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run: 2
epoch: 0
loss: 1.457267313633325
IOU: [84.27, 7.14, 61.48, 0.0, 0.0, 0.0, 0.0, 0.0, 67.43, 28.05, 68.19, 0.0, 0.0, 45.95, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 19.08, mIOU_reduced: 22.66, accuracy: 77.26
epoch: 1
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loss: 1.1021488472779164
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loss: 1.1023579363553029
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loss: 1.0970454677095953
epoch: 22
loss: 1.0979535393316469
epoch: 23
loss: 1.0951734504931057
epoch: 24
loss: 1.085950423765054
IOU: [95.93, 69.47, 84.81, 32.84, 24.72, 43.98, 26.97, 49.85, 87.28, 49.33, 90.54, 57.26, 7.17, 85.43, 30.29, 26.61, 22.84, 5.42, 55.41]
mIOU: 49.8, mIOU_reduced: 54.15, accuracy: 91.68
epoch: 25
loss: 1.0823705474321412
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loss: 1.0649973790279297
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loss: 1.0553149564889563
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loss: 1.0243205826558834
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loss: 1.0491779926973532
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loss: 1.0300316042655884
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loss: 1.0273876220710836
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loss: 1.0343921139555157
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loss: 1.0245855000783812
epoch: 48
loss: 1.0390694608906852
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loss: 1.019167256805132
IOU: [96.17, 70.46, 87.51, 28.96, 37.43, 48.73, 46.45, 55.78, 89.51, 42.49, 91.76, 69.58, 44.22, 90.02, 48.82, 61.41, 22.79, 22.92, 59.9]
mIOU: 58.68, mIOU_reduced: 61.37, accuracy: 92.88
epoch: 50
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loss: 0.9931231971699593
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loss: 0.9940493865154503
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loss: 1.000478564246967
epoch: 74
loss: 1.014006498849617
IOU: [96.99, 76.28, 88.64, 38.99, 48.24, 51.96, 44.15, 63.3, 89.8, 53.54, 92.78, 69.92, 46.33, 90.07, 41.43, 69.05, 55.84, 33.19, 63.0]
mIOU: 63.87, mIOU_reduced: 65.45, accuracy: 93.81
epoch: 75
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loss: 0.9670680607104237
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loss: 0.9629111370307737
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loss: 0.9801591591372323
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loss: 0.9681398992268544
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loss: 0.9794226283975689
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loss: 0.9746694124612525
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loss: 0.980283401886408
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loss: 0.9778467069738959
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loss: 0.9930824038153389
epoch: 99
loss: 0.9694397142633916
IOU: [95.4, 69.71, 83.56, 24.03, 49.53, 47.62, 43.87, 63.34, 85.85, 50.92, 92.35, 65.84, 37.36, 86.09, 21.25, 63.27, 53.27, 13.32, 55.58]
mIOU: 58.01, mIOU_reduced: 60.27, accuracy: 91.58
epoch: 100
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loss: 0.9598469163850954
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loss: 0.9648723028740793
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loss: 0.9808793527418069
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loss: 0.9750646081253524
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loss: 0.9766835684403576
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loss: 0.9539068129184753
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loss: 0.9837478569575718
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loss: 0.9663999821297885
epoch: 124
loss: 0.9466757245783536
IOU: [97.6, 79.63, 89.86, 50.56, 50.81, 53.47, 54.3, 68.1, 91.07, 59.89, 92.76, 74.51, 47.58, 92.15, 67.79, 76.9, 66.22, 33.42, 65.62]
mIOU: 69.07, mIOU_reduced: 68.83, accuracy: 94.7
epoch: 125
loss: 0.9598902820576876
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loss: 0.9782939672148774
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loss: 0.9536522021190819
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loss: 0.9521865314550477
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loss: 0.9667378320205565
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loss: 0.9439653166220837
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loss: 0.9426536947247796
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loss: 0.9490428231154491
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loss: 0.9446281806799279
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loss: 0.9385548121524308
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loss: 0.9398910302036213
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loss: 0.9615880964258611
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loss: 0.9535406154763666
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loss: 0.951396408428079
epoch: 149
loss: 0.9600939374728344
IOU: [97.5, 79.57, 89.84, 28.91, 44.85, 55.34, 57.36, 66.43, 90.96, 58.9, 93.46, 74.27, 48.11, 92.4, 51.94, 71.45, 55.77, 45.71, 67.87]
mIOU: 66.88, mIOU_reduced: 68.22, accuracy: 94.53
epoch: 150
loss: 0.9724671827814971
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loss: 0.9482717289114898
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loss: 0.9410721221060123
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loss: 0.9478403921075909
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loss: 0.9409515329127042
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loss: 0.9513031454741794
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loss: 0.9689201484471961
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loss: 0.945959723863319
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loss: 0.9406308293985228
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loss: 0.936967448243555
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loss: 0.9375786996594658
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loss: 0.9402512708764192
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loss: 0.9428560338572993
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loss: 0.9475541879545968
epoch: 173
loss: 0.9570135893526103
epoch: 174
loss: 0.9460132883565445
IOU: [97.75, 82.21, 90.2, 53.47, 50.06, 57.61, 58.04, 68.99, 91.23, 60.97, 92.83, 76.22, 47.71, 92.45, 58.44, 71.06, 46.76, 50.77, 69.09]
mIOU: 69.26, mIOU_reduced: 71.23, accuracy: 94.92
epoch: 175
loss: 0.9399414602315651
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loss: 0.9380342725794913
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loss: 0.9398569175496577
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loss: 0.9368198456147289
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loss: 0.9396806733627525
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loss: 0.9382588702713383
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loss: 0.9336674534728263
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loss: 0.929511319434225
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loss: 0.9739805289677211
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loss: 0.9409063379719572
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loss: 0.9587332755728873
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loss: 0.9475548235232618
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loss: 0.940939997245038
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loss: 0.9651596191115778
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loss: 0.9437794870122103
