{'model_name': 'exp61_decoder26', 'model_type': 'experimental2', 'num_classes': 19, 'ignore_value': 255, 'pretrained_backbone': False, 'epochs': 1000, 'max_epochs': 1000, 'resume': False, 'lr': 0.05, 'momentum': 0.9, 'weight_decay': 0.0001, 'class_weight': None, 'bn_weight_decay': False, 'bn_precise_stats': False, 'bn_precise_num_samples': 600, 'lr_scheduler': 'poly', 'poly_power': 0.9, 'warmup_iters': 3000, 'warmup_factor': 0.1, 'mixed_precision': True, 'run': 1, 'RNG_seed': 0, 'loss_type': 'cross_entropy', 'eval_while_train': True, 'exclude_classes': [14, 15, 16], 'warmup_iter': 10, 'num_iter': 100, 'benchmark_loader': True, 'benchmark_model': True, 'dataset_name': 'cityscapes', 'dataset_dir': 'cityscapes_dataset', 'batch_size': 8, 'train_min_size': 400, 'train_max_size': 1600, 'train_crop_size': [768, 768], 'val_input_size': 1024, 'val_label_size': 1024, 'aug_mode': 'randaug_reduced', 'num_workers': 6, 'class_uniform_pct': 0.5, 'train_split': 'train', 'val_split': 'val', 'max_eval': 600, 'validate_train_loader': False, 'eval_print_every': 10000, 'train_print_every': 10000, 'pretrained_path': '', 'save_every_k_epochs': 25, 'save_last_k_epochs': 20, 'save_dir': 'checkpoints', 'log_dir': 'logs', 'save_name': 'exp61_decoder26_1000_epochs', 'save_best_path': 'checkpoints/exp61_decoder26_1000_epochs_run1', 'save_latest_path': 'checkpoints/exp61_decoder26_1000_epochs_latest', 'resume_path': 'checkpoints/exp61_decoder26_1000_epochs_latest', 'log_path': 'logs/exp61_decoder26_1000_epochs_run1.txt'}
run: 1
epoch: 0
loss: 1.1971885553910082
IOU: [80.69, 9.53, 46.84, 0.0, 0.0, 0.0, 0.0, 0.0, 16.49, 13.56, 58.19, 0.0, 0.0, 34.95, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 13.7, mIOU_reduced: 16.27, accuracy: 65.76
epoch: 1
loss: 0.8734017118128805
epoch: 2
loss: 0.7458431496613752
epoch: 3
loss: 0.708204639889802
epoch: 4
loss: 0.6462554232772149
epoch: 5
loss: 0.5977613264820325
epoch: 6
loss: 0.5704301300074534
epoch: 7
loss: 0.5581807109384203
epoch: 8
loss: 0.5127103359230124
epoch: 9
loss: 0.5062162746798318
epoch: 10
loss: 0.48694600811544453
epoch: 11
loss: 0.46262714439485914
epoch: 12
loss: 0.4685472548409614
epoch: 13
loss: 0.42105808444421566
epoch: 14
loss: 0.418541882277499
epoch: 15
loss: 0.4062687575094141
epoch: 16
loss: 0.38345953544998423
epoch: 17
loss: 0.3919855981181574
epoch: 18
loss: 0.39014909627302635
epoch: 19
loss: 0.36293261564484824
epoch: 20
loss: 0.3665925796542849
epoch: 21
loss: 0.3618867950780051
epoch: 22
loss: 0.3516467920130475
epoch: 23
loss: 0.35731565329745774
epoch: 24
loss: 0.3299229411744686
IOU: [95.85, 68.64, 84.03, 28.22, 28.97, 41.49, 27.93, 45.43, 87.67, 44.56, 90.49, 52.75, 3.33, 85.52, 28.9, 19.51, 24.92, 2.99, 46.83]
mIOU: 47.79, mIOU_reduced: 52.17, accuracy: 91.36
epoch: 25
loss: 0.34341919514528824
epoch: 26
loss: 0.3199044387295561
epoch: 27
loss: 0.33905809756237865
epoch: 28
loss: 0.3269420902362731
epoch: 29
loss: 0.3380945306421933
epoch: 30
loss: 0.32620976294950654
epoch: 31
loss: 0.32555171554140006
epoch: 32
loss: 0.3223880510526205
epoch: 33
loss: 0.31155769759914625
epoch: 34
loss: 0.31713793139573376
epoch: 35
loss: 0.2999989957099334
epoch: 36
loss: 0.29949273731348647
epoch: 37
loss: 0.2986236894227102
epoch: 38
loss: 0.30047040157562316
epoch: 39
loss: 0.32308094267735904
epoch: 40
loss: 0.3051959337651569
epoch: 41
loss: 0.3029085079213037
epoch: 42
loss: 0.3014359518765118
epoch: 43
loss: 0.30524324768315747
epoch: 44
loss: 0.29103656739719475
epoch: 45
loss: 0.28443824979815524
epoch: 46
loss: 0.2933585629308963
epoch: 47
loss: 0.27587728648172877
epoch: 48
loss: 0.2952981918568238
epoch: 49
loss: 0.28691618598375035
IOU: [95.94, 71.13, 87.57, 36.4, 43.28, 50.68, 40.18, 54.44, 89.58, 55.08, 91.69, 65.15, 32.06, 88.58, 39.45, 46.07, 29.34, 8.4, 60.84]
mIOU: 57.15, mIOU_reduced: 60.69, accuracy: 92.82
epoch: 50
loss: 0.28132422561594095
epoch: 51
loss: 0.28205892560135
epoch: 52
loss: 0.27949519989625465
epoch: 53
loss: 0.27898622033088355
epoch: 54
loss: 0.2779244783352006
epoch: 55
loss: 0.2577777409328605
epoch: 56
loss: 0.2669073087226027
epoch: 57
loss: 0.2653673457087211
epoch: 58
loss: 0.2631943267230396
epoch: 59
loss: 0.2788108520591355
epoch: 60
loss: 0.2704607129418304
epoch: 61
loss: 0.2750263969210602
epoch: 62
loss: 0.2601875761609193
epoch: 63
loss: 0.26495365858720643
epoch: 64
loss: 0.26128377434057043
epoch: 65
loss: 0.2491978340433293
epoch: 66
loss: 0.25885972748146546
epoch: 67
loss: 0.24177181913524948
epoch: 68
loss: 0.243097801735459
epoch: 69
loss: 0.25153269199026884
epoch: 70
loss: 0.24859098322950604
epoch: 71
loss: 0.2505093950707957
epoch: 72
loss: 0.2681366683578877
epoch: 73
loss: 0.2505426050598088
epoch: 74
loss: 0.25647293035232155
IOU: [96.67, 74.88, 87.52, 37.32, 38.95, 48.72, 43.11, 60.78, 88.96, 50.74, 92.12, 64.56, 37.67, 88.01, 35.54, 56.09, 38.59, 14.84, 59.73]
mIOU: 58.67, mIOU_reduced: 61.54, accuracy: 93.0
epoch: 75
loss: 0.2524993262602634
epoch: 76
loss: 0.24939957425761416
epoch: 77
loss: 0.252506423269642
epoch: 78
loss: 0.25404554412692704
epoch: 79
loss: 0.2592025754265387
epoch: 80
loss: 0.24362491665664066
epoch: 81
loss: 0.23653190514710393
epoch: 82
loss: 0.2555678007657316
epoch: 83
loss: 0.24358279239938588
epoch: 84
loss: 0.2353706162453019
epoch: 85
loss: 0.24146645919813942
epoch: 86
loss: 0.24029118210237946
epoch: 87
loss: 0.26885695092761613
epoch: 88
loss: 0.2401504468202912
epoch: 89
loss: 0.2353871360300686
epoch: 90
loss: 0.2478909626442467
epoch: 91
loss: 0.23771029007884692
epoch: 92
loss: 0.25354078827762216
epoch: 93
loss: 0.25023509875301403
epoch: 94
loss: 0.24945076175455777
epoch: 95
loss: 0.25385671876109833
epoch: 96
loss: 0.2533614669005183
epoch: 97
loss: 0.22969226215807897
epoch: 98
loss: 0.25041924429068346
epoch: 99
loss: 0.24111216856703926
IOU: [96.51, 73.41, 87.83, 34.63, 41.93, 50.05, 45.75, 60.65, 89.48, 54.29, 91.47, 60.09, 37.14, 89.63, 43.88, 54.54, 27.24, 16.85, 52.76]
mIOU: 58.32, mIOU_reduced: 61.4, accuracy: 93.04
epoch: 100
loss: 0.2285563734904775
epoch: 101
loss: 0.25850492589316276
epoch: 102
loss: 0.24290736111990524
epoch: 103
loss: 0.22912331200593886
epoch: 104
loss: 0.2249274378757914
epoch: 105
