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run: 3
epoch: 0
loss: 1.6676659050656135
IOU: [83.04, 7.92, 44.96, 0.0, 0.0, 0.29, 0.0, 0.0, 51.3, 16.65, 70.3, 0.19, 0.0, 42.73, 0.02, 0.0, 0.0, 0.0, 0.04]
mIOU: 16.71, mIOU_reduced: 19.84, accuracy: 71.24
epoch: 1
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loss: 1.093886133956138
epoch: 22
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epoch: 23
loss: 1.0891670477036839
epoch: 24
loss: 1.0761596658480457
IOU: [95.49, 67.59, 84.57, 29.86, 30.64, 37.08, 31.24, 49.43, 88.06, 48.38, 90.75, 58.81, 13.94, 86.34, 23.39, 50.56, 11.37, 15.53, 56.33]
mIOU: 51.02, mIOU_reduced: 55.25, accuracy: 91.53
epoch: 25
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loss: 1.0315790721027034
epoch: 49
loss: 1.0121860438280028
IOU: [96.36, 73.58, 87.42, 25.52, 40.21, 42.92, 44.35, 61.26, 89.67, 52.35, 91.83, 66.28, 32.95, 87.11, 22.71, 33.47, 47.72, 20.05, 60.38]
mIOU: 56.64, mIOU_reduced: 60.76, accuracy: 92.84
epoch: 50
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loss: 0.9857722112753321
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loss: 1.0169439675673
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loss: 0.9937652725415088
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loss: 0.9948524776494728
epoch: 74
loss: 1.00554784064023
IOU: [96.76, 75.73, 88.65, 41.08, 46.93, 52.09, 53.98, 66.23, 90.5, 46.98, 92.13, 71.04, 48.95, 91.24, 45.31, 62.93, 34.57, 38.01, 66.97]
mIOU: 63.69, mIOU_reduced: 66.7, accuracy: 93.81
epoch: 75
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loss: 0.9664450813175212
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loss: 0.973542616213107
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loss: 0.9679805168887033
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loss: 0.9712513227347094
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loss: 1.0132572353689497
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loss: 0.9823738992053543
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loss: 0.9941868918603964
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loss: 0.9795543249405297
epoch: 99
loss: 0.9681818588082038
IOU: [96.6, 76.49, 88.51, 39.08, 39.25, 52.58, 56.73, 66.76, 90.03, 57.55, 92.95, 72.5, 45.71, 88.75, 17.69, 54.74, 29.1, 33.4, 66.57]
mIOU: 61.32, mIOU_reduced: 66.47, accuracy: 93.64
epoch: 100
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loss: 0.9580332583815583
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loss: 1.012686975722043
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loss: 0.9820039561495305
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loss: 0.9614713673964344
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loss: 0.9731267542851904
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loss: 0.9708108866632467
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loss: 0.9572240069227399
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loss: 0.9809929945398213
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loss: 0.9598876046684554
epoch: 124
loss: 0.9577076314594546
IOU: [97.46, 80.48, 89.68, 36.08, 47.68, 52.56, 56.34, 69.6, 90.41, 55.04, 92.71, 74.75, 50.84, 91.95, 45.78, 63.78, 46.32, 21.94, 68.41]
mIOU: 64.83, mIOU_reduced: 67.25, accuracy: 94.44
epoch: 125
loss: 0.9675799233894142
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loss: 0.9929900252915457
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loss: 0.947645786316247
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loss: 0.9759553004146586
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loss: 0.9385842105770368
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loss: 0.9673712962078598
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loss: 0.9608120367212115
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loss: 0.9514766295322511
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loss: 0.9691098756545958
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loss: 0.9617141784040755
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loss: 0.9508701304219803
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loss: 0.9529026568417922
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loss: 0.9790086016822054
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loss: 0.9583524690484101
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loss: 0.9488759177393027
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loss: 0.9518209710275388
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loss: 0.9606990284032899
IOU: [97.36, 79.28, 90.03, 42.58, 49.78, 56.08, 61.87, 69.7, 90.86, 59.89, 93.49, 76.0, 51.68, 91.24, 55.68, 71.22, 65.45, 32.83, 70.48]
mIOU: 68.71, mIOU_reduced: 69.57, accuracy: 94.64
epoch: 150
loss: 0.939205925258986
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loss: 0.9533022266192578
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loss: 0.9462419520169898
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loss: 0.9513233996465842
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loss: 0.9412924138040877
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loss: 0.94045505256987
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loss: 0.9453380824420652
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loss: 0.9467299558081717
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loss: 0.9492142444672289
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loss: 0.9301755507037325
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loss: 0.9455783715787923
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loss: 0.9374802480489417
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loss: 0.9485414216139246