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loss: 0.9394971913083223
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loss: 0.9435894553552098
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loss: 0.9374399299248852
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loss: 0.934099644181542
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loss: 0.9530640700756701
epoch: 199
loss: 0.950596504455628
IOU: [97.43, 79.7, 90.3, 54.8, 54.29, 55.81, 57.08, 68.3, 89.64, 48.56, 93.72, 74.7, 50.61, 92.65, 62.22, 74.44, 58.32, 45.28, 70.21]
mIOU: 69.37, mIOU_reduced: 70.19, accuracy: 94.58
epoch: 200
loss: 0.9255518434503972
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loss: 0.9432036929696075
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loss: 0.9235560873126727
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loss: 0.9196418628217075
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loss: 0.9181383997603568
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loss: 0.9179591030444739
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loss: 0.9263666885882375
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loss: 0.9208784447204713
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loss: 0.9264438491304609
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loss: 0.9360620135245619
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loss: 0.9481849180398926
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loss: 0.9241204411193046
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loss: 0.9422377097317473
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loss: 0.969933674663225
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loss: 0.9224447614420457
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loss: 0.9350998496430903
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loss: 0.9224197078907908
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loss: 0.9255337478979578
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loss: 0.936598053036353
epoch: 223
loss: 0.9192225165122924
epoch: 224
loss: 0.9243627653289034
IOU: [97.6, 80.83, 90.92, 46.23, 53.95, 59.5, 61.21, 71.44, 91.72, 60.37, 93.61, 74.09, 49.92, 92.96, 58.98, 80.21, 71.2, 50.7, 69.82]
mIOU: 71.33, mIOU_reduced: 71.55, accuracy: 95.11
epoch: 225
loss: 0.9227525156463253
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loss: 0.9487749718912849
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loss: 0.9408526862406666
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loss: 0.9300822046889128
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loss: 0.9283743577826056
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loss: 0.9305495022120823
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loss: 0.9461688343084084
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loss: 0.9279432949030174
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loss: 0.915664417081766
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loss: 0.9272341228559653
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loss: 0.9405898875945983
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loss: 0.9156324683495287
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loss: 0.9055738577624216
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loss: 0.9354188908142542
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loss: 0.9214198028623576
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loss: 0.9086362433562061
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loss: 0.9151295097369068
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loss: 0.934268495464582
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loss: 0.9138319619261029
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loss: 0.9207385262710386
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loss: 0.9506955419910564
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loss: 0.9225891940998581
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loss: 0.9207501494980886
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loss: 0.9291415400903501
epoch: 249
loss: 0.9338278511785111
IOU: [97.72, 80.47, 90.63, 47.35, 50.4, 59.14, 58.04, 72.54, 91.39, 59.18, 93.98, 76.26, 54.59, 93.01, 67.52, 74.08, 58.32, 36.68, 69.45]
mIOU: 70.04, mIOU_reduced: 70.68, accuracy: 95.05
epoch: 250
loss: 0.9194302205448202
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loss: 0.9250922611138891
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loss: 0.9310331155026377
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loss: 0.9147800968663712
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loss: 0.9431985860886278
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loss: 0.9362993937618328
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loss: 0.918123642871322
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loss: 0.9188657555618698
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loss: 0.9171732337969654
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loss: 0.9085241017958546
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loss: 0.9144104587421263
epoch: 274
loss: 0.9159352744043355
IOU: [97.53, 81.0, 90.39, 31.62, 51.14, 59.26, 61.67, 71.54, 90.96, 61.28, 93.88, 76.76, 53.0, 92.69, 62.29, 76.82, 71.88, 41.07, 68.21]
mIOU: 70.16, mIOU_reduced: 70.13, accuracy: 94.92
epoch: 275
loss: 0.9214393416183657
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loss: 0.9349792083961301
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loss: 0.9174812683519328
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loss: 0.9286373061632531
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loss: 0.9238418708593055
IOU: [97.26, 79.9, 90.24, 50.31, 43.73, 57.32, 60.2, 71.41, 91.59, 63.04, 94.3, 72.84, 53.66, 78.35, 21.67, 56.7, 42.31, 44.08, 67.98]
mIOU: 65.1, mIOU_reduced: 69.76, accuracy: 93.87
epoch: 300
loss: 0.9229872915944
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loss: 0.9393107735243127
epoch: 324
loss: 0.9229991482595871
IOU: [97.79, 81.94, 91.08, 48.02, 55.54, 59.04, 63.38, 73.5, 91.77, 60.87, 93.74, 76.81, 49.11, 93.2, 58.46, 71.18, 51.35, 46.87, 71.35]
mIOU: 70.26, mIOU_reduced: 72.13, accuracy: 95.25
epoch: 325
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loss: 0.9009686110797276
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loss: 0.8948833213019564
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loss: 0.8949617092821476
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loss: 0.9379615330631842
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loss: 0.903063677391916
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loss: 0.9091340936419134
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loss: 0.8954348337618168
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loss: 0.9045514813009298
epoch: 348
loss: 0.9101098115553432
epoch: 349
loss: 0.9182927312876658
IOU: [97.38, 79.57, 90.72, 42.35, 50.5, 57.47, 62.19, 73.08, 91.7, 61.5, 94.56, 77.01, 52.03, 93.21, 66.54, 77.49, 64.73, 48.9, 70.18]
mIOU: 71.11, mIOU_reduced: 71.4, accuracy: 95.02
epoch: 350
loss: 0.9174307880375906
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loss: 0.897002750651213
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loss: 0.8955876144437456
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loss: 0.9030122488656777
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loss: 0.9033845457426621
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loss: 0.9033805180110057
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loss: 0.8918145784149273
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loss: 0.8851937020242696