loss: 0.23405369700527576
epoch: 106
loss: 0.22281239422746102
epoch: 107
loss: 0.25360354082282344
epoch: 108
loss: 0.23119774523048067
epoch: 109
loss: 0.24305702597304496
epoch: 110
loss: 0.23306754277642525
epoch: 111
loss: 0.23896454716467794
epoch: 112
loss: 0.23377434680404047
epoch: 113
loss: 0.23806180196470328
epoch: 114
loss: 0.2282694080327399
epoch: 115
loss: 0.23722184921371325
epoch: 116
loss: 0.2268081802242207
epoch: 117
loss: 0.21476539069751524
epoch: 118
loss: 0.2247951970187159
epoch: 119
loss: 0.22729098557863595
epoch: 120
loss: 0.24540358203440663
epoch: 121
loss: 0.2295072326521989
epoch: 122
loss: 0.23089551901560268
epoch: 123
loss: 0.22747882871293637
epoch: 124
loss: 0.22347968135962912
IOU: [96.65, 74.8, 88.51, 40.72, 48.61, 53.58, 43.22, 63.47, 89.88, 48.19, 91.79, 69.8, 36.9, 90.63, 49.4, 38.78, 31.16, 17.29, 61.09]
mIOU: 59.71, mIOU_reduced: 63.45, accuracy: 93.62
epoch: 125
loss: 0.2539741830483601
epoch: 126
loss: 0.23058663105787935
epoch: 127
loss: 0.23111606580067195
epoch: 128
loss: 0.2194616104353149
epoch: 129
loss: 0.2205712266085604
epoch: 130
loss: 0.2133535872492186
epoch: 131
loss: 0.21149533997086503
epoch: 132
loss: 0.22112815304988157
epoch: 133
loss: 0.22066415231825529
epoch: 134
loss: 0.2149977076929213
epoch: 135
loss: 0.21367844087736948
epoch: 136
loss: 0.20568646153189102
epoch: 137
loss: 0.23001177761593275
epoch: 138
loss: 0.22438264485559054
epoch: 139
loss: 0.21870618148875043
epoch: 140
loss: 0.22669958757020714
epoch: 141
loss: 0.21841692291903045
epoch: 142
loss: 0.22760347574145967
epoch: 143
loss: 0.2249100553499399
epoch: 144
loss: 0.22194295284160065
epoch: 145
loss: 0.2185763520894025
epoch: 146
loss: 0.23322337769433815
epoch: 147
loss: 0.21903589789597494
epoch: 148
loss: 0.23392524795149858
epoch: 149
loss: 0.22555468872069026
IOU: [96.91, 76.27, 88.66, 32.2, 41.96, 51.75, 50.78, 60.96, 89.43, 51.35, 93.21, 71.32, 46.31, 89.86, 50.53, 63.0, 50.04, 40.85, 65.21]
mIOU: 63.72, mIOU_reduced: 65.44, accuracy: 93.69
epoch: 150
loss: 0.2093166264722932
epoch: 151
loss: 0.2169020777402541
epoch: 152
loss: 0.21225467770086787
epoch: 153
loss: 0.2158141158460928
epoch: 154
loss: 0.22295470680348636
epoch: 155
loss: 0.19930010961715103
epoch: 156
loss: 0.22744783255048195
epoch: 157
loss: 0.2320155471643669
epoch: 158
loss: 0.20266752884876374
epoch: 159
loss: 0.2013098291872004
epoch: 160
loss: 0.20340828860625423
epoch: 161
loss: 0.2294226110463515
epoch: 162
loss: 0.22377647260690955
epoch: 163
loss: 0.2026998639468234
epoch: 164
loss: 0.21413970290811235
epoch: 165
loss: 0.19838553871909242
epoch: 166
loss: 0.2232602806184491
epoch: 167
loss: 0.2169585850722385
epoch: 168
loss: 0.21743272481902912
epoch: 169
loss: 0.23247901149435507
epoch: 170
loss: 0.20580764418101374
epoch: 171
loss: 0.2105742520037687
epoch: 172
loss: 0.20791915908576344
epoch: 173
loss: 0.2114781348130131
epoch: 174
loss: 0.2485997123578488
IOU: [97.04, 77.74, 88.09, 34.57, 42.9, 49.95, 45.26, 60.26, 88.7, 48.02, 92.77, 70.56, 40.45, 89.74, 50.59, 50.57, 47.94, 15.48, 64.02]
mIOU: 60.77, mIOU_reduced: 62.85, accuracy: 93.45
epoch: 175
loss: 0.2203352564589354
epoch: 176
loss: 0.2074678321532162
epoch: 177
loss: 0.21827472419028654
epoch: 178
loss: 0.2136838057572951
epoch: 179
loss: 0.21158213003706738
epoch: 180
loss: 0.20384704217194224
epoch: 181
loss: 0.22590282169795745
epoch: 182
loss: 0.204914151075876
epoch: 183
loss: 0.20796198909976732
epoch: 184
loss: 0.19532502591208306
epoch: 185
loss: 0.21142658772012293
epoch: 186
loss: 0.2070392430270457
epoch: 187
loss: 0.21162932133176576
epoch: 188
loss: 0.2269786674619685
epoch: 189
loss: 0.20486075951243346
epoch: 190
loss: 0.20276192218225922
epoch: 191
loss: 0.21409258750490745
epoch: 192
loss: 0.22455292076595387
epoch: 193
loss: 0.2158544504176574
epoch: 194
loss: 0.20666828809803064
epoch: 195
loss: 0.20916858080503434
epoch: 196
loss: 0.22278269209630405
epoch: 197
loss: 0.19745247554023954
epoch: 198
loss: 0.19443058529793414
epoch: 199
loss: 0.2281905630969937
IOU: [96.87, 75.22, 89.56, 38.85, 47.29, 52.56, 46.19, 65.3, 90.2, 53.28, 93.13, 71.32, 45.71, 90.58, 47.42, 66.92, 52.66, 19.98, 54.57]
mIOU: 63.03, mIOU_reduced: 64.41, accuracy: 93.84
epoch: 200
loss: 0.19888844509732048
epoch: 201
loss: 0.21322966776687824
epoch: 202
loss: 0.1972672174963347
epoch: 203
loss: 0.2008369572440569
epoch: 204
loss: 0.22314357331820897
epoch: 205
loss: 0.20773453769497474
epoch: 206
loss: 0.1868861066604239
epoch: 207
loss: 0.21200462780149798
epoch: 208
loss: 0.22027254733194238
epoch: 209
loss: 0.20754154390000268
epoch: 210
loss: 0.2103925589120613
epoch: 211
loss: 0.2087585833877566
epoch: 212
loss: 0.2092003451002576
epoch: 213
loss: 0.20695565747363226
epoch: 214
loss: 0.19355783346447983
epoch: 215
loss: 0.19987077876483655
epoch: 216
loss: 0.20157133105067873
epoch: 217
loss: 0.20196135330071668
epoch: 218
loss: 0.19647064031857364
epoch: 219
loss: 0.21946879120849855
epoch: 220
loss: 0.20328963762826996
epoch: 221
loss: 0.2030561870199972
epoch: 222
loss: 0.19638202325353082
epoch: 223
loss: 0.21000069199064672
epoch: 224
loss: 0.2067274095194359
IOU: [97.11, 77.46, 89.31, 31.99, 51.91, 54.69, 49.9, 64.79, 89.9, 47.27, 93.47, 70.99, 46.72, 90.99, 51.81, 68.24, 54.71, 33.95, 64.83]
mIOU: 64.74, mIOU_reduced: 65.96, accuracy: 94.07
epoch: 225
loss: 0.1908170480250991
epoch: 226
loss: 0.18265862989859438
epoch: 227
loss: 0.19803457897949733
epoch: 228
loss: 0.19308895758300457
epoch: 229
loss: 0.1864286056064531
epoch: 230
loss: 0.19186227636115571
epoch: 231
loss: 0.21730945803566443
epoch: 232
loss: 0.20427348898507836
epoch: 233
loss: 0.19470903273380671
epoch: 234
loss: 0.2104456052987402
epoch: 235
loss: 0.19230871095329605
epoch: 236
loss: 0.19181426773174112
epoch: 237
loss: 0.18822136856715954
epoch: 238
loss: 0.1881609336144198
epoch: 239
loss: 0.1967566414583083
epoch: 240
loss: 0.20699190380518648
epoch: 241
loss: 0.21000674057681606
epoch: 242
loss: 0.198934950235719
epoch: 243
loss: 0.19473504265042327
epoch: 244
loss: 0.21459786338867204
epoch: 245
loss: 0.20272703454741892
epoch: 246
loss: 0.18481174498957123
epoch: 247
loss: 0.19865123401433632
epoch: 248