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loss: 0.9466267747056452
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loss: 0.9507411517544255
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loss: 0.9378014235804987
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loss: 0.9503047469491265
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loss: 0.9501751728777615
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loss: 0.9637258295421651
epoch: 174
loss: 0.9728965651635533
IOU: [97.28, 79.03, 89.1, 36.32, 49.27, 55.58, 60.43, 71.04, 90.88, 60.86, 93.58, 75.81, 53.19, 92.52, 55.91, 72.65, 53.58, 37.35, 69.44]
mIOU: 68.1, mIOU_reduced: 69.48, accuracy: 94.53
epoch: 175
loss: 0.964089963474685
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loss: 0.9392802890420281
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loss: 0.9576548474496909
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loss: 0.9455418535319943
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loss: 0.9371103292526903
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loss: 0.938947988809601
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loss: 0.9524340027104812
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loss: 0.9391062765751245
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loss: 0.957843294522833
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loss: 0.9314521189648507
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loss: 0.9530253900350586
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loss: 0.9359742205419309
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loss: 0.9493061792497044
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loss: 0.9298810794989696
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loss: 0.9585218757310646
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loss: 0.9343670460413087
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loss: 0.9567262300583873
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loss: 0.9401898991386846
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loss: 0.9574417664676985
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loss: 0.9348496698304971
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loss: 0.9359462982560747
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loss: 0.9306602028180968
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loss: 0.9311671494794984
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loss: 0.9706914395977545
epoch: 199
loss: 0.970471418771461
IOU: [97.42, 79.06, 89.14, 38.09, 47.71, 55.73, 58.41, 69.0, 89.8, 50.64, 89.15, 73.14, 44.68, 91.56, 61.33, 67.39, 45.94, 12.43, 55.55]
mIOU: 64.01, mIOU_reduced: 65.09, accuracy: 93.99
epoch: 200
loss: 0.9422531029927441
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loss: 0.9295113020830077
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loss: 0.9262301674428975
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loss: 0.9375177600955706
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loss: 0.9301909434827511
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loss: 0.9165056910154954
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loss: 0.9275961584158021
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loss: 0.930071537385411
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loss: 0.9326669715164164
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loss: 0.9347720114047315
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loss: 0.9230923382741101
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loss: 0.9279802732390535
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loss: 0.9337618614464115
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loss: 0.9350393332561071
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loss: 0.9356930321760255
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loss: 0.915849373668352
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loss: 0.9166203215115797
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loss: 0.9388443723200467
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loss: 0.9239673222492969
epoch: 223
loss: 0.9213786628047089
epoch: 224
loss: 0.9402150081174393
IOU: [97.46, 79.72, 90.33, 41.51, 48.78, 58.6, 64.02, 73.72, 90.96, 50.79, 93.98, 76.14, 44.23, 93.08, 52.84, 53.87, 58.08, 43.76, 72.1]
mIOU: 67.58, mIOU_reduced: 69.95, accuracy: 94.73
epoch: 225
loss: 0.9464179336864029
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loss: 0.9598779088724656
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loss: 0.9380347074845409
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loss: 0.9394744952733948
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loss: 0.9292653762105341
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loss: 0.9406769789775427
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loss: 0.9322418501434943
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loss: 0.9392673721853292
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loss: 0.9271149601576463
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loss: 0.9239598988201418
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loss: 0.9375754670312784
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loss: 0.9257944176460533
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loss: 0.9176411995026622
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loss: 0.9126015389062002
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loss: 0.928090781375083
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loss: 0.9448360196663684
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loss: 0.9294823546293932