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loss: 0.8852824268315359
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loss: 0.8849146767767935
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loss: 0.9110201190745413
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loss: 0.8966362005616777
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loss: 0.8986134562852248
epoch: 373
loss: 0.9128848349630351
epoch: 374
loss: 0.9024379560246943
IOU: [97.72, 81.99, 90.74, 46.69, 56.47, 58.5, 56.46, 72.73, 91.02, 60.49, 91.37, 77.28, 56.37, 93.12, 67.96, 78.36, 57.01, 51.85, 71.58]
mIOU: 71.46, mIOU_reduced: 72.15, accuracy: 95.08
epoch: 375
loss: 0.9192681739915092
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loss: 0.8946438712893792
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loss: 0.8830541544204774
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loss: 0.8945406837604759
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loss: 0.8862481833789548
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loss: 0.9579361169486033
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loss: 0.9328017874226737
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loss: 0.9082127264889103
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loss: 0.9194612650858424
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loss: 0.9344623962823914
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loss: 0.9188838279793526
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loss: 0.9106284243398599
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loss: 0.9109258566583905
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loss: 0.9033020159626264
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loss: 0.8987291807112989
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loss: 0.9010629509337186
epoch: 399
loss: 0.9059271714436719
IOU: [97.2, 78.4, 89.6, 39.45, 49.55, 59.22, 57.91, 71.06, 90.58, 59.06, 93.5, 72.43, 49.3, 91.55, 59.24, 65.16, 67.05, 20.56, 62.49]
mIOU: 67.02, mIOU_reduced: 67.62, accuracy: 94.44
epoch: 400
loss: 0.9019116781792551
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loss: 0.9319147027406409
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loss: 0.8933774126829163
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loss: 0.8856656988354706
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loss: 0.9033828548022679
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loss: 0.89126594529319
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loss: 0.8891605256060063
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loss: 0.9038862957144683
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loss: 0.8902967409946205
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loss: 0.9114590807745078
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loss: 0.9083452521951372
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loss: 0.8923155123975399
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loss: 0.8957799743770589
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loss: 0.8981094874461706
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loss: 0.8922755875677433
IOU: [97.67, 82.06, 91.11, 50.08, 57.66, 59.66, 63.07, 73.67, 91.56, 62.47, 94.75, 73.53, 38.09, 91.16, 52.76, 63.87, 63.52, 43.98, 66.23]
mIOU: 69.31, mIOU_reduced: 71.05, accuracy: 95.06
epoch: 425
loss: 0.8812393313148272
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loss: 0.8838286780604133
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loss: 0.9019448877666196
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loss: 0.8822985450533843
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loss: 0.8902486193212216
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loss: 0.8804001628227953
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loss: 0.8869087108061963
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loss: 0.9283472778340877
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loss: 0.9002882622965583
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loss: 0.9058454819124021
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loss: 0.8863347036176614
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loss: 0.9022087361613373
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loss: 0.8892059588046729
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loss: 0.8819052403506564
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loss: 0.8968559227221096
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loss: 0.8873024827065172
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loss: 0.8777119348633964
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loss: 0.8909159066542139
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loss: 0.8856704533903426
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loss: 0.8980572035691808
epoch: 449
loss: 0.8883239675082286
IOU: [97.95, 83.3, 91.0, 49.57, 56.71, 62.24, 64.71, 74.62, 91.83, 62.14, 94.27, 78.8, 56.38, 93.62, 69.97, 77.93, 72.61, 57.14, 71.99]
mIOU: 74.04, mIOU_reduced: 74.14, accuracy: 95.46
epoch: 450
loss: 0.8791968170202004
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loss: 0.8755018656465885
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loss: 0.8985281499890947
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loss: 0.868877410567353
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loss: 0.8708528126025136
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loss: 0.8878456415191814
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loss: 0.8990461072831784
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loss: 0.8994970480708099
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loss: 0.9074143198622526
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loss: 0.8912523986515651
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loss: 0.9010751345408252
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loss: 0.9152512699767265
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loss: 0.9032172109238864
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loss: 0.8982081904886868
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loss: 0.8855902787167428
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loss: 0.8836031944925251
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loss: 0.8805202949400539
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loss: 0.8822878065777596
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loss: 0.8978759578938754
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loss: 0.8799916370859686
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loss: 0.8732432175196727
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loss: 0.8729513649027946
epoch: 474
loss: 0.9013062665725975
IOU: [96.9, 77.97, 89.27, 7.7, 48.72, 59.02, 61.99, 72.95, 90.32, 53.19, 93.93, 76.27, 54.58, 91.86, 62.88, 51.09, 34.88, 34.98, 69.36]
mIOU: 64.62, mIOU_reduced: 67.44, accuracy: 94.15
epoch: 475
loss: 0.9034997112346146
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loss: 0.8840333445052895
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loss: 0.8764548656754095
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loss: 0.8875727184377912
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loss: 0.8912254213644166
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loss: 0.87511467323149
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loss: 0.8763502126112781
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loss: 0.8853895424832552
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loss: 0.9122942565586367
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loss: 0.8867136169315348
