770359139557
epoch: 281
loss: 0.1931263706433484
epoch: 282
loss: 0.20003331036901859
epoch: 283
loss: 0.1961774714391508
epoch: 284
loss: 0.1985999133106512
epoch: 285
loss: 0.19988106142960468
epoch: 286
loss: 0.19401149303122672
epoch: 287
loss: 0.18420446788605976
epoch: 288
loss: 0.21760085488185085
epoch: 289
loss: 0.20378119874032682
epoch: 290
loss: 0.2013088722193659
epoch: 291
loss: 0.1915197134660582
epoch: 292
loss: 0.19260019318996413
epoch: 293
loss: 0.18652962166263728
epoch: 294
loss: 0.18873103097522997
epoch: 295
loss: 0.18025330799528852
epoch: 296
loss: 0.18690555936323022
epoch: 297
loss: 0.19332477562832381
epoch: 298
loss: 0.18935991642931402
epoch: 299
loss: 0.17455392674294443
IOU: [96.89, 77.58, 89.03, 44.79, 51.06, 55.43, 58.29, 70.09, 90.61, 59.41, 93.97, 74.22, 55.26, 91.83, 44.02, 64.04, 34.3, 46.07, 69.45]
mIOU: 66.65, mIOU_reduced: 68.45, accuracy: 94.17
epoch: 300
loss: 0.17312706350235926
epoch: 301
loss: 0.1892339276134807
epoch: 302
loss: 0.17976185008682652
epoch: 303
loss: 0.19269794059008602
epoch: 304
loss: 0.19101553623165404
epoch: 305
loss: 0.20427095938242992
epoch: 306
loss: 0.20305032465817793
epoch: 307
loss: 0.19063853426281654
epoch: 308
loss: 0.1829692542231629
epoch: 309
loss: 0.18750509214047795
epoch: 310
loss: 0.19080963242809085
epoch: 311
loss: 0.1732289013917234
epoch: 312
loss: 0.18688681514838315
epoch: 313
loss: 0.1722887952051394
epoch: 314
loss: 0.18785092670400189
epoch: 315
loss: 0.18610647628008517
epoch: 316
loss: 0.20247729196943684
epoch: 317
loss: 0.19118807551192465
epoch: 318
loss: 0.18962405555733453
epoch: 319
loss: 0.1871048538993311
epoch: 320
loss: 0.19499694441528012
epoch: 321
loss: 0.18845481007809267
epoch: 322
loss: 0.18471544637593298
epoch: 323
loss: 0.18537621665997003
epoch: 324
loss: 0.18594403677391555
IOU: [96.97, 78.9, 89.57, 49.35, 50.12, 57.62, 54.36, 71.47, 90.39, 54.15, 93.5, 74.92, 53.23, 89.81, 44.97, 61.71, 19.39, 26.2, 63.73]
mIOU: 64.23, mIOU_reduced: 66.72, accuracy: 94.21
epoch: 325
loss: 0.1793310609708899
epoch: 326
loss: 0.19622576047950036
epoch: 327
loss: 0.2207231288851111
epoch: 328
loss: 0.1858292146713907
epoch: 329
loss: 0.19461307927684965
epoch: 330
loss: 0.1797280497346927
epoch: 331
loss: 0.18971668878655548
epoch: 332
loss: 0.19287396844908233
epoch: 333
loss: 0.204578246268622
epoch: 334
loss: 0.19552798312147351
epoch: 335
loss: 0.1765111203021759
epoch: 336
loss: 0.19840067418196775
epoch: 337
loss: 0.1815211362032235
epoch: 338
loss: 0.18983168683122753
epoch: 339
loss: 0.18063201225109177
epoch: 340
loss: 0.18038481743027257
epoch: 341
loss: 0.18627503498223913
epoch: 342
loss: 0.19606755489127012
epoch: 343
loss: 0.19013622375029438
epoch: 344
loss: 0.18000992238923225
epoch: 345
loss: 0.17658872962640623
epoch: 346
loss: 0.18389103617870584
epoch: 347
loss: 0.16963570689496327
epoch: 348
loss: 0.17489705108246714
epoch: 349
loss: 0.17856455270974142
IOU: [97.61, 81.15, 90.22, 38.75, 48.73, 58.03, 60.29, 68.7, 91.44, 58.99, 93.94, 75.36, 52.19, 91.38, 29.87, 72.54, 59.88, 22.95, 69.18]
mIOU: 66.38, mIOU_reduced: 66.74, accuracy: 94.78
epoch: 350
loss: 0.1728917543457525
epoch: 351
loss: 0.17962065738728747
epoch: 352
loss: 0.17597545297801334
epoch: 353
loss: 0.1686204274227677
epoch: 354
loss: 0.1697321226895659
epoch: 355
loss: 0.20434168971211442
epoch: 356
loss: 0.19370587792679306
epoch: 357
loss: 0.17727043602183823
epoch: 358
loss: 0.2165480270339151
epoch: 359
loss: 0.19850635853899778
epoch: 360
loss: 0.1797207326821561
epoch: 361
loss: 0.16869379429402698
epoch: 362
loss: 0.20589066063859712
epoch: 363
loss: 0.18631861599870125
epoch: 364
loss: 0.19036710581609181
epoch: 365
loss: 0.18531891791968333
epoch: 366
loss: 0.17055594077650107
epoch: 367
loss: 0.17339591746221014
epoch: 368
loss: 0.18060536670556288
epoch: 369
loss: 0.20368015017069255
epoch: 370
loss: 0.198308612076902
epoch: 371
loss: 0.17705570334051499
epoch: 372
loss: 0.17995710231142867
epoch: 373
loss: 0.19597148340988674
epoch: 374
loss: 0.193014275734476
IOU: [96.77, 76.62, 88.72, 40.26, 52.15, 55.52, 57.46, 68.71, 89.71, 50.89, 92.38, 72.71, 44.86, 90.29, 51.03, 54.78, 49.22, 40.3, 68.84]
mIOU: 65.33, mIOU_reduced: 66.22, accuracy: 93.86
epoch: 375
loss: 0.18256908414177497
epoch: 376
loss: 0.17702255659106605
epoch: 377
loss: 0.18267288814095475
epoch: 378
loss: 0.1951365965918068
epoch: 379
loss: 0.17900903137385685
epoch: 380
loss: 0.1821827349476416
epoch: 381
loss: 0.17467873720226262
epoch: 382
loss: 0.17029094065456699
epoch: 383
loss: 0.1792942425913888
epoch: 384
loss: 0.17686205118332268
epoch: 385
loss: 0.16913201320524807
epoch: 386
loss: 0.16804894533841758