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loss: 0.9212322977353942
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loss: 0.9232565767038865
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loss: 0.9320815542958817
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loss: 0.9270998973730761
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loss: 0.9256026192174125
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loss: 0.9165902692031346
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loss: 0.9407381698127706
epoch: 249
loss: 0.9424471885688864
IOU: [97.46, 80.52, 89.77, 41.54, 52.01, 56.05, 63.54, 69.49, 90.28, 55.65, 93.69, 75.74, 52.98, 92.6, 52.61, 71.2, 35.79, 49.87, 70.19]
mIOU: 67.95, mIOU_reduced: 70.71, accuracy: 94.65
epoch: 250
loss: 0.937705864000192
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loss: 0.9311997387608428
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loss: 0.9236020251425772
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loss: 0.929423349244254
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loss: 0.9366264365754038
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loss: 0.9114099728129302
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loss: 0.9041738307700967
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loss: 0.9297680035434321
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loss: 0.928049492707471
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loss: 0.9278157612062851
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loss: 0.9282148192834982
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loss: 0.9207487003501214
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loss: 0.9073219610995681
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loss: 0.9071815767378177
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loss: 0.9326488402975859
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loss: 0.9305377236273732
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loss: 0.9350720876953351
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loss: 0.9240461102714436
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loss: 0.9280100455181297
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loss: 0.9104562788960747
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loss: 0.9093060480616485
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loss: 0.9577396176253368
IOU: [96.13, 75.14, 87.38, 22.36, 36.12, 52.95, 56.05, 67.94, 88.78, 54.25, 92.27, 73.03, 43.72, 88.02, 45.12, 56.76, 38.76, 35.88, 69.69]
mIOU: 62.12, mIOU_reduced: 64.98, accuracy: 93.34
epoch: 275
loss: 0.9708163723791384
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loss: 0.9424141720941446
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loss: 0.933820451044972
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loss: 0.9216749682580686
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loss: 0.9414246260637864
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loss: 0.9161828388422326
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loss: 0.9473007311718162
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loss: 0.9149031994156439
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loss: 0.922379877528733
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loss: 0.9212455193630126
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loss: 0.9110083136597091
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loss: 0.9248217366776377
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loss: 0.911140292159952
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loss: 0.9030970204872584
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loss: 0.9012838860727707
epoch: 299
loss: 0.9060136372188352
IOU: [97.23, 78.76, 90.71, 44.06, 56.53, 56.79, 65.8, 74.68, 91.54, 51.55, 94.06, 75.57, 54.66, 92.57, 59.7, 81.46, 74.02, 52.36, 72.35]
mIOU: 71.81, mIOU_reduced: 71.83, accuracy: 94.91
epoch: 300
loss: 0.9141920980096184
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loss: 0.923714371543689
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loss: 0.8956203643845098
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loss: 0.9084264530004517
epoch: 324
loss: 0.9031394361807008
IOU: [97.68, 82.03, 90.37, 44.72, 47.95, 51.24, 60.18, 72.98, 91.52, 60.8, 93.59, 76.06, 50.39, 92.86, 43.66, 27.02, 41.48, 44.59, 72.01]
mIOU: 65.32, mIOU_reduced: 70.56, accuracy: 94.8
epoch: 325
loss: 0.9235826905846917
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loss: 0.9092396266376875
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loss: 0.9217529356318985
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loss: 0.9100967787025431
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loss: 0.9423717446725645
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loss: 0.9097860148653508
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loss: 0.8905219665434804
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loss: 0.9043014851220534
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loss: 0.9071459405505754
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loss: 0.8981108641367396
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loss: 0.8913817094021409
epoch: 349
loss: 0.8975439325497157
IOU: [97.47, 80.42, 90.59, 44.08, 53.24, 58.18, 65.85, 74.21, 90.86, 54.99, 94.32, 77.07, 54.49, 92.97, 55.16, 70.8, 49.1, 49.17, 73.22]
mIOU: 69.8, mIOU_reduced: 71.95, accuracy: 94.95
epoch: 350
loss: 0.8977829470146056
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loss: 0.890854929656674
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loss: 0.9300639142565972
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loss: 0.9116141097243584