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loss: 0.8752348562777845
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loss: 0.8859765177788439
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loss: 0.8962867049515408
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loss: 0.8699533997198964
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loss: 0.8812610380090472
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loss: 0.8828912409489367
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loss: 0.8871200937787799
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loss: 0.8880976210385962
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loss: 0.8870124394360257
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loss: 0.8938548519926252
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loss: 0.9140973976358892
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loss: 0.8906983842425591
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loss: 0.8855015100494549
epoch: 499
loss: 0.8835806406411841
IOU: [97.93, 83.73, 91.46, 58.36, 56.07, 62.58, 63.69, 74.36, 91.87, 62.82, 94.7, 78.69, 57.67, 92.51, 42.5, 75.82, 67.44, 52.08, 72.84]
mIOU: 72.48, mIOU_reduced: 74.46, accuracy: 95.49
epoch: 500
loss: 0.8791585768650806
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loss: 0.8825146176744343
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loss: 0.8781987852806029
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loss: 0.876653620174953
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loss: 0.8683761240979732
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loss: 0.8728902230686897
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loss: 0.8767767942176675
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loss: 0.8690153331448126
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loss: 0.8692162790388431
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loss: 0.8716062606184309
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loss: 0.8681024701768818
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loss: 0.8692632783455347
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loss: 0.8725281020380417
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loss: 0.8700549597688763
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loss: 0.8624456340090605
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loss: 0.871277216309807
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loss: 0.8799548237471567
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loss: 0.8748156028295142
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loss: 0.8704396357754812
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loss: 0.8808226773359705
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loss: 0.8796470915532176
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loss: 0.8766821797967278
epoch: 522
loss: 0.871758318975608
epoch: 523
loss: 0.868396261149661
epoch: 524
loss: 0.8959853959212085
IOU: [97.24, 80.28, 88.99, 38.28, 44.84, 59.23, 58.23, 69.87, 90.58, 58.38, 94.23, 74.67, 57.51, 91.47, 52.76, 75.49, 66.1, 43.97, 69.57]
mIOU: 69.04, mIOU_reduced: 69.83, accuracy: 94.28
epoch: 525
loss: 0.8737117999968824
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loss: 0.8792794950888806
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loss: 0.8825174722710067
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loss: 0.8933440977029723
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loss: 0.8932884374076144
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loss: 0.9041090572298055
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loss: 0.8882868084303452
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loss: 0.8881425957152785
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loss: 0.8755571845406792
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loss: 0.8808548559718377
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loss: 0.8648032451254338
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loss: 0.8697172258742093
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loss: 0.8671288364981062
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loss: 0.8754392137745962
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loss: 0.9043213721876838
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loss: 0.8808837120102422
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loss: 0.8781507747835227
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loss: 0.8814006269460097
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loss: 0.8754997550637895
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loss: 0.8628079210008893
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loss: 0.8600403767711712
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loss: 0.8581842246723946
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loss: 0.8655611657389412
epoch: 548
loss: 0.8690027809849968
epoch: 549
loss: 0.86436679180099
IOU: [97.92, 83.11, 91.57, 47.81, 57.81, 63.02, 63.96, 76.47, 91.83, 61.61, 94.33, 79.13, 57.56, 93.87, 70.91, 79.29, 74.88, 58.27, 73.41]
mIOU: 74.57, mIOU_reduced: 74.48, accuracy: 95.58
epoch: 550
loss: 0.873643414672173
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loss: 0.8813298635405672
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loss: 0.8649117832556568
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loss: 0.8676632384084305
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loss: 0.8792233656680166
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loss: 0.8844854822055992
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loss: 0.8736847192450675
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loss: 0.879192395190987
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loss: 0.8712413916690651
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loss: 0.8691019438347727
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loss: 0.8815681325457488
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loss: 0.87781731844591
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loss: 0.8985789602978853
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loss: 0.8785903013620093
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loss: 0.871810711619025
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loss: 0.860811036552059
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loss: 0.8648222387640303
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loss: 0.873757132140774
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loss: 0.8682441224627739
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loss: 0.8659868788205067
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loss: 0.8803724469842936
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loss: 0.8742005127780842
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loss: 0.8858860449970893
epoch: 573
loss: 0.8961215756652812
epoch: 574
loss: 0.8774883597687569
IOU: [95.69, 69.53, 90.1, 48.62, 53.46, 54.41, 54.14, 69.29, 90.23, 56.18, 93.99, 75.09, 55.16, 92.29, 60.52, 71.5, 47.38, 31.65, 66.73]
mIOU: 67.16, mIOU_reduced: 68.53, accuracy: 94.01
epoch: 575
loss: 0.8701586599619884
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loss: 0.8594209020028538
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loss: 0.8799964838593475
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loss: 0.8705418991914013
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loss: 0.8777599230288174
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loss: 0.8646508903516271
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loss: 0.8721358989769558