epoch: 387
loss: 0.18882657306374245
epoch: 388
loss: 0.166860518530212
epoch: 389
loss: 0.1797963020735674
epoch: 390
loss: 0.16736467283048398
epoch: 391
loss: 0.17271661890966872
epoch: 392
loss: 0.17336332390330872
epoch: 393
loss: 0.1768067665498533
epoch: 394
loss: 0.16873876059633702
epoch: 395
loss: 0.17720355362583684
epoch: 396
loss: 0.19022355471659863
epoch: 397
loss: 0.17083799210439796
epoch: 398
loss: 0.1740595592120587
epoch: 399
loss: 0.1782852339977524
IOU: [96.73, 76.85, 89.96, 36.9, 51.2, 57.93, 56.23, 71.7, 90.42, 51.37, 93.33, 73.53, 51.6, 92.54, 67.16, 68.94, 49.62, 35.51, 68.44]
mIOU: 67.37, mIOU_reduced: 68.35, accuracy: 94.3
epoch: 400
loss: 0.17031295993177076
epoch: 401
loss: 0.18657336086838072
epoch: 402
loss: 0.1796686925656712
epoch: 403
loss: 0.19347349704918515
epoch: 404
loss: 0.17201553050157517
epoch: 405
loss: 0.1845660746860697
epoch: 406
loss: 0.19713304059283754
epoch: 407
loss: 0.17996304588658468
epoch: 408
loss: 0.18125585026818145
epoch: 409
loss: 0.18006214364921308
epoch: 410
loss: 0.173476287337005
epoch: 411
loss: 0.1786001045909532
epoch: 412
loss: 0.18196112634438388
epoch: 413
loss: 0.16801421249892834
epoch: 414
loss: 0.16607618582939523
epoch: 415
loss: 0.16818331491272404
epoch: 416
loss: 0.16535035249679236
epoch: 417
loss: 0.17899790512663977
epoch: 418
loss: 0.18781630399654498
epoch: 419
loss: 0.197640227821638
epoch: 420
loss: 0.17782222648274223
epoch: 421
loss: 0.1692233030004
epoch: 422
loss: 0.17341215673562974
epoch: 423
loss: 0.18044094333671173
epoch: 424
loss: 0.16016347053639007
IOU: [97.55, 80.93, 90.71, 53.04, 54.98, 59.07, 63.63, 73.86, 91.26, 57.19, 94.28, 76.75, 54.94, 93.4, 71.45, 82.63, 69.36, 50.14, 70.82]
mIOU: 72.95, mIOU_reduced: 73.14, accuracy: 95.08
epoch: 425
loss: 0.17725237770221947
epoch: 426
loss: 0.17040402416109718
epoch: 427
loss: 0.1796705772613258
epoch: 428
loss: 0.17416855650690366
epoch: 429
loss: 0.18937682249957338
epoch: 430
loss: 0.16943346640732732
epoch: 431
loss: 0.18336936303306461
epoch: 432
loss: 0.17183477007796502
epoch: 433
loss: 0.16876645195435963
epoch: 434
loss: 0.16953861263563047
epoch: 435
loss: 0.21884343044134486
epoch: 436
loss: 0.20508237869913046
epoch: 437
loss: 0.1784241143865084
epoch: 438
loss: 0.16815682127067663
epoch: 439
loss: 0.16505197680623063
epoch: 440
loss: 0.1636229144394237
epoch: 441
loss: 0.16711242061178638
epoch: 442
loss: 0.15906188448243386
epoch: 443
loss: 0.1651777503384413
epoch: 444
loss: 0.16214522229372008
epoch: 445
loss: 0.19175549630688207
epoch: 446
loss: 0.17965404610990515
epoch: 447
loss: 0.16881784238423297
epoch: 448
loss: 0.15835774734094135
epoch: 449
loss: 0.18119165492105999
IOU: [97.72, 78.18, 87.89, 28.55, 39.57, 52.4, 57.39, 70.73, 90.42, 40.87, 93.67, 75.55, 53.25, 90.68, 32.93, 61.32, 63.84, 44.88, 69.43]
mIOU: 64.7, mIOU_reduced: 64.75, accuracy: 94.01
epoch: 450
loss: 0.17865108855249426
epoch: 451
loss: 0.19018641680559378
epoch: 452
loss: 0.16274375793827833
epoch: 453
loss: 0.15611113244391517
epoch: 454
loss: 0.15851369853610942
epoch: 455
loss: 0.15159739501714065
epoch: 456
loss: 0.16214093009657615
epoch: 457
loss: 0.1620638898079286
epoch: 458
loss: 0.16435192300463622
epoch: 459
loss: 0.17313047775602083
epoch: 460
loss: 0.1956509928497664
epoch: 461
loss: 0.1706181009101739
epoch: 462
loss: 0.1812776910326873
epoch: 463
loss: 0.1729315184157171
epoch: 464
loss: 0.1638280712168493
epoch: 465
loss: 0.1699625511334913
epoch: 466
loss: 0.1609990457800842
epoch: 467
loss: 0.1620512582823594
epoch: 468
loss: 0.18367468170078616
epoch: 469
loss: 0.16548179218550577
epoch: 470
loss: 0.17070974835327693
epoch: 471
loss: 0.1688478958373764
epoch: 472
loss: 0.17112369297167682
epoch: 473
loss: 0.165950972014521
epoch: 474
loss: 0.16356870718802402
IOU: [97.56, 81.48, 89.66, 35.03, 52.39, 58.12, 59.65, 71.67, 91.04, 58.95, 94.26, 76.69, 54.89, 93.15, 44.94, 78.45, 58.08, 40.17, 70.57]
mIOU: 68.78, mIOU_reduced: 69.37, accuracy: 94.81
epoch: 475
loss: 0.16326680150877113
epoch: 476
loss: 0.15930240428592315
epoch: 477
loss: 0.17337684504025067
epoch: 478
loss: 0.16282366846770932
epoch: 479
loss: 0.15894016970923006
epoch: 480
loss: 0.16201261985253773
epoch: 481
loss: 0.1814923082199701
epoch: 482
loss: 0.1827026142304477
epoch: 483
loss: 0.17994276584801328
epoch: 484
loss: 0.18535491518897187
epoch: 485
loss: 0.16130820754162384
epoch: 486
loss: 0.17846858079703348
epoch: 487
loss: 0.17155937635593338
epoch: 488
loss: 0.1677232664028268
epoch: 489
loss: 0.16950482061770406
epoch: 490
loss: 0.18011694524005417
epoch: 491
loss: 0.1843748393486131
epoch: 492
loss: 0.16370800021041756
epoch: 493