loss: 0.1898884948373162
epoch: 249
loss: 0.2302930866772274
IOU: [96.12, 71.92, 86.33, 27.07, 43.55, 50.9, 47.42, 62.81, 89.17, 53.65, 80.24, 68.52, 43.97, 88.41, 32.03, 58.79, 52.65, 26.8, 56.06]
mIOU: 59.81, mIOU_reduced: 62.06, accuracy: 92.71
epoch: 250
loss: 0.20692970874817224
epoch: 251
loss: 0.20207803824921503
epoch: 252
loss: 0.20898469507372924
epoch: 253
loss: 0.1921167001931494
epoch: 254
loss: 0.1916757945342848
epoch: 255
loss: 0.18014671344239758
epoch: 256
loss: 0.1807147133743988
epoch: 257
loss: 0.18794359981692382
epoch: 258
loss: 0.1816864777205768
epoch: 259
loss: 0.20748699348008215
epoch: 260
loss: 0.2021869188651563
epoch: 261
loss: 0.20327676694107183
epoch: 262
loss: 0.2012249976798209
epoch: 263
loss: 0.19235054184645012
epoch: 264
loss: 0.19019207288071793
epoch: 265
loss: 0.18246912249336344
epoch: 266
loss: 0.20450162465842264
epoch: 267
loss: 0.18593032214278482
epoch: 268
loss: 0.1905231491092723
epoch: 269
loss: 0.1997476365929344
epoch: 270
loss: 0.19712541330696115
epoch: 271
loss: 0.20015275387992112
epoch: 272
loss: 0.20765432372006445
epoch: 273
loss: 0.1971303485032683
epoch: 274
loss: 0.19581483292451124
IOU: [97.53, 80.45, 90.19, 50.47, 50.65, 59.1, 59.6, 69.79, 91.32, 61.11, 93.64, 75.18, 45.92, 91.4, 41.87, 72.11, 51.9, 40.88, 69.54]
mIOU: 68.03, mIOU_reduced: 70.42, accuracy: 94.79
epoch: 275
loss: 0.19682358201301967
epoch: 276
loss: 0.176586949098303
epoch: 277
loss: 0.17182696196991157
epoch: 278
loss: 0.1753024736625165
epoch: 279
loss: 0.19796405449469456
epoch: 280
loss: 0.18746019564468586
epoch: 281
loss: 0.2015799590037518
epoch: 282
loss: 0.1960890350155432
epoch: 283
loss: 0.19867856260338884
epoch: 284
loss: 0.2002692497523647
epoch: 285
loss: 0.1896556051312431
epoch: 286
loss: 0.21015233978267628
epoch: 287
loss: 0.18499894912111148
epoch: 288
loss: 0.2042677342650704
epoch: 289
loss: 0.19354770927014697
epoch: 290
loss: 0.19185115682146942
epoch: 291
loss: 0.18157310753739425
epoch: 292
loss: 0.19125924102781275
epoch: 293
loss: 0.19181766587929583
epoch: 294
loss: 0.1886556196124406
epoch: 295
loss: 0.19576533446013125
epoch: 296
loss: 0.1887864509642606
epoch: 297
loss: 0.1865866956403956
epoch: 298
loss: 0.20037333625105191
epoch: 299
loss: 0.1852025724445392
IOU: [96.37, 75.95, 89.24, 43.88, 45.41, 56.75, 58.24, 63.59, 91.3, 62.0, 93.99, 72.71, 52.3, 91.86, 39.46, 56.43, 26.9, 46.06, 68.89]
mIOU: 64.81, mIOU_reduced: 69.28, accuracy: 93.96
epoch: 300
loss: 0.17523732452058408
epoch: 301
loss: 0.18245910750727126
epoch: 302
loss: 0.1943918277993999
epoch: 303
loss: 0.20190494101886158
epoch: 304
loss: 0.1886254417888238
epoch: 305
loss: 0.20223372981876053
epoch: 306
loss: 0.20600683137653972
epoch: 307
loss: 0.17824980257094067
epoch: 308
loss: 0.18491393769526418
epoch: 309
loss: 0.18532441980192924
epoch: 310
loss: 0.1967137567196895
epoch: 311
loss: 0.17699397985906293
epoch: 312
loss: 0.18338048251250363
epoch: 313
loss: 0.19153431792946837
epoch: 314
loss: 0.2135534825310553
epoch: 315
loss: 0.20611438866092188
epoch: 316
loss: 0.19807085175960853
epoch: 317
loss: 0.20167227398674442
epoch: 318
loss: 0.189606671665878
epoch: 319
loss: 0.18370119992372483
epoch: 320
loss: 0.189593866849042
epoch: 321
loss: 0.1827778608972493
epoch: 322
loss: 0.17689193775149367
epoch: 323
loss: 0.17000230998202476
epoch: 324
loss: 0.18681844526706037
IOU: [85.31, 42.96, 71.15, 10.67, 17.27, 35.06, 22.65, 53.02, 78.15, 30.53, 78.87, 52.81, 32.33, 70.29, 28.4, 36.1, 16.95, 12.49, 43.06]
mIOU: 43.05, mIOU_reduced: 46.04, accuracy: 83.9
epoch: 325
loss: 0.1972608671114451
epoch: 326
loss: 0.2097289607009155
epoch: 327
loss: 0.1909193171444286
epoch: 328
loss: 0.1845767799453594
epoch: 329
loss: 0.18602580416475667
epoch: 330
loss: 0.18169762135917608
epoch: 331
loss: 0.17745067779667614
epoch: 332
loss: 0.18237838022551447
epoch: 333
loss: 0.18646220260392624
epoch: 334
loss: 0.18746688062289976
epoch: 335
loss: 0.17321251648053967
epoch: 336
loss: 0.1838511377171365
epoch: 337
loss: 0.17078232399697574
epoch: 338
loss: 0.19061718152138102
epoch: 339
loss: 0.18347010781581832
epoch: 340
loss: 0.18013331476809843
epoch: 341
loss: 0.1864474019151171
epoch: 342
loss: 0.19316150478998606
epoch: 343
loss: 0.18577150436183512
epoch: 344
loss: 0.17985693148445248
epoch: 345
loss: 0.16709534944389065
epoch: 346
loss: 0.17736195220619522
epoch: 347
loss: 0.16452219268944707
epoch: 348
loss: 0.1798680478310328
epoch: 349
loss: 0.17660489724572456
IOU: [97.43, 79.88, 90.05, 42.35, 51.79, 57.33, 57.89, 68.31, 91.0, 58.01, 93.92, 74.81, 52.65, 90.22, 36.65, 51.87, 56.19, 42.39, 67.67]
mIOU: 66.34, mIOU_reduced: 69.73, accuracy: 94.54
epoch: 350
loss: 0.17736402274463375
epoch: 351
loss: 0.1778539583247627
epoch: 352
loss: 0.17759520970184528
epoch: 353
loss: 0.16933480923307553
epoch: 354
loss: 0.16451581336577947
epoch: 355
loss: 0.21056184140498427
epoch: 356
loss: 0.19318252683408818
epoch: 357
loss: 0.17437530716635147
epoch: 358
loss: 0.18134588021232753
epoch: 359
loss: 0.19029831864200833
epoch: 360
loss: 0.1668305469732079
epoch: 361
loss: 0.1682339524724734
epoch: 362
loss: 0.21959475909844242
epoch: 363
loss: 0.19380947061867085
epoch: 364
loss: 0.19132268117524864
epoch: 365
loss: 0.19068420170291736
epoch: 366
loss: 0.18446161126030103
epoch: 367
loss: 0.1855719305193328
epoch: 368
loss: 0.18416669083171777
epoch: 369
loss: 0.19818204223627672
epoch: 370
loss: 0.17757415265407203
epoch: 371
loss: 0.1726274384923701
epoch: 372
loss: 0.19127378096638342
epoch: 373
loss: 0.1932968945114439
epoch: 374
loss: 0.20393457502689002
IOU: [97.13, 78.47, 89.07, 52.39, 47.8, 56.65, 53.5, 68.68, 90.49, 59.57, 92.32, 73.04, 48.75, 90.87, 48.13, 66.49, 43.76, 41.15, 69.3]
mIOU: 66.71, mIOU_reduced: 69.32, accuracy: 94.29
epoch: 375
loss: 0.18085095639820048
epoch: 376
loss: 0.17593869462488795
epoch: 377
loss: 0.1785454030909307
epoch: 378
loss: 0.2078823117674843
epoch: 379
loss: 0.18515681539664694
epoch: 380
loss: 0.19031235276447794
epoch: 381
loss: 0.17764495526041305
epoch: 382
loss: 0.17433961179619528
epoch: 383
loss: 0.1757124541904727
epoch: 384
loss: 0.1786499908269255
epoch: 385
loss: 0.16560671131083907
epoch: 386
loss: 0.16807107420542813