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loss: 0.8623089772671703
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loss: 0.8590267083715557
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loss: 0.8647726709951931
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loss: 0.859946205288252
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loss: 0.8772232861853031
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loss: 0.8561957688987094
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loss: 0.8553936423638439
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loss: 0.8542768357577671
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loss: 0.853475508342856
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loss: 0.847487264405685
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loss: 0.8509999704810808
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loss: 0.86664524007679
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loss: 0.8571982242347738
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loss: 0.9001006708954865
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loss: 0.8654060079402358
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loss: 0.8593527793562958
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loss: 0.8686491520899646
epoch: 599
loss: 0.8913111479455891
IOU: [96.48, 79.35, 78.36, 12.5, 51.29, 54.6, 51.44, 68.19, 90.8, 58.32, 92.84, 75.33, 48.62, 91.88, 69.97, 72.54, 63.3, 56.01, 70.01]
mIOU: 67.46, mIOU_reduced: 67.25, accuracy: 91.57
epoch: 600
loss: 0.8846454599475604
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loss: 0.8765489642189519
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loss: 0.8652919892352225
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loss: 0.8693053876614635
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loss: 0.8688392369252331
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loss: 0.8730855911889809
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loss: 0.8887740147081669
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loss: 0.8641709863657578
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loss: 0.8525842349484282
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loss: 0.8593366398322936
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loss: 0.9046325338175997
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loss: 0.9041420941082936
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loss: 0.8846205784625442
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loss: 0.8890687240101899
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loss: 0.880896804467687
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loss: 0.8824314487912263
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loss: 0.8689777720970606
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loss: 0.8629145639925954
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loss: 0.8638748786841441
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loss: 0.8583417830441519
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loss: 0.8559773308890206
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loss: 0.8521000842521133
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loss: 0.8587785003320226
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loss: 0.8562054430056775
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loss: 0.857219814290255
IOU: [97.45, 80.24, 91.24, 48.71, 55.38, 60.6, 64.79, 74.96, 91.31, 59.2, 94.4, 77.46, 50.19, 92.8, 68.37, 78.92, 66.3, 56.27, 72.58]
mIOU: 72.69, mIOU_reduced: 72.97, accuracy: 95.16
epoch: 625
loss: 0.8592094078539517
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loss: 0.8526122258358567
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loss: 0.8515625024098913
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loss: 0.85026261652255
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loss: 0.8545142257952626
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loss: 0.8631405806284388
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loss: 0.8634085600588199
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loss: 0.8836771371872277
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loss: 0.8577543839290136
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loss: 0.8581491480619117
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loss: 0.8593698256420639
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loss: 0.8598050407643588
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loss: 0.8570540325660911
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loss: 0.8529892726085899
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loss: 0.8499204142074379
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loss: 0.8544368655533804
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loss: 0.8542674799171098
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loss: 0.8592205789853942
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loss: 0.8476390909313192
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loss: 0.8463197197875565
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loss: 0.8433431819121471
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loss: 0.865014293926424
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loss: 0.8686036361516968
epoch: 649
loss: 0.8713431922251966
IOU: [97.77, 83.11, 91.57, 52.23, 57.69, 61.13, 65.48, 75.77, 91.8, 64.29, 94.32, 77.51, 43.04, 91.59, 53.7, 69.92, 53.89, 54.42, 71.65]
mIOU: 71.1, mIOU_reduced: 73.33, accuracy: 95.35
epoch: 650
loss: 0.8632329095084712
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loss: 0.8578624744620927
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loss: 0.8511247838925159
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loss: 0.8481083179741215
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loss: 0.8466334156591616
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loss: 0.8538023257512609
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loss: 0.87570361162453
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loss: 0.8697878058065944
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loss: 0.8547013991605239
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loss: 0.8543920729038208
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loss: 0.8493909972375937
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loss: 0.8455381293823777
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loss: 0.8462523972249095
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loss: 0.8470571694991017
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loss: 0.84525251613473
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loss: 0.8509585495907662
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loss: 0.8759288738037376
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loss: 0.8599142369555656
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loss: 0.8516506194425721
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loss: 0.8451928595969619
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loss: 0.8532635331796508
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loss: 0.8453712930897818
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loss: 0.8471714724106287
epoch: 674
loss: 0.8550459771464777
IOU: [97.64, 81.38, 90.89, 44.94, 58.06, 61.29, 65.4, 72.97, 90.78, 54.17, 94.08, 76.57, 51.68, 90.82, 54.79, 76.0, 54.29, 43.95, 72.36]
mIOU: 70.11, mIOU_reduced: 71.69, accuracy: 94.96
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loss: 0.8499601918732059
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loss: 0.8421967632044358