loss: 0.16062081793970817
epoch: 494
loss: 0.15474630761740985
epoch: 495
loss: 0.18573818321658594
epoch: 496
loss: 0.17033866073966347
epoch: 497
loss: 0.17882563858581682
epoch: 498
loss: 0.16450382236923491
epoch: 499
loss: 0.18078436843066845
IOU: [97.58, 80.51, 90.67, 48.87, 53.19, 59.07, 61.95, 72.61, 91.33, 56.63, 94.31, 76.02, 53.85, 92.8, 53.13, 70.46, 58.69, 47.25, 70.84]
mIOU: 69.99, mIOU_reduced: 70.61, accuracy: 94.97
epoch: 500
loss: 0.16550165081441884
epoch: 501
loss: 0.1777208625788316
epoch: 502
loss: 0.16562487317545393
epoch: 503
loss: 0.16729845325500176
epoch: 504
loss: 0.16536092119557516
epoch: 505
loss: 0.16466640283396303
epoch: 506
loss: 0.16222907289501148
epoch: 507
loss: 0.1778934704405921
epoch: 508
loss: 0.1799978449579198
epoch: 509
loss: 0.1736515922687767
epoch: 510
loss: 0.1636522815555254
epoch: 511
loss: 0.15796325355768204
epoch: 512
loss: 0.15706765438829148
epoch: 513
loss: 0.1583008328176573
epoch: 514
loss: 0.17175561259939987
epoch: 515
loss: 0.17050067937840027
epoch: 516
loss: 0.15886115218510202
epoch: 517
loss: 0.18695293905118085
epoch: 518
loss: 0.17603014622415816
epoch: 519
loss: 0.1632573487503188
epoch: 520
loss: 0.15875914775216676
epoch: 521
loss: 0.15292593386937986
epoch: 522
loss: 0.1508387024150383
epoch: 523
loss: 0.16222383106011906
epoch: 524
loss: 0.1653695106907996
IOU: [97.69, 81.62, 90.38, 54.13, 54.72, 60.73, 63.88, 74.36, 91.32, 60.14, 92.58, 76.54, 49.2, 92.85, 48.11, 75.31, 69.44, 43.63, 71.3]
mIOU: 70.94, mIOU_reduced: 71.03, accuracy: 95.07
epoch: 525
loss: 0.1770096236885076
epoch: 526
loss: 0.1641622636959238
epoch: 527
loss: 0.15867848642110183
epoch: 528
loss: 0.16224760606362812
epoch: 529
loss: 0.16822801839630558
epoch: 530
loss: 0.15748943607360527
epoch: 531
loss: 0.14824790533662163
epoch: 532
loss: 0.15210586539256282
epoch: 533
loss: 0.15203515635025147
epoch: 534
loss: 0.1561106175706393
epoch: 535
loss: 0.1586578228483303
epoch: 536
loss: 0.16099053639366298
epoch: 537
loss: 0.15413795771062214
epoch: 538
loss: 0.15283118602079201
epoch: 539
loss: 0.167886296734013
epoch: 540
loss: 0.15454169027406894
epoch: 541
loss: 0.1638748947018883
epoch: 542
loss: 0.15159730474662908
epoch: 543
loss: 0.17850744443119698
epoch: 544
loss: 0.1774957670034424
epoch: 545
loss: 0.16464317764715364
epoch: 546
loss: 0.16853970745101451
epoch: 547
loss: 0.16573265100505474
epoch: 548
loss: 0.17633490828731954
epoch: 549
loss: 0.16930794356405895
IOU: [97.54, 80.92, 90.82, 42.0, 54.79, 59.88, 63.23, 73.85, 91.22, 52.08, 93.32, 76.72, 56.41, 92.98, 59.19, 79.48, 63.22, 48.39, 71.05]
mIOU: 70.9, mIOU_reduced: 71.33, accuracy: 95.0
epoch: 550
loss: 0.15773416117757477
epoch: 551
loss: 0.15987185661924497
epoch: 552
loss: 0.1550802759765936
epoch: 553
loss: 0.16338014745246368
epoch: 554
loss: 0.16622056874303484
epoch: 555
loss: 0.15178401667795413
epoch: 556
loss: 0.1536588178410363
epoch: 557
loss: 0.15898351391370727
epoch: 558
loss: 0.1577064840981581
epoch: 559
loss: 0.16516448013143076
epoch: 560
loss: 0.15132735322186888
epoch: 561
loss: 0.1492161831926464
epoch: 562
loss: 0.15110675854021005
epoch: 563
loss: 0.1495028630983476
epoch: 564
loss: 0.14868479465056622
epoch: 565
loss: 0.1505869444851284
epoch: 566
loss: 0.15386067728469313
epoch: 567
loss: 0.15925960379308768
epoch: 568
loss: 0.15002394969652927
epoch: 569
loss: 0.15313201727009204
epoch: 570
loss: 0.16491066931553608
epoch: 571
loss: 0.15288534135911663
epoch: 572
loss: 0.15674456861623215
epoch: 573
loss: 0.14507965663212008
epoch: 574
loss: 0.15518806963114726
IOU: [96.58, 75.73, 89.67, 39.11, 54.65, 55.26, 53.42, 69.65, 90.51, 57.78, 93.82, 69.0, 48.84, 91.96, 64.78, 74.62, 49.26, 37.45, 68.45]
mIOU: 67.4, mIOU_reduced: 68.4, accuracy: 94.18
epoch: 575
loss: 0.18328246407994042
epoch: 576
loss: 0.16455886352335347
epoch: 577
loss: 0.16167063695802844
epoch: 578
loss: 0.16020157465314608
epoch: 579
loss: 0.1727589625875262
epoch: 580
loss: 0.16890565462591192
epoch: 581
loss: 0.16780269103792478
epoch: 582
loss: 0.153428416789542
epoch: 583
loss: 0.1695099223977472
epoch: 584
loss: 0.15653033785501902
epoch: 585
loss: 0.15646888098787426
epoch: 586
loss: 0.15466695363229177
epoch: 587
loss: 0.15656372039224903
epoch: 588
loss: 0.15843479234895938
epoch: 589
loss: 0.15204360765829242
epoch: 590
loss: 0.15611100136591097
epoch: 591
loss: 0.14706432919778592
epoch: 592
loss: 0.15025232035435757
epoch: 593
loss: 0.15313813670706555
epoch: 594
loss: 0.14654937533114476
epoch: 595
loss: 0.1528550008678372
epoch: 596
loss: 0.152222571989918
epoch: 597
loss: 0.1504164201149722
epoch: 598
loss: 0.14614731153709226
epoch: 599
loss: 0.15930006327735124