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loss: 0.8980759663401909
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loss: 0.9164994093928376
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loss: 0.9057734860885497
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loss: 0.9036307797599031
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loss: 0.8983161169884982
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loss: 0.8971342502257252
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loss: 0.8911771665043586
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loss: 0.8877299741272013
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loss: 0.9102986315189989
epoch: 374
loss: 0.9003634329112071
IOU: [96.95, 77.77, 90.48, 41.46, 45.23, 56.8, 63.15, 75.06, 89.56, 46.81, 93.6, 77.69, 57.57, 93.36, 67.1, 77.31, 62.33, 50.34, 70.91]
mIOU: 70.18, mIOU_reduced: 70.42, accuracy: 94.47
epoch: 375
loss: 0.8955302514798558
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loss: 0.8837025594518513
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loss: 0.8950476222282472
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loss: 0.8962111240127337
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loss: 0.9215370864881017
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loss: 0.9195513802397284
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loss: 0.9046933472638503
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loss: 0.8971012242720776
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loss: 0.8952678326326561
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loss: 0.8913144793793197
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loss: 0.9154174718252732
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loss: 0.8963313798377456
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loss: 0.9006358134457365
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loss: 0.9002890795710273
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loss: 0.9093795558513014
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loss: 0.893253046065328
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loss: 0.8924566839904476
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loss: 0.9226129668742177
epoch: 399
loss: 0.9087768023547458
IOU: [97.44, 80.12, 90.52, 37.6, 48.11, 58.22, 63.84, 71.8, 90.82, 52.69, 94.23, 77.47, 57.02, 92.97, 55.9, 80.1, 66.02, 51.81, 73.11]
mIOU: 70.52, mIOU_reduced: 71.11, accuracy: 94.89
epoch: 400
loss: 0.8942066434258721
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loss: 0.8924520941114811
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loss: 0.9002006363997241
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loss: 0.8850471880236725
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loss: 0.8902516083897285
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loss: 0.8871698842215731
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loss: 0.8812386658635101
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loss: 0.8950819038959205
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loss: 0.8928583651540093
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loss: 0.8976442976139305
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loss: 0.8865548328890633
epoch: 424
loss: 0.882042567202987
IOU: [97.62, 82.06, 91.54, 57.82, 57.88, 60.31, 67.63, 76.82, 91.58, 59.88, 94.31, 77.33, 55.36, 93.68, 69.95, 81.35, 76.91, 46.42, 72.84]
mIOU: 74.28, mIOU_reduced: 73.94, accuracy: 95.44
epoch: 425
loss: 0.8824196273104521
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loss: 0.8789669810279682
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loss: 0.8932447417405738
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loss: 0.8851836147012736
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loss: 0.8857256249597452
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loss: 0.8867169181612945
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loss: 0.9019395286503507
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loss: 0.8875429620639976
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loss: 0.8827492887119077
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loss: 0.883784970986554
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loss: 0.9403928017037898
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loss: 0.9198430476162954
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loss: 0.9191486093233217
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loss: 0.9045676834821058
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loss: 0.8912419334576136
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loss: 0.8865980313151994
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loss: 0.8958831069604406
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loss: 0.8851164155250612
epoch: 449
loss: 0.907211727851806
IOU: [97.39, 79.63, 90.74, 40.61, 46.78, 60.27, 67.4, 76.26, 91.32, 57.05, 94.3, 77.68, 58.06, 93.97, 76.33, 82.03, 78.09, 55.5, 73.62]
mIOU: 73.53, mIOU_reduced: 72.54, accuracy: 95.08
epoch: 450
loss: 0.8840275731369491
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loss: 0.8753376750933192
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loss: 0.8803819347263346
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loss: 0.8909892843097368
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loss: 0.8711882047254763
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loss: 0.8777243592989734
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loss: 0.9029808278996346
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loss: 0.9089793583774823
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loss: 0.8933636387082123