IOU: [98.07, 83.51, 91.44, 50.39, 51.67, 60.4, 63.74, 76.12, 91.46, 60.51, 94.58, 79.02, 56.67, 93.45, 66.86, 77.79, 65.0, 52.93, 72.72]
mIOU: 72.96, mIOU_reduced: 73.54, accuracy: 95.47
epoch: 700
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loss: 0.8344650181798601
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loss: 0.8397805607222483
IOU: [97.62, 81.71, 92.06, 60.73, 60.47, 63.66, 67.72, 76.82, 92.12, 63.1, 94.85, 79.78, 58.03, 94.17, 62.38, 72.53, 60.05, 56.15, 73.74]
mIOU: 74.09, mIOU_reduced: 75.8, accuracy: 95.61
epoch: 725
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loss: 0.8529764846007457
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loss: 0.8378688415105774
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loss: 0.8386101997444894
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loss: 0.8477720187680741
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loss: 0.8565053276295932
IOU: [97.73, 83.02, 91.01, 44.38, 54.55, 62.28, 65.01, 76.37, 91.1, 58.3, 94.77, 75.32, 57.28, 93.6, 72.57, 77.31, 71.44, 55.66, 73.53]
mIOU: 73.43, mIOU_reduced: 73.37, accuracy: 95.24
epoch: 750
loss: 0.8426328659700255
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loss: 0.8307382866057424
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loss: 0.8280078280325527
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loss: 0.8248783893019684
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loss: 0.8333123993038167
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loss: 0.8199205000124209
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loss: 0.82142860227518
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loss: 0.8384853113051052
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loss: 0.8409268115408658
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loss: 0.8386541813852973
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loss: 0.8313209671537188
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loss: 0.8340320166230523
IOU: [98.23, 85.18, 92.17, 57.33, 60.67, 64.7, 68.9, 77.66, 92.24, 63.43, 94.96, 80.64, 60.41, 94.42, 71.48, 77.91, 60.63, 60.11, 74.19]
mIOU: 75.54, mIOU_reduced: 76.58, accuracy: 95.95
epoch: 775
loss: 0.8275228015817401
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loss: 0.8300630506479515
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loss: 0.8205645979254073
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loss: 0.8203207974163991
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loss: 0.8362456274161121
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loss: 0.828135638706125
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loss: 0.8224595539332079
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loss: 0.8393090317512779
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loss: 0.8245184444031626
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loss: 0.8314291348033196
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loss: 0.8249419286565961
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loss: 0.8315137709890094
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loss: 0.8260918715893419
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loss: 0.8204750442761938
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loss: 0.8176757665978609
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loss: 0.8217775918081442
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loss: 0.8180310865939466
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loss: 0.8142490645624557
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loss: 0.8114449327204105
IOU: [97.9, 83.7, 92.31, 55.7, 61.42, 64.3, 67.34, 76.17, 92.2, 63.26, 94.7, 80.8, 60.61, 94.34, 73.83, 81.25, 78.26, 59.83, 75.05]
mIOU: 76.47, mIOU_reduced: 76.23, accuracy: 95.84
epoch: 800
loss: 0.8118119467943505
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loss: 0.8135709733654547
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loss: 0.8232018982946391
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loss: 0.81594039825095
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loss: 0.8196174566636509
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loss: 0.8163201800896472
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loss: 0.8142319885546949
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loss: 0.8228529866814934
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loss: 0.8182822465896606
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loss: 0.819673448399392
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loss: 0.8195239024342231
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loss: 0.8189223811954179
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loss: 0.8125959827572188
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loss: 0.8180948569768202
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loss: 0.81331097083593
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loss: 0.8128536727550537
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loss: 0.8187562233675523
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loss: 0.8130811068889587
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loss: 0.8194120004170667
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loss: 0.8130244869748858
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loss: 0.8066544436380227
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loss: 0.8141951319984991
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loss: 0.8136006704559223
epoch: 823
loss: 0.8077779304627781
epoch: 824
loss: 0.8136699949956004
IOU: [98.22, 85.13, 92.61, 61.96, 62.31, 63.96, 69.38, 77.55, 92.34, 61.82, 94.77, 81.22, 61.18, 94.65, 71.72, 80.13, 74.58, 56.2, 75.03]
mIOU: 76.57, mIOU_reduced: 76.77, accuracy: 96.05
epoch: 825
loss: 0.8093748012321658
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loss: 0.8152792914858404
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loss: 0.8176774957751971
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loss: 0.8161151544103082
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loss: 0.8104771669662866
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loss: 0.8098215060735328
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loss: 0.8129821287975157
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loss: 0.8105630999948137
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loss: 0.8044945623354128
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loss: 0.8211427485203807
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loss: 0.8140189840465865
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loss: 0.8155028511571756
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loss: 0.8107654047462175
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loss: 0.8086513987769978
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loss: 0.8067701675821186
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loss: 0.8076623485416093
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loss: 0.8052611254617532
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loss: 0.8006453261863832
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loss: 0.8072511298315865
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loss: 0.8038934581684616
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loss: 0.8105137351388237
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loss: 0.8129131543347136
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loss: 0.8103391404421825
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loss: 0.8061440828032892
epoch: 849
loss: 0.8107001117940219