IOU: [97.68, 81.37, 90.21, 45.48, 52.14, 59.25, 62.86, 72.24, 91.56, 59.49, 94.37, 76.98, 53.82, 91.92, 46.87, 55.13, 39.87, 47.63, 70.56]
mIOU: 67.86, mIOU_reduced: 69.42, accuracy: 94.82
epoch: 600
loss: 0.1641446927165728
epoch: 601
loss: 0.14662444796362978
epoch: 602
loss: 0.1425030482706998
epoch: 603
loss: 0.15604056321546395
epoch: 604
loss: 0.14898531357795403
epoch: 605
loss: 0.15471237241177546
epoch: 606
loss: 0.1476902170382902
epoch: 607
loss: 0.16258365996282376
epoch: 608
loss: 0.1477724297870844
epoch: 609
loss: 0.14355218780008608
epoch: 610
loss: 0.16818958542979953
epoch: 611
loss: 0.1887111820662118
epoch: 612
loss: 0.1643444985111126
epoch: 613
loss: 0.17710959654291364
epoch: 614
loss: 0.16559406088770562
epoch: 615
loss: 0.16272159613608672
epoch: 616
loss: 0.14776848220439612
epoch: 617
loss: 0.146304084224039
epoch: 618
loss: 0.15022125711659537
epoch: 619
loss: 0.14103815443512566
epoch: 620
loss: 0.14181035373490455
epoch: 621
loss: 0.15527503575999138
epoch: 622
loss: 0.14905235699485897
epoch: 623
loss: 0.15002058123080236
epoch: 624
loss: 0.1554914790424054
IOU: [97.71, 81.65, 91.41, 53.39, 54.03, 60.51, 65.15, 74.06, 92.11, 61.68, 93.76, 78.52, 55.59, 93.76, 59.54, 73.44, 43.57, 48.81, 71.55]
mIOU: 71.07, mIOU_reduced: 72.59, accuracy: 95.36
epoch: 625
loss: 0.1458938815643524
epoch: 626
loss: 0.13592326922236747
epoch: 627
loss: 0.14359689752930258
epoch: 628
loss: 0.14747425016126223
epoch: 629
loss: 0.1445309303480017
epoch: 630
loss: 0.14203680192203214
epoch: 631
loss: 0.14601866569560815
epoch: 632
loss: 0.15193489129652551
epoch: 633
loss: 0.1612410695766503
epoch: 634
loss: 0.15825346045979272
epoch: 635
loss: 0.1503329887745194
epoch: 636
loss: 0.14480217538191623
epoch: 637
loss: 0.14929996442923327
epoch: 638
loss: 0.1413304060295907
epoch: 639
loss: 0.15614784396481965
epoch: 640
loss: 0.14576476260095916
epoch: 641
loss: 0.1423986337054772
epoch: 642
loss: 0.13913811803506712
epoch: 643
loss: 0.1388782988982702
epoch: 644
loss: 0.14263665220245839
epoch: 645
loss: 0.14663761593100197
epoch: 646
loss: 0.14237836372820192
epoch: 647
loss: 0.14159781793057116
epoch: 648
loss: 0.15989934950263673
epoch: 649
loss: 0.15571402657947772
IOU: [97.69, 81.1, 90.74, 43.68, 55.92, 59.15, 63.8, 74.47, 91.62, 61.32, 93.08, 77.47, 53.46, 93.57, 64.22, 81.26, 70.29, 49.37, 71.82]
mIOU: 72.32, mIOU_reduced: 72.43, accuracy: 95.2
epoch: 650
loss: 0.14899920662137053
epoch: 651
loss: 0.15055884814487314
epoch: 652
loss: 0.15219261872800535
epoch: 653
loss: 0.1488029937136848
epoch: 654
loss: 0.1603779096728708
epoch: 655
loss: 0.14250379752598683
epoch: 656
loss: 0.13998145057827316
epoch: 657
loss: 0.1393329939149782
epoch: 658
loss: 0.13799825700306184
epoch: 659
loss: 0.16023876889536
epoch: 660
loss: 0.1545316267487495
epoch: 661
loss: 0.1453191699445087
epoch: 662
loss: 0.15347696734326227
epoch: 663
loss: 0.1445168705802722
epoch: 664
loss: 0.1548295381335878
epoch: 665
loss: 0.15051136039338023
epoch: 666
loss: 0.1597223019784673
epoch: 667
loss: 0.1523078136206316
epoch: 668
loss: 0.13797001408116838
epoch: 669
loss: 0.15144604922465557
epoch: 670
loss: 0.13851198907489726
epoch: 671
loss: 0.1397784167343394
epoch: 672
loss: 0.1388640552357522
epoch: 673
loss: 0.15019238396796256
epoch: 674
loss: 0.17915830648732636
IOU: [97.67, 81.86, 90.6, 47.26, 53.55, 60.37, 62.25, 73.39, 91.24, 58.56, 93.25, 77.67, 57.08, 92.67, 61.59, 67.01, 33.32, 48.44, 72.15]
mIOU: 69.47, mIOU_reduced: 71.48, accuracy: 95.01
epoch: 675
loss: 0.1580539165200249
epoch: 676
loss: 0.17049684116461206
epoch: 677
loss: 0.14618953737126528
epoch: 678
loss: 0.14529950085354623
epoch: 679
loss: 0.1401333400623175
epoch: 680
loss: 0.1417615434551496
epoch: 681
loss: 0.14036476682379562
epoch: 682
loss: 0.1366626494175019
epoch: 683
loss: 0.14282400311646115
epoch: 684
loss: 0.13812790218630247
epoch: 685
loss: 0.15186807386717707
epoch: 686
loss: 0.14904755902177882
epoch: 687
loss: 0.1519201536665387
epoch: 688
loss: 0.1498191440402658
epoch: 689
loss: 0.1628757476445157
epoch: 690
loss: 0.15525827123068092
epoch: 691
loss: 0.14866309815821943
epoch: 692
loss: 0.14298128688110495
epoch: 693
loss: 0.14733390102408966
epoch: 694
loss: 0.14058176966288663
epoch: 695
loss: 0.14353416257630783
epoch: 696
loss: 0.13774929681637216
epoch: 697
loss: 0.13372645507041978
epoch: 698
loss: 0.1445512828439715
epoch: 699
loss: 0.15231894271955335
IOU: [97.42, 79.98, 90.77, 41.04, 46.64, 59.86, 63.11, 66.81, 91.68, 58.22, 93.37, 77.73, 56.93, 93.12, 65.6, 75.48, 58.99, 51.29, 72.93]
mIOU: 70.58, mIOU_reduced: 71.22, accuracy: 95.01
epoch: 700
loss: 0.15813068704142402
epoch: 701