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loss: 0.883641682223811
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loss: 0.8879473728311029
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loss: 0.8888152183869457
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loss: 0.892920469659358
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loss: 0.8832591815457511
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loss: 0.8864211669829335
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loss: 0.8872295227654861
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loss: 0.881884712735919
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loss: 0.8801897855781802
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loss: 0.8754857364047891
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loss: 0.872310261360076
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loss: 0.8705714666297172
epoch: 474
loss: 0.868566514828777
IOU: [97.75, 82.52, 89.89, 30.94, 51.93, 55.5, 65.81, 74.83, 91.3, 60.5, 94.13, 78.11, 57.92, 93.22, 60.59, 67.93, 44.16, 56.15, 72.07]
mIOU: 69.75, mIOU_reduced: 72.04, accuracy: 94.98
epoch: 475
loss: 0.8911136334154484
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loss: 0.8802700094135624
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loss: 0.8747801891555683
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loss: 0.8784758689589899
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loss: 0.8811353959163244
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loss: 0.8823095760898128
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loss: 0.8817967510608972
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loss: 0.9034053806988698
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loss: 0.8876563585350777
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loss: 0.8839693678357209
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loss: 0.8852758144111325
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loss: 0.8879396995765501
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loss: 0.8869441877799535
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loss: 0.8723332451360245
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loss: 0.8658366961620567
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loss: 0.8756640179137978
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loss: 0.870372383902979
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loss: 0.9097468889948492
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loss: 0.8920553026173635
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loss: 0.8828086624890967
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loss: 0.8851112548231758
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loss: 0.8785964745395588
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loss: 0.8828194835436634
epoch: 498
loss: 0.8736065367482743
epoch: 499
loss: 0.8798419368877565
IOU: [96.8, 77.42, 91.26, 49.24, 58.53, 60.98, 66.74, 76.28, 91.54, 58.94, 94.15, 73.1, 40.11, 93.13, 50.11, 63.53, 44.01, 46.54, 72.86]
mIOU: 68.7, mIOU_reduced: 71.73, accuracy: 94.82
epoch: 500
loss: 0.8728306110335811
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loss: 0.8749617494020179
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loss: 0.8672623330692075
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loss: 0.8640236327590326
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loss: 0.8687193098093943
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loss: 0.8635866357631118
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loss: 0.8763850900040804
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loss: 0.8596638943949799
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loss: 0.8627674833462244
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loss: 0.865151439876248
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loss: 0.8552203580054312
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loss: 0.8737671556819803
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loss: 0.8744213849386436
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loss: 0.8933777960162921
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loss: 0.870402629806025
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loss: 0.8651360625205335
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loss: 0.8780134686562572
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loss: 0.8759010482348522
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loss: 0.8720295705563939
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loss: 0.8769299461835157
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loss: 0.860550178350464
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loss: 0.8681111825765625
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loss: 0.8691761884085252
epoch: 523
loss: 0.8653906972581806
epoch: 524
loss: 0.8607997878221167
IOU: [97.12, 79.27, 88.97, 46.12, 52.77, 57.48, 63.49, 74.17, 88.74, 56.63, 93.98, 76.54, 57.52, 85.67, 39.32, 33.61, 46.14, 44.22, 72.96]
mIOU: 66.04, mIOU_reduced: 70.98, accuracy: 93.85
epoch: 525
loss: 0.9048071734988786
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loss: 0.8871468021220595
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loss: 0.8944391841194379
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loss: 0.8790714976922521
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loss: 0.8823350880023926
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loss: 0.8763960490650886
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loss: 0.9011908233005081
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loss: 0.8861927221406181