epoch: 387
loss: 0.17620869201791253
epoch: 388
loss: 0.17263074385910984
epoch: 389
loss: 0.1916067485579583
epoch: 390
loss: 0.1636065098675435
epoch: 391
loss: 0.16970801971993357
epoch: 392
loss: 0.17503896510263658
epoch: 393
loss: 0.17481139633613776
epoch: 394
loss: 0.17054475803741548
epoch: 395
loss: 0.16820914483054308
epoch: 396
loss: 0.19509774022748208
epoch: 397
loss: 0.16997118874621198
epoch: 398
loss: 0.1644656425618097
epoch: 399
loss: 0.18661127124995877
IOU: [97.36, 80.1, 90.52, 37.12, 51.96, 58.66, 58.97, 71.05, 90.82, 56.39, 93.89, 75.24, 51.46, 92.91, 68.36, 78.76, 57.4, 44.52, 67.87]
mIOU: 69.65, mIOU_reduced: 69.93, accuracy: 94.8
epoch: 400
loss: 0.1678354366609671
epoch: 401
loss: 0.18572177274047202
epoch: 402
loss: 0.1604492290201534
epoch: 403
loss: 0.16522879468784177
epoch: 404
loss: 0.17327775284045469
epoch: 405
loss: 0.17879898093058413
epoch: 406
loss: 0.1846634161600848
epoch: 407
loss: 0.17061853999236845
epoch: 408
loss: 0.17471828988459553
epoch: 409
loss: 0.1676109720152022
epoch: 410
loss: 0.1753620388453219
epoch: 411
loss: 0.168217593929517
epoch: 412
loss: 0.17932756158781823
epoch: 413
loss: 0.16353466494305113
epoch: 414
loss: 0.1585129237962219
epoch: 415
loss: 0.17244366291317978
epoch: 416
loss: 0.18751207056312227
epoch: 417
loss: 0.17796727293986836
epoch: 418
loss: 0.17391118256631244
epoch: 419
loss: 0.20247696669435886
epoch: 420
loss: 0.2094429231316574
epoch: 421
loss: 0.18554943625255416
epoch: 422
loss: 0.20372363071476995
epoch: 423
loss: 0.17833921269104488
epoch: 424
loss: 0.171479214193686
IOU: [97.48, 80.59, 90.64, 50.23, 53.77, 59.39, 60.98, 71.99, 90.94, 55.56, 94.02, 77.16, 55.34, 93.14, 72.61, 75.02, 44.46, 46.81, 70.43]
mIOU: 70.56, mIOU_reduced: 71.78, accuracy: 94.92
epoch: 425
loss: 0.17327907595110711
epoch: 426
loss: 0.18332043233907447
epoch: 427
loss: 0.17861454702933843
epoch: 428
loss: 0.17539884166094172
epoch: 429
loss: 0.16318345047794583
epoch: 430
loss: 0.16006551120641097
epoch: 431
loss: 0.16097252008648252
epoch: 432
loss: 0.1625041006750495
epoch: 433
loss: 0.16723848124238036
epoch: 434
loss: 0.16716768831576942
epoch: 435
loss: 0.1789486009597457
epoch: 436
loss: 0.18831092685541373
epoch: 437
loss: 0.17335489980695704
epoch: 438
loss: 0.1624810232145767
epoch: 439
loss: 0.16172024856680486
epoch: 440
loss: 0.15615550828269228
epoch: 441
loss: 0.16179043835787119
epoch: 442
loss: 0.15906478583089748
epoch: 443
loss: 0.17878535160960535
epoch: 444
loss: 0.18945046984201494
epoch: 445
loss: 0.17960175863816089
epoch: 446
loss: 0.17548405091878216
epoch: 447
loss: 0.18077634628410288
epoch: 448
loss: 0.1609116007857567
epoch: 449
loss: 0.16104943526160684
IOU: [97.29, 79.21, 89.27, 44.42, 44.8, 55.56, 53.07, 69.82, 91.31, 52.65, 93.82, 75.12, 52.29, 90.39, 54.84, 57.75, 45.51, 47.58, 69.35]
mIOU: 66.53, mIOU_reduced: 69.12, accuracy: 94.36
epoch: 450
loss: 0.18717373839285817
epoch: 451
loss: 0.1849719696650608
epoch: 452
loss: 0.1685632758465096
epoch: 453
loss: 0.15561774796793723
epoch: 454
loss: 0.15357585293504428
epoch: 455
loss: 0.15250093116352179
epoch: 456
loss: 0.17297983332223327
epoch: 457
loss: 0.15932038510745428
epoch: 458
loss: 0.16236378718418573
epoch: 459
loss: 0.17794732432159774
epoch: 460
loss: 0.18838546975362655
epoch: 461
loss: 0.16444069466420583
epoch: 462
loss: 0.17387508251516004
epoch: 463
loss: 0.16024293015507676
epoch: 464
loss: 0.1589827253169448
epoch: 465
loss: 0.16599150797266846
epoch: 466
loss: 0.16451563280467396
epoch: 467
loss: 0.17078511019280015
epoch: 468
loss: 0.17025408486150345
epoch: 469
loss: 0.16895940423895406
epoch: 470
loss: 0.15541429970302992
epoch: 471
loss: 0.1640334931626474
epoch: 472
loss: 0.18382414691451424
epoch: 473
loss: 0.160034187579894
epoch: 474
loss: 0.18006476061042107
IOU: [96.45, 75.9, 88.62, 40.56, 42.6, 55.2, 53.46, 60.83, 90.81, 59.27, 92.61, 72.54, 50.02, 90.95, 40.97, 35.96, 38.54, 19.39, 65.55]
mIOU: 61.59, mIOU_reduced: 65.92, accuracy: 93.8
epoch: 475
loss: 0.18065223503466243
epoch: 476
loss: 0.16872948412143315
epoch: 477
loss: 0.16101543589261663
epoch: 478
loss: 0.16648064760586642
epoch: 479
loss: 0.1770891260024351
epoch: 480
loss: 0.1647912775168843
epoch: 481
loss: 0.18020652204430648
epoch: 482
loss: 0.18357826466107305
epoch: 483
loss: 0.16682744947967504
epoch: 484
loss: 0.1848507354643467
epoch: 485
loss: 0.16812038285070352
epoch: 486
loss: 0.16736887168450498
epoch: 487
loss: 0.16356384575447303
epoch: 488
loss: 0.16369111370044256
epoch: 489
loss: 0.17081723085069914
epoch: 490
loss: 0.1633174507564933
epoch: 491
loss: 0.17224302998369917
epoch: 492
loss: 0.17099074364672454
epoch: 493
loss: 0.16007397847998175
epoch: 494
loss: 0.15892651837791072
epoch: 495
loss: 0.16817423604890663
epoch: 496
loss: 0.17776995752699612
epoch: 497
loss: 0.17379445271350624
epoch: 498
loss: 0.16794611280658495
epoch: 499
loss: 0.17713013540381048
IOU: [97.58, 81.27, 89.92, 35.58, 52.53, 58.81, 58.34, 71.4, 91.13, 59.6, 94.01, 75.5, 53.92, 92.26, 55.03, 74.39, 69.51, 45.53, 69.64]
mIOU: 69.79, mIOU_reduced: 70.44, accuracy: 94.82
epoch: 500
loss: 0.17472659533396565
epoch: 501
loss: 0.16567784907281238
epoch: 502
loss: 0.1666119110311138
epoch: 503
loss: 0.1581355789199351
epoch: 504
loss: 0.15758269547291523
epoch: 505
loss: 0.1770627001787453
epoch: 506
loss: 0.17601449440190733
epoch: 507
loss: 0.16684482575989154
epoch: 508
loss: 0.17088495257167483
epoch: 509
loss: 0.16596322084935206
epoch: 510
loss: 0.15307334683976084
epoch: 511
loss: 0.16230996868841732
epoch: 512
loss: 0.18239114535947373
epoch: 513
loss: 0.1674404254338812
epoch: 514
loss: 0.1643871508960454
epoch: 515
loss: 0.17129012944322392
epoch: 516
loss: 0.1605953970005249
epoch: 517
loss: 0.1705539344616656
epoch: 518
loss: 0.17379902313260057
epoch: 519
loss: 0.15671484075948555
epoch: 520
loss: 0.16571306634061742
epoch: 521
loss: 0.15838069892475867
epoch: 522
loss: 0.15642430283872266
epoch: 523
loss: 0.17842324347187566
epoch: 524
loss: 0.18580164567559876
IOU: [97.51, 80.93, 90.71, 49.34, 58.05, 60.5, 60.72, 71.9, 91.46, 60.82, 94.04, 74.73, 49.1, 92.13, 47.09, 73.28, 73.72, 41.39, 69.49]
mIOU: 70.36, mIOU_reduced: 71.43, accuracy: 94.99