loss: 0.14770797722423173
epoch: 702
loss: 0.14188853924406186
epoch: 703
loss: 0.13741833584086915
epoch: 704
loss: 0.1352010635794655
epoch: 705
loss: 0.14026415689454247
epoch: 706
loss: 0.13956916882503387
epoch: 707
loss: 0.15650071729868248
epoch: 708
loss: 0.14099326932606993
epoch: 709
loss: 0.14049591917313656
epoch: 710
loss: 0.13749697394769467
epoch: 711
loss: 0.13528752845091963
epoch: 712
loss: 0.13665602416442732
epoch: 713
loss: 0.12953733839596698
epoch: 714
loss: 0.1357068906254524
epoch: 715
loss: 0.13982499234197596
epoch: 716
loss: 0.15267551479474553
epoch: 717
loss: 0.13861714845719042
epoch: 718
loss: 0.1316683304036724
epoch: 719
loss: 0.13250032511120535
epoch: 720
loss: 0.13254340023123673
epoch: 721
loss: 0.1265790717139077
epoch: 722
loss: 0.12709648694310868
epoch: 723
loss: 0.13851097097615347
epoch: 724
loss: 0.1328411489684948
IOU: [97.9, 83.59, 91.12, 48.3, 58.35, 59.8, 61.83, 66.04, 91.68, 61.74, 94.02, 78.73, 56.27, 93.59, 49.3, 75.48, 63.9, 53.5, 73.03]
mIOU: 71.48, mIOU_reduced: 71.9, accuracy: 95.38
epoch: 725
loss: 0.15030697112616825
epoch: 726
loss: 0.14446222623483831
epoch: 727
loss: 0.15095575103621597
epoch: 728
loss: 0.1542883354497727
epoch: 729
loss: 0.14557211948533585
epoch: 730
loss: 0.13817442674440836
epoch: 731
loss: 0.14375111354248865
epoch: 732
loss: 0.15193020034270144
epoch: 733
loss: 0.15249583360078842
epoch: 734
loss: 0.13876652279793414
epoch: 735
loss: 0.13445481145879973
epoch: 736
loss: 0.1467785006464331
epoch: 737
loss: 0.13730894563333043
epoch: 738
loss: 0.134428262650324
epoch: 739
loss: 0.13407506038638137
epoch: 740
loss: 0.13237029484741772
epoch: 741
loss: 0.13964923621830594
epoch: 742
loss: 0.12936982006396888
epoch: 743
loss: 0.13149227503175043
epoch: 744
loss: 0.130631360263034
epoch: 745
loss: 0.12699768252449858
epoch: 746
loss: 0.13154510312244255
epoch: 747
loss: 0.15231691724608207
epoch: 748
loss: 0.13252877562515178
epoch: 749
loss: 0.1340112956667525
IOU: [97.89, 83.0, 91.15, 43.73, 56.66, 60.94, 65.39, 75.38, 91.64, 61.78, 94.74, 75.06, 59.65, 93.64, 71.97, 83.17, 67.9, 51.5, 73.09]
mIOU: 73.59, mIOU_reduced: 73.91, accuracy: 95.4
epoch: 750
loss: 0.1332466120548004
epoch: 751
loss: 0.14598644125172391
epoch: 752
loss: 0.13934615796627703
epoch: 753
loss: 0.13190424697338088
epoch: 754
loss: 0.14451625400958357
epoch: 755
loss: 0.14582679962935152
epoch: 756
loss: 0.14024376652311443
epoch: 757
loss: 0.13121869390945873
epoch: 758
loss: 0.1314516739262082
epoch: 759
loss: 0.1275724088547204
epoch: 760
loss: 0.12563103521769903
epoch: 761
loss: 0.12697507069518946
epoch: 762
loss: 0.12106725961130585
epoch: 763
loss: 0.12276992981003301
epoch: 764
loss: 0.13502598069909447
epoch: 765
loss: 0.12467942011324222
epoch: 766
loss: 0.12843898713910035
epoch: 767
loss: 0.13416189501549033
epoch: 768
loss: 0.13507484044186832
epoch: 769
loss: 0.1303817495462708
epoch: 770
loss: 0.12340703150734426
epoch: 771
loss: 0.12664759365937137
epoch: 772
loss: 0.1382578149277245
epoch: 773
loss: 0.133160831592475
epoch: 774
loss: 0.1232649430010036
IOU: [98.19, 84.75, 92.06, 56.51, 57.88, 62.21, 66.98, 76.24, 92.24, 62.13, 94.92, 79.67, 59.13, 94.21, 60.46, 80.65, 68.06, 56.27, 73.57]
mIOU: 74.53, mIOU_reduced: 74.89, accuracy: 95.81
epoch: 775
loss: 0.1357130354064494
epoch: 776
loss: 0.14377412689985292
epoch: 777
loss: 0.12942114334824592
epoch: 778
loss: 0.1268188406755982
epoch: 779
loss: 0.12785088003806347
epoch: 780
loss: 0.13347129596050858
epoch: 781
loss: 0.1641042857478571
epoch: 782
loss: 0.14650784704000802
epoch: 783
loss: 0.15215601492924188
epoch: 784
loss: 0.13995185452249814
epoch: 785
loss: 0.13419855950334966
epoch: 786
loss: 0.12584582429047864
epoch: 787
loss: 0.13894746454578205
epoch: 788
loss: 0.135330106450541
epoch: 789
loss: 0.13597452009945224
epoch: 790
loss: 0.13075248897075653
epoch: 791
loss: 0.12782724806160298
epoch: 792
loss: 0.12983889500246537
epoch: 793
loss: 0.13258274955890892
epoch: 794
loss: 0.13503494451068482
epoch: 795
loss: 0.12874126536746552
epoch: 796
loss: 0.12865833470201235
epoch: 797
loss: 0.12673583492194868
epoch: 798
loss: 0.12522062303804643
epoch: 799
loss: 0.1265286625315237
IOU: [98.15, 84.34, 92.07, 56.76, 58.08, 62.89, 65.6, 76.4, 92.43, 60.02, 94.5, 80.21, 57.6, 94.44, 60.26, 81.22, 69.53, 55.3, 73.81]
mIOU: 74.4, mIOU_reduced: 74.67, accuracy: 95.82
epoch: 800
loss: 0.12341843649865482
epoch: 801
loss: 0.1244293283821759
epoch: 802
loss: 0.12093145564961626
epoch: 803
loss: 0.1190335025102141
epoch: 804
loss: 0.12168261543358111
epoch: 805
loss: 0.12105162542142636
epoch: 806
loss: 0.12257157752134729
epoch: 807
loss: 0.12549241600091246
epoch: 808