IOU: [98.11, 84.9, 92.23, 57.81, 61.21, 63.74, 68.48, 77.04, 92.27, 63.23, 94.44, 81.05, 61.79, 94.01, 74.37, 73.77, 48.67, 61.99, 74.42]
mIOU: 74.92, mIOU_reduced: 76.67, accuracy: 95.88
epoch: 850
loss: 0.8108480980775427
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loss: 0.8249975836501932
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loss: 0.8224550146619586
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loss: 0.8180169019737655
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loss: 0.8116410633303085
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loss: 0.8235484004984648
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loss: 0.8470078244042204
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loss: 0.8223813981058784
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loss: 0.8228257269550848
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loss: 0.8085803947037442
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loss: 0.8087678394227658
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loss: 0.8063594880451089
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loss: 0.801256397824403
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loss: 0.7993535368911661
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loss: 0.7985164304627884
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loss: 0.7984526229675889
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loss: 0.7974230190814344
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loss: 0.7937886343812043
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loss: 0.8104963670522376
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loss: 0.8062484397721098
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loss: 0.7919946791669429
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loss: 0.7917063949564397
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loss: 0.7981565747299606
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loss: 0.7922367320227816
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loss: 0.7916436749648533
IOU: [98.27, 85.45, 92.22, 54.24, 62.85, 64.68, 69.15, 76.93, 92.17, 63.23, 94.65, 80.06, 59.22, 94.49, 74.66, 82.93, 80.42, 61.18, 74.7]
mIOU: 76.92, mIOU_reduced: 76.47, accuracy: 95.96
epoch: 875
loss: 0.7950574533958641
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loss: 0.7975419491449135
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loss: 0.7918245834160366
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loss: 0.7894545971865281
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loss: 0.7890530043856474
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loss: 0.7868267275252432
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loss: 0.7874915429524013
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loss: 0.7901979307280075
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loss: 0.7932477572536212
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loss: 0.7848113849156629
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loss: 0.7956936491146241
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loss: 0.7892802025108646
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loss: 0.783279245433139
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loss: 0.7947594311359436
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loss: 0.7855447313856243
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loss: 0.7854844007209305
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loss: 0.780642950952535
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loss: 0.7790767793064168
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loss: 0.7715798396305896
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loss: 0.7788273902594882
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loss: 0.7823437621008675
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loss: 0.7801188561472931
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loss: 0.7778252181659812
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loss: 0.7848098829107465
epoch: 899
loss: 0.7807914908684167
IOU: [98.32, 86.08, 92.07, 56.8, 60.14, 65.15, 69.27, 75.47, 92.32, 64.67, 94.85, 80.99, 60.99, 94.62, 71.86, 82.25, 77.92, 60.95, 75.6]
mIOU: 76.86, mIOU_reduced: 76.77, accuracy: 96.03
epoch: 900
loss: 0.7923974454242264
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loss: 0.7787422152221042
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loss: 0.779442885815294
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loss: 0.7797945304058311
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loss: 0.7775124358038376
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loss: 0.7790252111671427
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loss: 0.7766933817105152
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loss: 0.7785773023440832
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loss: 0.7766530136213791
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loss: 0.7746023995214395
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loss: 0.7786848606125042
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loss: 0.7824194980760147
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loss: 0.7792667950581348
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loss: 0.775917588057865
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loss: 0.78984494029351
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loss: 0.7847915172898223
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loss: 0.7776659686931703
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loss: 0.7911486852201168
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loss: 0.7836201460856311
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loss: 0.777143840519887
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loss: 0.7723349258906115
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loss: 0.7889676624231261
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loss: 0.7935761076742105
epoch: 923
loss: 0.7859896574058944
epoch: 924
loss: 0.7813270067911585
IOU: [98.24, 85.42, 92.3, 56.35, 61.81, 64.76, 68.78, 78.29, 92.4, 63.52, 94.8, 81.02, 60.17, 94.63, 74.62, 83.56, 80.68, 61.47, 75.68]
mIOU: 77.29, mIOU_reduced: 76.85, accuracy: 96.04
epoch: 925
loss: 0.789627457243413
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loss: 0.7783366669863061
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loss: 0.7691334113277837
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loss: 0.7730564940971827
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loss: 0.7681747880586074
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loss: 0.761819917879336
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loss: 0.7717700545999882
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loss: 0.7726221436438856
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loss: 0.765933467210785
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loss: 0.7646883385522025
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loss: 0.7632419266148076
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loss: 0.7696955639397037
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loss: 0.7629932253508555
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loss: 0.76763385116572
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loss: 0.7666732612645851
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loss: 0.766042814582506
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loss: 0.7551370835047205
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loss: 0.7632616880447717