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loss: 0.8765210848291608
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loss: 0.8754243151839531
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loss: 0.8938938262006343
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loss: 0.8758577108383179
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loss: 0.8686417183786068
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loss: 0.8646096069857759
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loss: 0.8648734510426894
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loss: 0.8581375916691804
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loss: 0.8606800719734151
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loss: 0.8597112404046997
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loss: 0.8552603602730682
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loss: 0.8521467945325085
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loss: 0.8683822866720009
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loss: 0.8693463291440692
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loss: 0.8705445290254454
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loss: 0.8791597736170992
epoch: 549
loss: 0.8743856287388146
IOU: [97.63, 81.86, 91.19, 44.67, 52.56, 61.57, 67.07, 75.85, 92.0, 59.64, 94.24, 78.86, 54.39, 92.92, 60.29, 76.65, 66.12, 51.61, 74.84]
mIOU: 72.31, mIOU_reduced: 73.18, accuracy: 95.31
epoch: 550
loss: 0.8675641905907994
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loss: 0.8631667923734516
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loss: 0.8716320085396985
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loss: 0.8636109197557454
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loss: 0.8870918173995622
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loss: 0.898266844993653
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loss: 0.8906978752735168
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loss: 0.8763036737544838
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loss: 0.8562136033795914
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loss: 0.8672069201893562
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loss: 0.8730467549874134
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loss: 0.8691310844010098
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loss: 0.9134219735459176
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loss: 0.9124043121170805
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loss: 0.8869538948221026
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loss: 0.8868258511923716
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loss: 0.8600920646017132
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loss: 0.8675304887429723
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loss: 0.8624041832360938
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loss: 0.8582793763384343
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loss: 0.8529698313728497
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loss: 0.8510868573445837
epoch: 572
loss: 0.8590842824419233
epoch: 573
loss: 0.8520339634219269
epoch: 574
loss: 0.8565517297652211
IOU: [97.49, 81.21, 91.41, 41.92, 57.98, 61.34, 68.38, 65.81, 91.65, 61.51, 94.6, 80.02, 60.29, 94.04, 72.67, 76.23, 70.51, 58.45, 74.79]
mIOU: 73.7, mIOU_reduced: 73.81, accuracy: 95.33
epoch: 575
loss: 0.8565818172580791
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loss: 0.8763778397657801
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loss: 0.8683723720578813
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loss: 0.8531828819902116
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loss: 0.8542844052263348
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loss: 0.8550933556094003
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loss: 0.8499668369074717
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loss: 0.8552581897643056
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loss: 0.8590899273713002
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loss: 0.8576490972241302
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loss: 0.8918922840745622
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loss: 0.8970503574111712
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loss: 0.8753405422213264
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loss: 0.8670146065259559
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loss: 0.8625149643324778
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loss: 0.8701342443892898
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loss: 0.8591442627084223
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loss: 0.8655006324827189
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loss: 0.8614928577788113
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loss: 0.860472924947096
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loss: 0.8639853461733404
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loss: 0.8715827032883534
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loss: 0.8629356391346358
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loss: 0.8828594620337062
epoch: 599
loss: 0.8784112358350317
IOU: [97.37, 80.43, 91.08, 33.29, 55.48, 59.85, 68.32, 75.45, 92.0, 62.7, 94.23, 79.59, 57.75, 93.83, 55.18, 75.01, 45.38, 57.57, 74.33]
mIOU: 70.99, mIOU_reduced: 73.33, accuracy: 95.19
epoch: 600
loss: 0.85336612916057
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loss: 0.8538390105625369
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loss: 0.8617179019431862
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loss: 0.8572772585478112