loss: 0.12436516980597916
epoch: 809
loss: 0.12507780653366823
epoch: 810
loss: 0.12000275116082472
epoch: 811
loss: 0.1202215767814464
epoch: 812
loss: 0.12233183914519384
epoch: 813
loss: 0.13128391518747068
epoch: 814
loss: 0.12566279170085798
epoch: 815
loss: 0.12371487152383655
epoch: 816
loss: 0.12062047689028506
epoch: 817
loss: 0.12132121118493479
epoch: 818
loss: 0.12624489584300075
epoch: 819
loss: 0.12827878939414603
epoch: 820
loss: 0.13238038913901604
epoch: 821
loss: 0.12345061037498664
epoch: 822
loss: 0.12164315476893094
epoch: 823
loss: 0.12342898808720941
epoch: 824
loss: 0.1400623366718665
IOU: [97.15, 79.18, 90.0, 47.23, 52.05, 55.91, 63.26, 69.31, 91.03, 55.87, 93.45, 76.02, 56.81, 91.16, 33.94, 64.13, 19.33, 43.26, 71.03]
mIOU: 65.8, mIOU_reduced: 68.38, accuracy: 94.47
epoch: 825
loss: 0.13088759161391347
epoch: 826
loss: 0.12258380181545196
epoch: 827
loss: 0.11881916520168197
epoch: 828
loss: 0.12597976643039852
epoch: 829
loss: 0.12302331582233912
epoch: 830
loss: 0.11942500735550235
epoch: 831
loss: 0.12660332726982404
epoch: 832
loss: 0.1230581509817964
epoch: 833
loss: 0.12786248586369012
epoch: 834
loss: 0.1313077033851346
epoch: 835
loss: 0.13602927280966484
epoch: 836
loss: 0.12240970847661282
epoch: 837
loss: 0.11858594321176369
epoch: 838
loss: 0.11839238287142988
epoch: 839
loss: 0.11889968824515124
epoch: 840
loss: 0.12132338095064754
epoch: 841
loss: 0.11769890369511037
epoch: 842
loss: 0.11704153680014161
epoch: 843
loss: 0.11933920839726121
epoch: 844
loss: 0.11798814007374797
epoch: 845
loss: 0.11423426131514526
epoch: 846
loss: 0.11650399637792631
epoch: 847
loss: 0.11537084924283053
epoch: 848
loss: 0.12026934500412156
epoch: 849
loss: 0.12446425061903874
IOU: [98.04, 84.08, 91.82, 53.91, 58.04, 63.66, 67.74, 77.2, 92.28, 62.62, 95.01, 80.38, 60.97, 93.5, 48.9, 81.44, 65.67, 58.39, 75.06]
mIOU: 74.14, mIOU_reduced: 74.61, accuracy: 95.72
epoch: 850
loss: 0.11768999997014305
epoch: 851
loss: 0.12858749267386618
epoch: 852
loss: 0.11915712743354936
epoch: 853
loss: 0.11990805116866156
epoch: 854
loss: 0.12487837537681318
epoch: 855
loss: 0.12496518329629358
epoch: 856
loss: 0.12465529109670145
epoch: 857
loss: 0.11988191883960825
epoch: 858
loss: 0.11868347922425386
epoch: 859
loss: 0.11736899553082702
epoch: 860
loss: 0.11144573295694798
epoch: 861
loss: 0.11243555871543859
epoch: 862
loss: 0.11165781843292745
epoch: 863
loss: 0.11377458013292914
epoch: 864
loss: 0.11509792838054847
epoch: 865
loss: 0.11186592863255113
epoch: 866
loss: 0.112901933631807
epoch: 867
loss: 0.11185708603849308
epoch: 868
loss: 0.11120839483252754
epoch: 869
loss: 0.11348172879684967
epoch: 870
loss: 0.11031707513806312
epoch: 871
loss: 0.11024007478332262
epoch: 872
loss: 0.11573438966932965
epoch: 873
loss: 0.1130189884785372
epoch: 874
loss: 0.11708085510046334
IOU: [98.14, 84.68, 92.06, 56.69, 60.85, 64.29, 68.1, 77.89, 91.74, 57.5, 94.66, 80.34, 61.71, 94.39, 67.74, 79.16, 69.1, 58.61, 75.22]
mIOU: 75.41, mIOU_reduced: 75.77, accuracy: 95.78
epoch: 875
loss: 0.11586437456691362
epoch: 876
loss: 0.11368686458813855
epoch: 877
loss: 0.11487505344970207
epoch: 878
loss: 0.11184215971401759
epoch: 879
loss: 0.11757822852893017
epoch: 880
loss: 0.1139714296134013
epoch: 881
loss: 0.11930949638554993
epoch: 882
loss: 0.11432297302866881
epoch: 883
loss: 0.11176270150110085
epoch: 884
loss: 0.1109546355682242
epoch: 885
loss: 0.11051821374306782
epoch: 886
loss: 0.11076232280853303
epoch: 887
loss: 0.12109070944014906
epoch: 888
loss: 0.11505825022320863
epoch: 889
loss: 0.11379738417115173
epoch: 890
loss: 0.11005496500797991
epoch: 891
loss: 0.10969724671819782
epoch: 892
loss: 0.10649888556842213
epoch: 893
loss: 0.1062017769384577
epoch: 894
loss: 0.10827325959250612
epoch: 895
loss: 0.11115396639327155
epoch: 896
loss: 0.10728755258927448
epoch: 897
loss: 0.10769875548438564
epoch: 898
loss: 0.11209106910220697
epoch: 899
loss: 0.10735401478056317
IOU: [98.15, 84.86, 92.34, 60.35, 60.1, 63.92, 68.02, 77.41, 92.39, 64.36, 94.8, 80.66, 60.93, 94.62, 64.47, 79.91, 73.51, 60.07, 75.38]
mIOU: 76.12, mIOU_reduced: 76.26, accuracy: 95.98
epoch: 900
loss: 0.11267244710393672
epoch: 901
loss: 0.11030256258188233
epoch: 902
loss: 0.10534963169388693
epoch: 903
loss: 0.10510607905224006
epoch: 904
loss: 0.1066155719226904
epoch: 905
loss: 0.10621884931129907
epoch: 906
loss: 0.11252372868539831
epoch: 907
loss: 0.11063334747466115
epoch: 908
loss: 0.10640730586334701
epoch: 909
loss: 0.10718227316427102
epoch: 910
loss: 0.10655619218102041
epoch: 911
loss: 0.10431209734748959
epoch: 912
loss: 0.10457690056122217
epoch: 913
loss: 0.10824470607578915