epoch: 525
loss: 0.18686378275287763
epoch: 526
loss: 0.163068454039868
epoch: 527
loss: 0.16556518872311174
epoch: 528
loss: 0.16110716555317778
epoch: 529
loss: 0.1604747757757449
epoch: 530
loss: 0.16009897431434003
epoch: 531
loss: 0.1478831543915998
epoch: 532
loss: 0.14638548095351603
epoch: 533
loss: 0.15061386481851258
epoch: 534
loss: 0.14306462616371016
epoch: 535
loss: 0.15365846627806076
epoch: 536
loss: 0.17431464148660233
epoch: 537
loss: 0.1634201317463281
epoch: 538
loss: 0.14974463136610638
epoch: 539
loss: 0.1664104440583373
epoch: 540
loss: 0.1814088497079929
epoch: 541
loss: 0.16805599874884614
epoch: 542
loss: 0.15625314952710248
epoch: 543
loss: 0.1602488807590824
epoch: 544
loss: 0.16596974902397219
epoch: 545
loss: 0.15770799248928652
epoch: 546
loss: 0.17858347047692683
epoch: 547
loss: 0.1569054805525551
epoch: 548
loss: 0.16006681903433606
epoch: 549
loss: 0.16215253440597951
IOU: [97.79, 82.47, 90.23, 45.72, 51.22, 58.09, 58.93, 71.37, 91.43, 59.43, 93.34, 76.9, 56.53, 92.88, 62.17, 76.13, 48.66, 40.37, 71.04]
mIOU: 69.72, mIOU_reduced: 71.11, accuracy: 95.0
epoch: 550
loss: 0.16397212763038285
epoch: 551
loss: 0.1694170306474372
epoch: 552
loss: 0.17015526927706368
epoch: 553
loss: 0.16687866209973543
epoch: 554
loss: 0.15830099207130724
epoch: 555
loss: 0.1571001923590336
epoch: 556
loss: 0.15105162709549752
epoch: 557
loss: 0.14809516377526152
epoch: 558
loss: 0.15577860417552392
epoch: 559
loss: 0.15930820519551434
epoch: 560
loss: 0.17208386823093152
epoch: 561
loss: 0.1640610129364096
epoch: 562
loss: 0.14719902213933975
epoch: 563
loss: 0.14875490686321516
epoch: 564
loss: 0.15432740239843204
epoch: 565
loss: 0.16668808219246467
epoch: 566
loss: 0.16480157435984624
epoch: 567
loss: 0.17607776244293968
epoch: 568
loss: 0.160792696106466
epoch: 569
loss: 0.16274604805797901
epoch: 570
loss: 0.16075102516984682
epoch: 571
loss: 0.15214030814138704
epoch: 572
loss: 0.15185557625123433
epoch: 573
loss: 0.14792411979237657
epoch: 574
loss: 0.14663034615249967
IOU: [96.62, 78.05, 91.03, 55.74, 52.71, 58.44, 55.15, 68.59, 91.21, 58.04, 94.36, 75.13, 56.15, 91.26, 52.64, 74.34, 53.21, 43.07, 69.66]
mIOU: 69.23, mIOU_reduced: 70.95, accuracy: 94.64
epoch: 575
loss: 0.18967504470014188
epoch: 576
loss: 0.16022605826510894
epoch: 577
loss: 0.15159730520852494
epoch: 578
loss: 0.1610034125432814
epoch: 579
loss: 0.1490967967560028
epoch: 580
loss: 0.16334635394843763
epoch: 581
loss: 0.1661306164375534
epoch: 582
loss: 0.14586534449514352
epoch: 583
loss: 0.1786965419139181
epoch: 584
loss: 0.17349988129743027
epoch: 585
loss: 0.15735438952066827
epoch: 586
loss: 0.14931297565325893
epoch: 587
loss: 0.14842834152944004
epoch: 588
loss: 0.1497738361559467
epoch: 589
loss: 0.1508799548338687
epoch: 590
loss: 0.1624712723726532
epoch: 591
loss: 0.15334627638769277
epoch: 592
loss: 0.1499787050517743
epoch: 593
loss: 0.14673669194436137
epoch: 594
loss: 0.14429990599820555
epoch: 595
loss: 0.14039199371543534
epoch: 596
loss: 0.15254821831164656
epoch: 597
loss: 0.14847064841629037
epoch: 598
loss: 0.14637486757133206
epoch: 599
loss: 0.15003154091436588
IOU: [97.67, 82.08, 90.78, 51.63, 55.24, 60.5, 60.57, 72.25, 91.45, 62.05, 94.28, 76.45, 54.28, 92.26, 41.09, 57.59, 61.37, 30.64, 69.77]
mIOU: 68.52, mIOU_reduced: 71.37, accuracy: 95.0
epoch: 600
loss: 0.16492047765344944
epoch: 601
loss: 0.1562040190330413
epoch: 602
loss: 0.15293153656541175
epoch: 603
loss: 0.15342837795012723
epoch: 604
loss: 0.14478016849557024
epoch: 605
loss: 0.14671408746522072
epoch: 606
loss: 0.14517836122098315
epoch: 607
loss: 0.15491554862003765
epoch: 608
loss: 0.1575382069717199
epoch: 609
loss: 0.14612792874121602
epoch: 610
loss: 0.16969827907988325
epoch: 611
loss: 0.16871910423763356
epoch: 612
loss: 0.15477401612582553
epoch: 613
loss: 0.1755056311941211
epoch: 614
loss: 0.16215152456111342
epoch: 615
loss: 0.16765427171702013
epoch: 616
loss: 0.14378823954461398
epoch: 617
loss: 0.14470175175734287
epoch: 618
loss: 0.16440779609339579
epoch: 619
loss: 0.14505781516472926
epoch: 620
loss: 0.14528216098277075
epoch: 621
loss: 0.14923265202829458
epoch: 622
loss: 0.14823703985972547
epoch: 623
loss: 0.15504317158316025
epoch: 624
loss: 0.1488424367057988
IOU: [97.52, 80.93, 90.99, 48.7, 55.59, 60.69, 63.08, 70.7, 91.64, 60.5, 94.07, 77.45, 56.39, 93.44, 66.53, 74.01, 48.13, 52.67, 71.06]
mIOU: 71.27, mIOU_reduced: 72.84, accuracy: 95.18
epoch: 625
loss: 0.14871318628283522
epoch: 626
loss: 0.1440685742466919
epoch: 627
loss: 0.14657445846381534
epoch: 628
loss: 0.15113862156064684
epoch: 629
loss: 0.14533147162624768
epoch: 630
loss: 0.13330921335924026
epoch: 631
loss: 0.13877969134769672
epoch: 632
loss: 0.15052586070932147
epoch: 633
loss: 0.14578189951872247
epoch: 634
loss: 0.13913553674025034
epoch: 635
loss: 0.15541124510556217
epoch: 636
loss: 0.14807799673385696
epoch: 637
loss: 0.15579199312992817
epoch: 638
loss: 0.16094532713414525
epoch: 639
loss: 0.16225425997432671
epoch: 640
loss: 0.14568397226038005
epoch: 641
loss: 0.15223924865860824
epoch: 642
loss: 0.14507311086529348
epoch: 643
loss: 0.15103621067946169
epoch: 644
loss: 0.15114892776202
epoch: 645
loss: 0.15024034735166802
epoch: 646
loss: 0.13916031727090358
epoch: 647
loss: 0.14085863078781216
epoch: 648
loss: 0.14179829734997607
epoch: 649
loss: 0.14030896058943715
IOU: [97.88, 83.5, 91.56, 55.53, 56.89, 61.3, 65.87, 75.21, 92.09, 63.41, 93.53, 79.12, 53.74, 93.84, 66.68, 81.63, 79.64, 55.54, 73.17]
mIOU: 74.74, mIOU_reduced: 74.51, accuracy: 95.58
epoch: 650
loss: 0.13582406466138974
epoch: 651
loss: 0.14031881401240023
epoch: 652
loss: 0.167565646839913
epoch: 653
loss: 0.17285929214600926
epoch: 654
loss: 0.1821841885539078
epoch: 655
loss: 0.15349596963738496
epoch: 656
loss: 0.14271748300912887
epoch: 657
loss: 0.14945522115397647
epoch: 658
loss: 0.1440242562252235
epoch: 659
loss: 0.16875429401259537
epoch: 660
loss: 0.1691322487922049
epoch: 661
loss: 0.1624310569702133
epoch: 662
loss: 0.16005618141266215
epoch: 663
loss: 0.14568081883728665
epoch: 664
loss: 0.14247428549508842
epoch: 665
loss: 0.14377359483601912
epoch: 666
loss: 0.14724023348960594
epoch: 667