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loss: 0.7592968852372183
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loss: 0.7567803461275332
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loss: 0.7604532826621577
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loss: 0.7588971570495646
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loss: 0.7596558211948672
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loss: 0.7564459790116693
epoch: 949
loss: 0.752072240625109
IOU: [98.28, 85.85, 92.67, 60.97, 63.06, 65.3, 69.62, 78.97, 92.35, 63.64, 94.65, 80.86, 59.52, 94.64, 74.83, 83.01, 75.84, 58.52, 75.22]
mIOU: 77.25, mIOU_reduced: 77.13, accuracy: 96.13
epoch: 950
loss: 0.7478193883304647
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loss: 0.7509014392798802
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loss: 0.7533294462129434
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loss: 0.7458712007157565
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loss: 0.7488232608432719
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loss: 0.7415922954076063
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loss: 0.7426005589030181
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loss: 0.7434176519874613
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loss: 0.7423239967251081
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loss: 0.7386909360191571
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loss: 0.7350697768023714
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loss: 0.7435422033633826
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loss: 0.7360093913309658
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loss: 0.7348153844997889
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loss: 0.7483979699746618
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loss: 0.734892160423361
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loss: 0.7424517447415067
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loss: 0.7317283118188863
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loss: 0.7445111552660034
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loss: 0.7373470241490079
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loss: 0.7375009030987311
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loss: 0.7364440401288056
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loss: 0.7368824475537734
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loss: 0.7316396185008663
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loss: 0.7224126520825204
IOU: [98.3, 86.18, 92.68, 60.05, 63.6, 65.87, 70.51, 79.62, 92.49, 65.49, 94.8, 81.91, 62.72, 94.71, 72.86, 82.55, 79.58, 60.15, 75.67]
mIOU: 77.88, mIOU_reduced: 77.8, accuracy: 96.2
epoch: 975
loss: 0.7336714251664771
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loss: 0.7297805841720971
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loss: 0.7288717008986563
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loss: 0.7340556413658225
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loss: 0.73035117445609
epoch: 980
loss: 0.722082686552783
IOU: [98.29, 86.03, 92.73, 59.82, 63.88, 66.27, 70.63, 79.84, 92.57, 65.61, 94.87, 81.97, 62.25, 94.75, 74.47, 82.49, 75.2, 61.63, 76.06]
mIOU: 77.86, mIOU_reduced: 77.95, accuracy: 96.21
epoch: 981
loss: 0.7324974500747382
IOU: [98.28, 85.89, 92.68, 58.59, 63.56, 65.92, 70.48, 79.44, 92.51, 65.49, 94.88, 81.9, 62.54, 94.69, 75.85, 82.75, 77.04, 62.79, 76.04]
mIOU: 77.96, mIOU_reduced: 77.86, accuracy: 96.19
epoch: 982
loss: 0.7228344576056756
IOU: [98.27, 85.76, 92.78, 61.17, 64.71, 66.25, 70.36, 79.45, 92.5, 64.91, 94.91, 81.83, 62.36, 94.75, 74.67, 82.67, 78.06, 62.98, 76.29]
mIOU: 78.14, mIOU_reduced: 78.08, accuracy: 96.2
epoch: 983
loss: 0.7268061569598164
IOU: [98.27, 85.8, 92.75, 60.53, 63.97, 66.26, 70.69, 79.3, 92.54, 65.59, 94.89, 81.94, 62.84, 94.77, 73.84, 82.86, 78.74, 62.21, 76.08]
mIOU: 78.1, mIOU_reduced: 78.03, accuracy: 96.21
epoch: 984
loss: 0.7237469888119042
IOU: [98.29, 85.88, 92.81, 61.8, 64.8, 66.35, 70.65, 79.39, 92.56, 65.75, 94.86, 81.89, 62.4, 94.74, 73.45, 82.75, 79.46, 62.42, 76.11]
mIOU: 78.23, mIOU_reduced: 78.17, accuracy: 96.23
epoch: 985
loss: 0.7260675971720096
IOU: [98.28, 85.89, 92.73, 60.11, 64.12, 66.22, 70.76, 79.91, 92.5, 65.53, 94.95, 81.81, 62.67, 94.8, 75.12, 84.09, 80.57, 63.63, 76.39]
mIOU: 78.43, mIOU_reduced: 78.14, accuracy: 96.21
epoch: 986
loss: 0.719101407296574
IOU: [98.28, 85.85, 92.81, 61.06, 64.46, 66.24, 70.39, 79.68, 92.52, 65.19, 94.97, 81.86, 62.47, 94.75, 75.16, 83.86, 80.61, 62.34, 76.08]
mIOU: 78.35, mIOU_reduced: 78.06, accuracy: 96.22
epoch: 987
loss: 0.7270189812883855
IOU: [98.3, 86.01, 92.77, 60.28, 63.57, 66.37, 70.66, 79.35, 92.58, 64.87, 94.98, 81.91, 62.63, 94.73, 75.1, 83.39, 80.48, 62.21, 76.17]
mIOU: 78.23, mIOU_reduced: 77.96, accuracy: 96.22
epoch: 988
loss: 0.7230250446622906
IOU: [98.3, 86.04, 92.76, 60.57, 64.45, 66.21, 70.43, 79.61, 92.54, 65.05, 94.87, 82.04, 62.73, 94.78, 75.29, 83.42, 78.45, 61.97, 76.08]
mIOU: 78.19, mIOU_reduced: 78.03, accuracy: 96.23
epoch: 989
loss: 0.7218344528077426
IOU: [98.3, 86.13, 92.73, 60.71, 63.94, 66.55, 70.51, 79.64, 92.52, 65.14, 94.85, 81.9, 62.64, 94.72, 73.75, 83.24, 80.0, 61.39, 75.99]
mIOU: 78.14, mIOU_reduced: 77.98, accuracy: 96.22
epoch: 990
loss: 0.7227319241212706
IOU: [98.3, 86.09, 92.75, 61.2, 64.21, 66.44, 70.51, 79.53, 92.45, 65.19, 94.83, 81.92, 62.55, 94.75, 74.38, 83.36, 80.6, 61.82, 76.04]
mIOU: 78.26, mIOU_reduced: 78.04, accuracy: 96.22
epoch: 991
loss: 0.7214577733024433
IOU: [98.29, 85.99, 92.72, 60.77, 64.49, 66.24, 70.7, 79.43, 92.44, 65.17, 94.83, 81.95, 62.94, 94.75, 74.94, 83.63, 79.86, 61.85, 76.06]
mIOU: 78.27, mIOU_reduced: 78.04, accuracy: 96.21
epoch: 992
loss: 0.7163703229549439
IOU: [98.31, 86.09, 92.78, 62.16, 64.42, 66.22, 70.58, 79.6, 92.5, 65.31, 94.86, 81.86, 62.7, 94.72, 74.31, 83.36, 79.75, 61.76, 76.11]
mIOU: 78.28, mIOU_reduced: 78.12, accuracy: 96.23
epoch: 993
loss: 0.7192328255774197
IOU: [98.31, 86.07, 92.79, 61.67, 64.69, 66.5, 70.37, 79.48, 92.49, 64.99, 94.84, 81.98, 62.84, 94.78, 74.8, 83.28, 80.38, 62.07, 76.15]
mIOU: 78.34, mIOU_reduced: 78.12, accuracy: 96.23
epoch: 994
loss: 0.7235671030382583
IOU: [98.31, 86.0, 92.73, 60.29, 64.42, 66.25, 70.46, 79.48, 92.53, 65.19, 94.85, 81.94, 62.86, 94.74, 74.43, 82.87, 79.9, 61.39, 76.06]
mIOU: 78.14, mIOU_reduced: 77.97, accuracy: 96.22
epoch: 995
loss: 0.7179678143516705
IOU: [98.3, 85.98, 92.75, 60.84, 64.37, 66.29, 70.49, 79.49, 92.51, 65.37, 94.85, 81.89, 62.66, 94.77, 75.26, 83.06, 78.67, 61.5, 75.96]
mIOU: 78.16, mIOU_reduced: 78.0, accuracy: 96.22
epoch: 996
loss: 0.7195600245519468
IOU: [98.3, 85.99, 92.74, 60.83, 64.44, 66.21, 70.44, 79.24, 92.49, 65.18, 94.84, 81.97, 62.79, 94.76, 74.62, 82.48, 79.98, 61.86, 76.1]
mIOU: 78.17, mIOU_reduced: 78.01, accuracy: 96.21
epoch: 997
loss: 0.7154680061533123
IOU: [98.28, 85.89, 92.71, 60.6, 64.52, 66.3, 70.63, 79.42, 92.48, 65.22, 94.86, 81.86, 62.62, 94.75, 75.22, 83.03, 80.1, 61.87, 76.12]
mIOU: 78.24, mIOU_reduced: 78.01, accuracy: 96.2
epoch: 998
loss: 0.7242052102024664
IOU: [98.29, 85.97, 92.74, 60.88, 64.53, 66.27, 70.43, 79.6, 92.5, 65.24, 94.87, 81.96, 62.72, 94.75, 75.74, 83.02, 79.13, 62.24, 76.08]
mIOU: 78.26, mIOU_reduced: 78.07, accuracy: 96.22
epoch: 999
loss: 0.7217690326132864
IOU: [98.29, 85.92, 92.69, 60.28, 64.59, 66.26, 70.49, 79.73, 92.51, 65.35, 94.86, 81.95, 62.78, 94.74, 75.37, 83.36, 79.19, 62.67, 76.22]
mIOU: 78.28, mIOU_reduced: 78.08, accuracy: 96.21
Best mIOU: 78.42563247680664
Best global accuracy: 96.23432159423828
Training time 2 days, 11:25:31
mIOUs: [78.42563247680664]
global_accuracies: [96.23432159423828]