epoch: 914
loss: 0.10427304477784832
epoch: 915
loss: 0.10581644865460794
epoch: 916
loss: 0.10695487688574187
epoch: 917
loss: 0.10602308924227069
epoch: 918
loss: 0.10496972559516964
epoch: 919
loss: 0.10518030616432188
epoch: 920
loss: 0.10389678408153295
epoch: 921
loss: 0.10166558076067755
epoch: 922
loss: 0.10262141911930472
epoch: 923
loss: 0.10132672372612991
epoch: 924
loss: 0.10283187699486625
IOU: [98.32, 85.85, 92.3, 58.91, 62.42, 65.29, 69.2, 78.24, 92.29, 62.25, 94.76, 80.78, 60.73, 94.68, 66.92, 80.62, 74.83, 59.28, 75.51]
mIOU: 76.48, mIOU_reduced: 76.57, accuracy: 96.03
epoch: 925
loss: 0.1026451369983488
epoch: 926
loss: 0.10044846666670552
epoch: 927
loss: 0.10206717990760533
epoch: 928
loss: 0.10068710499776984
epoch: 929
loss: 0.10916685894372649
epoch: 930
loss: 0.10299901799813435
epoch: 931
loss: 0.1076481013666748
epoch: 932
loss: 0.10372995767953261
epoch: 933
loss: 0.11298249641840027
epoch: 934
loss: 0.10589835781734587
epoch: 935
loss: 0.10267415102521044
epoch: 936
loss: 0.10695488112313407
epoch: 937
loss: 0.101248224609785
epoch: 938
loss: 0.10287448575072533
epoch: 939
loss: 0.10308259472532093
epoch: 940
loss: 0.10072016902769994
epoch: 941
loss: 0.10525628365074206
epoch: 942
loss: 0.10147960375582754
epoch: 943
loss: 0.09860422539542306
epoch: 944
loss: 0.10128612630571317
epoch: 945
loss: 0.10631878405929897
epoch: 946
loss: 0.0987586488299614
epoch: 947
loss: 0.10141844621726445
epoch: 948
loss: 0.0981158635847652
epoch: 949
loss: 0.10303212016459425
IOU: [98.11, 84.63, 92.41, 59.76, 61.8, 65.3, 69.02, 79.19, 92.56, 64.77, 95.21, 81.3, 61.61, 94.68, 73.61, 84.25, 75.72, 58.2, 75.61]
mIOU: 77.25, mIOU_reduced: 77.33, accuracy: 96.05
epoch: 950
loss: 0.0994613526986455
epoch: 951
loss: 0.09911776636287851
epoch: 952
loss: 0.09926094455177571
epoch: 953
loss: 0.09773516108726234
epoch: 954
loss: 0.09953541279521914
epoch: 955
loss: 0.09939063428788172
epoch: 956
loss: 0.0978524111351877
epoch: 957
loss: 0.09781087656829235
epoch: 958
loss: 0.09752801839874761
epoch: 959
loss: 0.09983956829878197
epoch: 960
loss: 0.09656274649051
epoch: 961
loss: 0.09869540543006758
epoch: 962
loss: 0.09582531878930539
epoch: 963
loss: 0.09664965963186922
epoch: 964
loss: 0.09647205549309838
epoch: 965
loss: 0.09745214091277508
epoch: 966
loss: 0.0953550999155745
epoch: 967
loss: 0.09540618176890833
epoch: 968
loss: 0.09787598738291192
epoch: 969
loss: 0.09545415518378633
epoch: 970
loss: 0.0944442384728203
IOU: [98.13, 84.92, 92.37, 59.22, 60.51, 65.07, 69.95, 78.55, 92.3, 63.58, 95.22, 81.0, 60.44, 94.66, 69.39, 80.72, 75.51, 61.25, 76.16]
mIOU: 76.79, mIOU_reduced: 76.86, accuracy: 95.99
epoch: 971
loss: 0.09442893198799251
IOU: [98.19, 85.27, 92.37, 58.99, 59.98, 65.77, 69.92, 78.81, 92.49, 64.01, 94.77, 81.52, 62.01, 94.84, 69.05, 80.23, 75.88, 62.08, 76.1]
mIOU: 76.96, mIOU_reduced: 77.02, accuracy: 96.05
epoch: 972
loss: 0.09334059104805366
IOU: [98.23, 85.44, 92.57, 60.24, 60.16, 65.71, 69.94, 78.85, 92.58, 64.43, 95.18, 81.12, 61.11, 94.75, 68.53, 80.24, 75.91, 61.54, 76.02]
mIOU: 76.98, mIOU_reduced: 77.03, accuracy: 96.1
epoch: 973
loss: 0.09586199793733677
IOU: [98.14, 84.86, 92.52, 60.77, 60.46, 66.0, 70.04, 79.39, 92.49, 63.13, 95.14, 81.41, 62.57, 94.86, 65.38, 80.09, 75.56, 61.84, 76.14]
mIOU: 76.88, mIOU_reduced: 76.96, accuracy: 96.05
epoch: 974
loss: 0.09375348657048295
IOU: [98.14, 85.0, 92.58, 61.24, 60.67, 65.92, 70.13, 79.3, 92.55, 63.83, 95.2, 81.48, 61.9, 94.91, 68.43, 80.76, 76.8, 62.11, 76.06]
mIOU: 77.21, mIOU_reduced: 77.23, accuracy: 96.08
epoch: 975
loss: 0.09466855846486001
IOU: [98.21, 85.42, 92.6, 60.13, 61.01, 65.63, 69.98, 79.01, 92.59, 64.27, 95.15, 81.57, 62.43, 94.88, 70.81, 81.01, 75.69, 62.82, 76.08]
mIOU: 77.33, mIOU_reduced: 77.42, accuracy: 96.12
epoch: 976
loss: 0.09582811702454508
IOU: [98.24, 85.58, 92.5, 60.34, 60.75, 66.01, 69.98, 78.84, 92.55, 64.46, 95.07, 81.47, 62.28, 94.87, 68.66, 81.18, 75.56, 62.85, 76.26]
mIOU: 77.24, mIOU_reduced: 77.33, accuracy: 96.12
epoch: 977
loss: 0.09421100364018965
IOU: [98.25, 85.56, 92.53, 60.85, 60.75, 65.99, 70.19, 78.96, 92.63, 64.67, 95.15, 81.48, 62.53, 94.89, 69.43, 81.17, 76.56, 63.03, 76.45]
mIOU: 77.42, mIOU_reduced: 77.47, accuracy: 96.14
epoch: 978
loss: 0.0948746064301289
IOU: [98.24, 85.54, 92.6, 60.95, 60.96, 65.84, 69.81, 79.13, 92.61, 64.92, 95.21, 81.67, 62.75, 94.86, 70.09, 81.72, 76.95, 62.57, 76.29]
mIOU: 77.51, mIOU_reduced: 77.54, accuracy: 96.15
epoch: 979
loss: 0.09484679319185388
IOU: [98.22, 85.37, 92.6, 59.58, 61.21, 66.18, 70.04, 79.11, 92.55, 64.24, 95.24, 81.53, 62.04, 94.85, 70.0, 81.76, 76.97, 63.19, 76.23]
mIOU: 77.42, mIOU_reduced: 77.44, accuracy: 96.12