loss: 0.1448290141605624
epoch: 668
loss: 0.1362084703384384
epoch: 669
loss: 0.13878350459902755
epoch: 670
loss: 0.1370541598758286
epoch: 671
loss: 0.13675178380587674
epoch: 672
loss: 0.13212130762978064
epoch: 673
loss: 0.14641510504435978
epoch: 674
loss: 0.144140995958584
IOU: [97.78, 82.91, 91.55, 49.62, 55.11, 61.79, 64.66, 74.0, 91.61, 63.02, 94.2, 79.39, 60.12, 93.45, 62.46, 77.65, 79.13, 57.06, 72.96]
mIOU: 74.13, mIOU_reduced: 74.33, accuracy: 95.43
epoch: 675
loss: 0.14282444384541473
epoch: 676
loss: 0.1509559986726293
epoch: 677
loss: 0.14106912692039802
epoch: 678
loss: 0.1430847967530518
epoch: 679
loss: 0.13563233862989996
epoch: 680
loss: 0.13713751634899177
epoch: 681
loss: 0.14081345084863853
epoch: 682
loss: 0.13520298347961549
epoch: 683
loss: 0.14212866828367718
epoch: 684
loss: 0.13520211441256608
epoch: 685
loss: 0.13528123216808968
epoch: 686
loss: 0.15468411187759307
epoch: 687
loss: 0.1554885080681657
epoch: 688
loss: 0.14387111498339156
epoch: 689
loss: 0.1437342625784103
epoch: 690
loss: 0.1385487325871087
epoch: 691
loss: 0.1286894492704592
epoch: 692
loss: 0.14003395749070252
epoch: 693
loss: 0.1372340911562552
epoch: 694
loss: 0.14465774190072422
epoch: 695
loss: 0.14541986566589207
epoch: 696
loss: 0.14050939791607406
epoch: 697
loss: 0.14486826355807544
epoch: 698
loss: 0.14520756143203
epoch: 699
loss: 0.15457295536030977
IOU: [97.78, 82.59, 90.75, 47.33, 48.31, 60.07, 62.81, 69.57, 91.33, 57.78, 93.7, 76.46, 54.59, 93.41, 67.02, 74.45, 63.53, 48.33, 70.76]
mIOU: 71.08, mIOU_reduced: 71.6, accuracy: 95.11
epoch: 700
loss: 0.1519892677624592
epoch: 701
loss: 0.1499711790214973
epoch: 702
loss: 0.14784362888079128
epoch: 703
loss: 0.1365293963458339
epoch: 704
loss: 0.13980883677211411
epoch: 705
loss: 0.13785970688990826
epoch: 706
loss: 0.13198587346591076
epoch: 707
loss: 0.18558240961032416
epoch: 708
loss: 0.1626829703180295
epoch: 709
loss: 0.14400311412836986
epoch: 710
loss: 0.13767273659815363
epoch: 711
loss: 0.14116470234574013
epoch: 712
loss: 0.13908180341405688
epoch: 713
loss: 0.132545478742399
epoch: 714
loss: 0.13371865975487265
epoch: 715
loss: 0.13381460760883243
epoch: 716
loss: 0.15563391088796755
epoch: 717
loss: 0.14228446928237004
epoch: 718
loss: 0.1344122880833811
epoch: 719
loss: 0.13576606472306496
epoch: 720
loss: 0.13001944098591484
epoch: 721
loss: 0.14024552781225214
epoch: 722
loss: 0.1314440417803844
epoch: 723
loss: 0.1339525158876036
epoch: 724
loss: 0.13376966074631222
IOU: [97.88, 83.22, 91.88, 51.03, 59.05, 61.54, 65.35, 73.72, 92.24, 65.09, 94.76, 79.24, 59.71, 93.84, 70.23, 83.49, 68.84, 56.67, 74.14]
mIOU: 74.84, mIOU_reduced: 74.96, accuracy: 95.66
epoch: 725
loss: 0.12629131016866216
epoch: 726
loss: 0.1332816749690678
epoch: 727
loss: 0.1319938561304239
epoch: 728
loss: 0.1334035164423066
epoch: 729
loss: 0.13484037259839615
epoch: 730
loss: 0.15316374848955724
epoch: 731
loss: 0.16735716314730298
epoch: 732
loss: 0.15617052539982243
epoch: 733
loss: 0.14484636484572508
epoch: 734
loss: 0.14688621618034384
epoch: 735
loss: 0.13480824350587764
epoch: 736
loss: 0.13735470053240295
epoch: 737
loss: 0.1378999962458874
epoch: 738
loss: 0.13542902859234102
epoch: 739
loss: 0.13422036793514724
epoch: 740
loss: 0.13989573114644485
epoch: 741
loss: 0.14140134300745402
epoch: 742
loss: 0.1361105252669828
epoch: 743
loss: 0.13481123416089627
epoch: 744
loss: 0.13425257898405235
epoch: 745
loss: 0.12690471403923317
epoch: 746
loss: 0.1277697190562027
epoch: 747
loss: 0.1478541978205632
epoch: 748
loss: 0.13090555655024444
epoch: 749
loss: 0.1284383889839977
IOU: [97.5, 81.17, 91.79, 52.65, 58.84, 62.88, 65.43, 75.43, 92.3, 63.81, 94.91, 79.47, 60.26, 93.65, 57.33, 76.76, 75.42, 50.81, 72.62]
mIOU: 73.84, mIOU_reduced: 74.59, accuracy: 95.46
epoch: 750
loss: 0.12762519903983066
epoch: 751
loss: 0.13577722316241328
epoch: 752
loss: 0.14177813288577484
epoch: 753
loss: 0.13305466332927227
epoch: 754
loss: 0.14016458351978395
epoch: 755
loss: 0.1476500257448045
epoch: 756
loss: 0.13923732163208835
epoch: 757
loss: 0.14645211999066113
epoch: 758
loss: 0.13835787311236492
epoch: 759
loss: 0.13693832057826924
epoch: 760
loss: 0.13582390773730135
epoch: 761
loss: 0.1329573013711811
epoch: 762
loss: 0.12987013351965465
epoch: 763
loss: 0.12484815787031965
epoch: 764
loss: 0.12588846068979917
epoch: 765
loss: 0.12359742689727131
epoch: 766
loss: 0.12503654489700364
epoch: 767
loss: 0.12942521816315355
epoch: 768
loss: 0.12420726786405249
epoch: 769
loss: 0.12500225350943536
epoch: 770
loss: 0.12626338844511387
epoch: 771
loss: 0.12787732471915267
epoch: 772
loss: 0.127065958339731
epoch: 773
loss: 0.12005389307065795
epoch: 774
loss: 0.1179736238123593
IOU: [98.09, 84.59, 92.13, 56.9, 60.37, 62.61, 67.95, 73.76, 92.27, 63.11, 94.86, 79.78, 60.89, 94.17, 66.37, 80.04, 78.75, 56.82, 73.9]
mIOU: 75.65, mIOU_reduced: 75.76, accuracy: 95.82
epoch: 775
loss: 0.12319114661682648
epoch: 776
loss: 0.12332555705887288
epoch: 777
loss: 0.12179849349022555
epoch: 778
loss: 0.12656593189205764
epoch: 779
loss: 0.12962411514751995
epoch: 780
loss: 0.1287027760898328
epoch: 781
loss: 0.1602536506368465
epoch: 782
loss: 0.15398551752625128
epoch: 783
loss: 0.13830992963034508
epoch: 784
loss: 0.1314476847528126
epoch: 785
loss: 0.12931944801399328
epoch: 786
loss: 0.12885770685669548
epoch: 787
loss: 0.12520747370716698
epoch: 788
loss: 0.1312672091783539
epoch: 789
loss: 0.121406490992343
epoch: 790
loss: 0.12150282914828098
epoch: 791
loss: 0.12340791194104762
epoch: 792
loss: 0.12491253325640352
epoch: 793
loss: 0.12329676751338568
epoch: 794
loss: 0.13556787594550382
epoch: 795
loss: 0.13552118408069455
epoch: 796
loss: 0.13074331140180803
epoch: 797
loss: 0.12237443564073094
epoch: 798
loss: 0.12227644341573561
epoch: 799
loss: 0.12114300476412246
IOU: [98.02, 83.64, 91.41, 51.66, 56.78, 62.4, 65.13, 74.78, 91.9, 63.46, 93.94, 77.82, 58.27, 93.42, 65.69, 82.11, 76.92, 49.39, 72.46]
mIOU: 74.17, mIOU_reduced: 74.03, accuracy: 95.53
epoch: 800
loss: 0.11779506635071453
epoch: 801
loss: 0.12299170648312632
epoch: 802
loss: 0.12052593719605809
epoch: 803
loss: 0.11967136667704968
epoch: 804
loss: 0.12715872081945528
epoch: 805
loss: 0.14456540079049343
epoch: 806
loss: 0.13348396674722351
epoch: 807
loss: 0.12761721836347786
epoch: 808
loss: 0.12457876525959878
epoch: 809
loss: 0.12951276800783496
epoch: 810
loss: 0.12112806042570952
epoch: 811
loss: 0.11608812608567852
epoch: 812
loss: 0.1201765593593172
epoch: 813
loss: 0.12131213677941628
epoch: 814
loss: 0.1365177857907956
epoch: 815
loss: 0.13257225068672648
epoch: 816
loss: 0.13962288690866487
epoch: 817
loss: 0.1339343907537486
epoch: 818
loss: 0.13191084364916114
epoch: 819
loss: 0.13470565589933062
epoch: 820
loss: 0.12042467788142978
epoch: 821
loss: 0.11871684515331633
epoch: 822
loss: 0.11851569069323514
epoch: 823
loss: 0.12197419153551528
epoch: 824
loss: 0.12292557836301886
IOU: [98.0, 84.39, 91.86, 57.04, 56.64, 62.5, 66.93, 75.42, 92.04, 63.46, 94.21, 77.79, 54.74, 93.78, 67.94, 76.5, 73.18, 49.96, 72.19]
mIOU: 74.14, mIOU_reduced: 74.43, accuracy: 95.64
epoch: 825
loss: 0.11915845642835303
epoch: 826
loss: 0.11659242736923726
epoch: 827
loss: 0.11463681112402532
epoch: 828
loss: 0.12987584343576689
epoch: 829
loss: 0.13121986320879903
epoch: 830
loss: 0.12038140237893698
epoch: 831
loss: 0.12865295604554147
epoch: 832
loss: 0.1255860970709523
epoch: 833
loss: 0.12237736759481405
epoch: 834
loss: 0.12221912678200601
epoch: 835
loss: 0.12235426776251702
epoch: 836
loss: 0.1169879649165827
epoch: 837
loss: 0.1154972605828969
epoch: 838
loss: 0.11599041740447684
epoch: 839
loss: 0.12280556908996922
epoch: 840
loss: 0.12089908729505668
epoch: 841
loss: 0.12012368659526511
epoch: 842
loss: 0.11614429677593098
epoch: 843
loss: 0.11656059113875875
epoch: 844
loss: 0.11709143560771351
epoch: 845
loss: 0.11497136978608258
epoch: 846
loss: 0.11428170753617814
epoch: 847
loss: 0.11509320712234132
epoch: 848
loss: 0.11359068930068748
epoch: 849
loss: 0.12400049111753139
IOU: [97.9, 83.81, 91.89, 53.27, 59.17, 63.55, 67.38, 76.13, 91.7, 58.93, 94.92, 80.38, 59.84, 94.14, 66.28, 73.15, 54.62, 55.77, 74.0]
mIOU: 73.52, mIOU_reduced: 75.17, accuracy: 95.59
epoch: 850
loss: 0.11781531921776157
epoch: 851
loss: 0.11959297892780638
epoch: 852
loss: 0.11765443469395213
epoch: 853
loss: 0.11861059135905494
epoch: 854
loss: 0.11597525406719218
epoch: 855
loss: 0.11853829974112806
epoch: 856
loss: 0.11364277258435028
epoch: 857
loss: 0.11748681584940444
epoch: 858
loss: 0.11680834296578667
epoch: 859
loss: 0.11554076460333204
epoch: 860
loss: 0.11166721687845464
epoch: 861
loss: 0.11039325052676496
epoch: 862
loss: 0.11436871937262723
epoch: 863
loss: 0.11372931990421044
epoch: 864
loss: 0.11533391887367253
epoch: 865
loss: 0.11410865113339977
epoch: 866
loss: 0.11280942285518762
epoch: 867
loss: 0.11254708012038807
epoch: 868
loss: 0.1090433454176165
epoch: 869
loss: 0.1106602655186486
epoch: 870
loss: 0.11447592328661535
epoch: 871
loss: 0.11076714656745006
epoch: 872
loss: 0.10957152948707262
epoch: 873
loss: 0.11152995481203508
epoch: 874
loss: 0.11362401327755894
IOU: [98.11, 84.74, 91.71, 50.39, 57.33, 63.57, 67.89, 77.43, 91.46, 57.7, 94.89, 80.27, 60.56, 94.0, 58.1, 76.91, 78.91, 58.43, 74.47]
mIOU: 74.57, mIOU_reduced: 75.19, accuracy: 95.62
epoch: 875
loss: 0.11289792037958084
epoch: 876
loss: 0.12950230066506369
epoch: 877
loss: 0.11839104122469689
epoch: 878
loss: 0.11159913005894728
epoch: 879
loss: 0.11425528090919125
epoch: 880
loss: 0.10793179527648054
epoch: 881
loss: 0.11472952042548161
epoch: 882
loss: 0.11872593309439096
epoch: 883
loss: 0.11503955561195743
epoch: 884
loss: 0.11126123562535507
epoch: 885
loss: 0.11253407090460515
epoch: 886
loss: 0.1091611149376936
epoch: 887
loss: 0.11131455255245584
epoch: 888
loss: 0.10896614985163963
epoch: 889
loss: 0.10798802919625593
epoch: 890
loss: 0.11026234393613037
epoch: 891
loss: 0.1152191658948631
epoch: 892
loss: 0.10813108580613714
epoch: 893
loss: 0.10592258060878178
epoch: 894
loss: 0.10968706291922019
epoch: 895
loss: 0.10782731420829933
epoch: 896
loss: 0.10573132992835058
epoch: 897
loss: 0.10450895413796535
epoch: 898
loss: 0.10776633144710263
epoch: 899
loss: 0.10755993544332422
IOU: [97.79, 82.64, 92.3, 54.96, 60.09, 64.51, 68.1, 76.9, 91.99, 63.1, 94.88, 80.39, 59.72, 94.04, 63.34, 77.33, 76.94, 53.84, 73.21]
mIOU: 75.06, mIOU_reduced: 75.53, accuracy: 95.72
epoch: 900
loss: 0.10894577657035741
epoch: 901
loss: 0.10655892535923626
epoch: 902
loss: 0.11372477758043217
epoch: 903
loss: 0.10681430175097162
epoch: 904
loss: 0.11412619353545644
epoch: 905
loss: 0.10728202057334613
epoch: 906
loss: 0.1130372134923453
epoch: 907
loss: 0.11412347258743893
epoch: 908
loss: 0.1102512356626859
epoch: 909
loss: 0.10804265578882392
epoch: 910
loss: 0.10817500625578862
epoch: 911
loss: 0.12294804021675954
epoch: 912
loss: 0.11058928462051638
epoch: 913
loss: 0.11059340234153033
epoch: 914
loss: 0.10825219584724331
epoch: 915
loss: 0.10584635540561856
epoch: 916
loss: 0.10648557565845247
epoch: 917
loss: 0.1078347949326199
epoch: 918
loss: 0.10525411550166472
epoch: 919
loss: 0.10657983398782918
epoch: 920
loss: 0.10770008662800905
epoch: 921
loss: 0.10309132220690463
epoch: 922
loss: 0.10406069331011682
epoch: 923
loss: 0.10065905717665936
epoch: 924
loss: 0.10191656075759396
IOU: [98.18, 85.11, 92.12, 52.9, 59.58, 65.11, 69.59, 76.88, 92.35, 63.81, 94.85, 80.93, 62.3, 94.35, 70.0, 85.25, 80.39, 58.77, 75.32]
mIOU: 76.73, mIOU_reduced: 76.38, accuracy: 95.92
epoch: 925
loss: 0.1023844208498046
epoch: 926
loss: 0.10197015726220897
epoch: 927
loss: 0.10229117402209426
epoch: 928
loss: 0.10069402878617019
epoch: 929
loss: 0.10201145373184405
epoch: 930
loss: 0.09877885258543202
epoch: 931
loss: 0.10207061588041223
epoch: 932
loss: 0.10169465469342036
epoch: 933
loss: 0.10110880737757746
epoch: 934
loss: 0.1031491836768919
epoch: 935
loss: 0.10246222906035554
epoch: 936
loss: 0.1034924239121036
epoch: 937
loss: 0.1032220341988169
epoch: 938
loss: 0.1022979942654985
epoch: 939
loss: 0.1030646433245461
epoch: 940
loss: 0.10045239500038708
epoch: 941
loss: 0.10265039144500568
epoch: 942
loss: 0.0989161574876694
epoch: 943
loss: 0.09967071605178546
epoch: 944
loss: 0.10291059685725408
epoch: 945
loss: 0.10310443947618862
epoch: 946
loss: 0.09774989306404584
epoch: 947
loss: 0.10246656704543415