epoch: 980
loss: 0.09277277041196502
IOU: [98.23, 85.37, 92.54, 59.36, 60.9, 65.72, 70.2, 79.21, 92.62, 64.88, 95.22, 81.67, 62.46, 94.92, 72.27, 82.13, 75.82, 63.19, 76.23]
mIOU: 77.52, mIOU_reduced: 77.62, accuracy: 96.14
epoch: 981
loss: 0.09338355321447162
IOU: [98.2, 85.24, 92.57, 59.43, 61.27, 66.2, 70.06, 79.31, 92.55, 63.98, 95.24, 81.73, 62.62, 94.95, 74.5, 82.91, 76.53, 61.63, 75.67]
mIOU: 77.61, mIOU_reduced: 77.67, accuracy: 96.12
epoch: 982
loss: 0.09330319083042223
IOU: [98.21, 85.4, 92.57, 60.89, 60.82, 65.98, 70.11, 79.17, 92.59, 64.63, 95.24, 81.44, 61.24, 94.96, 73.31, 82.89, 76.15, 62.3, 76.33]
mIOU: 77.59, mIOU_reduced: 77.67, accuracy: 96.15
epoch: 983
loss: 0.09395159730773088
IOU: [98.24, 85.51, 92.58, 60.29, 61.7, 66.0, 70.3, 79.43, 92.61, 64.68, 95.25, 81.4, 61.29, 94.95, 71.41, 81.87, 76.81, 62.33, 76.27]
mIOU: 77.52, mIOU_reduced: 77.56, accuracy: 96.15
epoch: 984
loss: 0.09428537777572307
IOU: [98.24, 85.51, 92.54, 59.26, 61.18, 66.21, 70.25, 79.27, 92.6, 64.34, 95.26, 81.6, 61.98, 94.98, 74.39, 82.97, 76.21, 62.89, 76.09]
mIOU: 77.67, mIOU_reduced: 77.75, accuracy: 96.14
epoch: 985
loss: 0.09281000513031155
IOU: [98.24, 85.47, 92.56, 59.01, 61.59, 66.21, 69.92, 79.01, 92.58, 64.16, 95.2, 81.54, 62.01, 94.95, 75.16, 83.35, 76.4, 63.11, 76.46]
mIOU: 77.73, mIOU_reduced: 77.81, accuracy: 96.14
epoch: 986
loss: 0.09193183135271393
IOU: [98.26, 85.65, 92.52, 59.93, 61.25, 65.59, 70.27, 78.92, 92.6, 64.53, 95.25, 81.59, 62.01, 94.99, 75.82, 83.86, 77.06, 63.2, 76.47]
mIOU: 77.88, mIOU_reduced: 77.93, accuracy: 96.16
epoch: 987
loss: 0.09245446181763214
IOU: [98.26, 85.67, 92.63, 60.69, 60.99, 66.12, 70.04, 78.54, 92.61, 64.47, 95.2, 81.46, 61.95, 94.96, 74.95, 83.07, 76.77, 63.01, 76.46]
mIOU: 77.78, mIOU_reduced: 77.84, accuracy: 96.17
epoch: 988
loss: 0.09152086508884584
IOU: [98.26, 85.6, 92.61, 60.18, 62.05, 65.94, 70.08, 78.62, 92.58, 63.68, 95.18, 81.61, 62.68, 94.93, 72.93, 82.38, 76.65, 63.5, 76.26]
mIOU: 77.67, mIOU_reduced: 77.73, accuracy: 96.15
epoch: 989
loss: 0.0920148315736547
IOU: [98.25, 85.58, 92.57, 60.27, 60.81, 65.89, 70.07, 79.05, 92.56, 64.31, 95.3, 81.56, 61.95, 94.96, 73.77, 82.78, 76.83, 64.18, 76.3]
mIOU: 77.74, mIOU_reduced: 77.79, accuracy: 96.15
epoch: 990
loss: 0.09319722708666099
IOU: [98.21, 85.37, 92.66, 61.15, 61.74, 65.71, 70.01, 78.93, 92.62, 65.12, 95.24, 81.43, 61.95, 94.96, 73.73, 82.59, 76.67, 63.24, 76.42]
mIOU: 77.78, mIOU_reduced: 77.84, accuracy: 96.16
epoch: 991
loss: 0.09219465802380981
IOU: [98.24, 85.55, 92.67, 61.48, 61.62, 66.09, 70.03, 78.91, 92.67, 65.17, 95.23, 81.66, 62.44, 94.96, 74.2, 83.09, 77.07, 63.57, 76.36]
mIOU: 77.95, mIOU_reduced: 78.0, accuracy: 96.18
epoch: 992
loss: 0.09176785184567508
IOU: [98.23, 85.46, 92.63, 60.95, 61.61, 66.02, 69.99, 78.96, 92.63, 64.66, 95.34, 81.53, 62.09, 94.96, 75.14, 83.97, 77.16, 63.19, 76.42]
mIOU: 77.94, mIOU_reduced: 77.99, accuracy: 96.18
epoch: 993
loss: 0.09588199498438128
IOU: [98.25, 85.51, 92.62, 60.48, 61.2, 66.15, 69.95, 78.75, 92.66, 64.21, 95.3, 81.46, 61.96, 94.98, 75.84, 84.18, 77.57, 62.16, 76.38]
mIOU: 77.87, mIOU_reduced: 77.89, accuracy: 96.17
epoch: 994
loss: 0.09281624909841789
IOU: [98.24, 85.52, 92.6, 59.94, 61.01, 66.09, 70.14, 78.87, 92.64, 64.23, 95.26, 81.39, 61.72, 94.94, 73.97, 83.0, 76.97, 62.35, 76.28]
mIOU: 77.64, mIOU_reduced: 77.68, accuracy: 96.15
epoch: 995
loss: 0.09274548576326383
IOU: [98.24, 85.52, 92.63, 61.02, 61.06, 66.18, 69.91, 78.84, 92.61, 64.3, 95.31, 81.53, 61.97, 94.98, 76.5, 84.6, 77.4, 63.16, 76.24]
mIOU: 78.0, mIOU_reduced: 78.03, accuracy: 96.17
epoch: 996
loss: 0.09333053042464501
IOU: [98.26, 85.65, 92.66, 61.81, 61.7, 65.9, 69.93, 78.92, 92.61, 64.35, 95.27, 81.63, 62.1, 94.97, 75.95, 84.4, 77.58, 63.33, 76.28]
mIOU: 78.07, mIOU_reduced: 78.09, accuracy: 96.19
epoch: 997
loss: 0.09109494096104989
IOU: [98.26, 85.63, 92.69, 61.06, 61.93, 66.15, 70.14, 78.95, 92.61, 64.21, 95.27, 81.62, 61.89, 94.98, 75.68, 84.2, 76.88, 63.4, 76.37]
mIOU: 78.0, mIOU_reduced: 78.06, accuracy: 96.19
epoch: 998
loss: 0.09323932283690997
IOU: [98.28, 85.68, 92.69, 61.03, 61.62, 66.12, 70.11, 79.06, 92.64, 64.32, 95.27, 81.56, 61.98, 94.96, 75.64, 83.97, 77.05, 62.81, 76.19]
mIOU: 77.95, mIOU_reduced: 77.99, accuracy: 96.19
epoch: 999
loss: 0.09019421674612398
IOU: [98.25, 85.58, 92.68, 61.48, 61.88, 66.28, 70.21, 79.04, 92.63, 64.28, 95.29, 81.55, 61.94, 94.95, 74.66, 83.61, 76.97, 62.58, 76.3]
mIOU: 77.9, mIOU_reduced: 77.96, accuracy: 96.19
Best mIOU: 78.06726495843185
Best global accuracy: 96.19118571281433
Training time 1 day, 18:41:27
mIOUs: [78.06726495843185]
global_accuracies: [96.19118571281433]