epoch: 948
loss: 0.09766114496116368
epoch: 949
loss: 0.09892186870913942
IOU: [98.16, 85.12, 92.46, 58.48, 61.84, 64.99, 69.13, 77.9, 92.34, 65.14, 95.01, 81.23, 61.32, 94.55, 77.52, 86.15, 80.2, 59.41, 75.18]
mIOU: 77.69, mIOU_reduced: 77.02, accuracy: 96.05
epoch: 950
loss: 0.09826420302781455
epoch: 951
loss: 0.09818535425632469
epoch: 952
loss: 0.0994830654878822
epoch: 953
loss: 0.09776701031107145
epoch: 954
loss: 0.09893727681105027
epoch: 955
loss: 0.09812565660982761
epoch: 956
loss: 0.09824882205726322
epoch: 957
loss: 0.10095203035282639
epoch: 958
loss: 0.09721484763241521
epoch: 959
loss: 0.09830301891600668
epoch: 960
loss: 0.09665675505473607
epoch: 961
loss: 0.09835060303302788
epoch: 962
loss: 0.09561132484007717
epoch: 963
loss: 0.09661783821218098
epoch: 964
loss: 0.09599961081364083
epoch: 965
loss: 0.09678316778048994
epoch: 966
loss: 0.09550010266329721
epoch: 967
loss: 0.09474562118557907
epoch: 968
loss: 0.09648977698020215
epoch: 969
loss: 0.09475086440615899
epoch: 970
loss: 0.09418883549195094
epoch: 971
loss: 0.09433007308575664
epoch: 972
loss: 0.09486053669147414
epoch: 973
loss: 0.09671565300892948
epoch: 974
loss: 0.09475223600583256
IOU: [97.97, 84.16, 92.07, 60.51, 59.06, 64.48, 68.02, 78.04, 92.17, 64.34, 93.69, 80.54, 60.73, 94.13, 72.82, 83.38, 76.45, 56.05, 74.43]
mIOU: 76.48, mIOU_reduced: 76.27, accuracy: 95.83
epoch: 975
loss: 0.09521721163890111
epoch: 976
loss: 0.09600267186760902
epoch: 977
loss: 0.09451265532694095
epoch: 978
loss: 0.09582633488984764
epoch: 979
loss: 0.09533124636969155
epoch: 980
loss: 0.09312922522586312
IOU: [98.15, 85.08, 92.51, 56.77, 60.57, 65.01, 69.69, 78.53, 92.67, 66.3, 95.08, 81.36, 62.2, 94.6, 69.19, 83.03, 78.64, 59.04, 75.55]
mIOU: 77.05, mIOU_reduced: 77.07, accuracy: 96.08
epoch: 981
loss: 0.09368858002427453
IOU: [98.12, 85.03, 92.43, 55.31, 60.52, 65.55, 69.59, 78.55, 92.6, 65.54, 95.12, 81.3, 62.29, 94.52, 73.81, 85.01, 80.26, 58.83, 75.19]
mIOU: 77.35, mIOU_reduced: 76.91, accuracy: 96.05
epoch: 982
loss: 0.0935901092852383
IOU: [98.12, 85.06, 92.49, 57.29, 60.85, 65.65, 69.64, 78.52, 92.61, 66.05, 95.15, 81.24, 62.02, 94.52, 73.03, 84.19, 79.23, 59.63, 75.73]
mIOU: 77.42, mIOU_reduced: 77.16, accuracy: 96.07
epoch: 983
loss: 0.093901341655505
IOU: [98.26, 85.8, 92.45, 57.34, 60.95, 65.58, 69.84, 78.67, 92.59, 65.61, 95.04, 81.46, 62.65, 94.53, 76.45, 85.83, 80.84, 59.06, 75.78]
mIOU: 77.83, mIOU_reduced: 77.22, accuracy: 96.13
epoch: 984
loss: 0.09440796423673309
IOU: [98.2, 85.35, 92.35, 56.23, 59.6, 65.79, 69.79, 78.67, 92.66, 66.09, 95.1, 81.46, 62.84, 94.55, 76.5, 85.93, 80.19, 58.65, 75.65]
mIOU: 77.66, mIOU_reduced: 77.06, accuracy: 96.09
epoch: 985
loss: 0.09304289455523067
IOU: [98.17, 85.19, 92.41, 56.5, 61.23, 65.75, 69.71, 78.65, 92.56, 65.2, 95.11, 81.31, 62.33, 94.59, 76.48, 86.06, 80.95, 59.42, 75.83]
mIOU: 77.76, mIOU_reduced: 77.12, accuracy: 96.08
epoch: 986
loss: 0.09228284050512185
IOU: [98.17, 85.33, 92.39, 56.99, 60.43, 65.65, 69.8, 78.5, 92.6, 65.91, 95.1, 81.23, 62.38, 94.58, 76.44, 85.78, 80.42, 59.98, 75.9]
mIOU: 77.77, mIOU_reduced: 77.18, accuracy: 96.09
epoch: 987
loss: 0.09227943600147882
IOU: [98.17, 85.27, 92.41, 57.8, 59.66, 65.91, 69.75, 78.2, 92.61, 65.54, 95.18, 81.21, 62.3, 94.57, 74.9, 85.59, 80.72, 59.7, 75.84]
mIOU: 77.65, mIOU_reduced: 77.13, accuracy: 96.08
epoch: 988
loss: 0.0910717917460637
IOU: [98.13, 85.09, 92.4, 57.18, 60.55, 65.72, 69.62, 78.4, 92.58, 65.45, 95.08, 81.38, 62.59, 94.54, 75.19, 85.87, 80.97, 59.62, 75.76]
mIOU: 77.69, mIOU_reduced: 77.13, accuracy: 96.06
epoch: 989
loss: 0.09238922718480591
IOU: [98.15, 85.21, 92.36, 55.93, 59.77, 65.64, 69.84, 78.5, 92.57, 65.83, 95.16, 81.39, 62.09, 94.62, 75.29, 85.79, 81.2, 59.63, 75.54]
mIOU: 77.61, mIOU_reduced: 77.01, accuracy: 96.07
epoch: 990
loss: 0.0936066650175502
IOU: [98.1, 84.89, 92.49, 58.25, 60.28, 65.56, 69.81, 78.46, 92.51, 65.2, 95.16, 81.22, 62.37, 94.58, 74.99, 84.86, 81.04, 59.31, 75.63]
mIOU: 77.62, mIOU_reduced: 77.11, accuracy: 96.05
epoch: 991
loss: 0.09256255056337526
IOU: [98.16, 85.2, 92.45, 57.09, 59.89, 65.67, 69.72, 78.36, 92.57, 65.66, 95.06, 81.6, 63.12, 94.61, 73.56, 85.19, 81.23, 59.65, 75.65]
mIOU: 77.6, mIOU_reduced: 77.15, accuracy: 96.08
epoch: 992
loss: 0.09209733225425298
IOU: [98.13, 85.09, 92.47, 57.47, 60.86, 65.78, 69.83, 78.58, 92.55, 65.85, 95.16, 81.54, 62.84, 94.64, 75.45, 86.45, 81.42, 59.99, 75.83]
mIOU: 77.89, mIOU_reduced: 77.29, accuracy: 96.09
epoch: 993
loss: 0.09325756032190555
IOU: [98.14, 85.16, 92.44, 57.26, 60.54, 65.67, 69.83, 78.44, 92.6, 65.88, 95.16, 81.52, 62.59, 94.63, 76.18, 86.16, 81.08, 59.65, 75.84]
mIOU: 77.83, mIOU_reduced: 77.21, accuracy: 96.09
epoch: 994
loss: 0.09327145809473375
IOU: [98.07, 84.75, 92.43, 57.34, 60.3, 65.53, 69.79, 78.42, 92.6, 65.88, 95.13, 81.49, 62.67, 94.58, 75.02, 86.41, 81.08, 59.42, 75.78]
mIOU: 77.72, mIOU_reduced: 77.14, accuracy: 96.06
epoch: 995
loss: 0.0931184208798762
IOU: [98.11, 84.96, 92.44, 57.57, 59.94, 65.8, 69.76, 78.32, 92.59, 65.79, 95.12, 81.5, 62.6, 94.63, 75.57, 86.24, 81.07, 59.83, 75.73]
mIOU: 77.77, mIOU_reduced: 77.17, accuracy: 96.07
epoch: 996
loss: 0.09372849455178588
IOU: [98.07, 84.82, 92.47, 57.61, 60.23, 65.58, 69.68, 78.41, 92.62, 65.97, 95.12, 81.58, 62.8, 94.58, 74.69, 86.26, 81.26, 59.99, 75.77]
mIOU: 77.76, mIOU_reduced: 77.21, accuracy: 96.06
epoch: 997
loss: 0.09134884422639952
IOU: [98.1, 85.0, 92.51, 57.98, 60.9, 65.84, 69.79, 78.44, 92.61, 66.02, 95.09, 81.56, 62.78, 94.62, 74.05, 86.09, 81.02, 60.18, 75.93]
mIOU: 77.82, mIOU_reduced: 77.33, accuracy: 96.08
epoch: 998
loss: 0.09331627358805458
IOU: [98.1, 84.97, 92.49, 57.8, 60.69, 65.7, 69.81, 78.5, 92.61, 65.94, 95.14, 81.48, 62.54, 94.63, 74.94, 85.89, 81.22, 59.54, 75.6]
mIOU: 77.77, mIOU_reduced: 77.22, accuracy: 96.08
epoch: 999
loss: 0.09046533843376887
IOU: [98.11, 85.06, 92.47, 57.83, 60.8, 65.87, 69.87, 78.55, 92.61, 66.2, 95.1, 81.47, 62.78, 94.62, 74.23, 85.74, 81.04, 60.01, 75.85]
mIOU: 77.8, mIOU_reduced: 77.33, accuracy: 96.09
Best mIOU: 77.89089945742958
Best global accuracy: 96.12513184547424
Training time 1 day, 12:58:26
mIOUs: [77.89089945742958]
global_accuracies: [96.12513184547424]