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loss: 0.8614590384889484
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loss: 0.8507658861718088
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loss: 0.8537451644149431
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loss: 0.8544545054757049
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loss: 0.8558854031755596
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loss: 0.8518791209976628
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loss: 0.8587845064237754
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loss: 0.8482772161697121
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loss: 0.8617093698033746
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loss: 0.8633969508091395
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loss: 0.8566178157323133
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loss: 0.8582370353516221
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loss: 0.854812437472639
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loss: 0.8524277501029146
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loss: 0.8531914711641173
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loss: 0.8443566531826544
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loss: 0.8510210509248821
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loss: 0.8556113207757955
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loss: 0.8451800373686613
IOU: [97.82, 82.97, 91.59, 44.98, 58.71, 62.48, 69.21, 77.41, 91.83, 60.13, 94.72, 80.12, 59.57, 94.49, 77.08, 82.33, 64.77, 56.14, 75.49]
mIOU: 74.83, mIOU_reduced: 74.85, accuracy: 95.56
epoch: 625
loss: 0.8456439138101439
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loss: 0.8406170087683233
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loss: 0.8494471621641895
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loss: 0.8428488807536842
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loss: 0.8427101876536469
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loss: 0.8473972541624002
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loss: 0.8503053318458105
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loss: 0.8476721266851913
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loss: 0.8444385578368874
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loss: 0.8419923289124214
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loss: 0.8495985169937669
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loss: 0.8747200916076927
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loss: 0.8530103834170215
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loss: 0.8552182080610743
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loss: 0.85943208871826
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loss: 0.8408024338377775
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loss: 0.8402041654702467
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loss: 0.8837350094414785
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loss: 0.8648590752377986
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loss: 0.8551178205045407
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loss: 0.8463727062281894
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loss: 0.836796470890148
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loss: 0.8382543542314411
epoch: 649
loss: 0.8640870138641317
IOU: [97.26, 79.57, 91.3, 44.39, 53.9, 62.36, 69.15, 77.54, 91.8, 58.72, 94.3, 79.42, 58.48, 93.84, 62.87, 82.18, 49.45, 55.77, 75.08]
mIOU: 72.49, mIOU_reduced: 73.93, accuracy: 95.23
epoch: 650
loss: 0.8598078405760691
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loss: 0.8716035384052204
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loss: 0.8753248745540403
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loss: 0.876391891520621
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loss: 0.8667854350210843
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loss: 0.8462500890310242
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loss: 0.835542358638784
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loss: 0.8547632178527647
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loss: 0.8583618727013107
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loss: 0.8582086595242235
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loss: 0.8443452813875965
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loss: 0.8440254939534272
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loss: 0.8365857392308526
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loss: 0.8318823529382279
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loss: 0.8397733488815493
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loss: 0.8624802977248344
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loss: 0.845492558819907
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loss: 0.8470169678531245
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loss: 0.8539329915033839
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loss: 0.8434600547317546
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loss: 0.8390839027587295
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loss: 0.8331012094438558
epoch: 674
loss: 0.8323451230789451
IOU: [98.18, 84.7, 91.56, 50.15, 56.28, 63.44, 70.38, 77.28, 91.42, 59.74, 94.76, 80.8, 61.0, 94.46, 81.9, 81.61, 65.33, 49.26, 75.09]
mIOU: 75.12, mIOU_reduced: 74.91, accuracy: 95.69
epoch: 675
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loss: 0.8375973153628429
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loss: 0.8317290973470539
IOU: [97.7, 81.93, 91.85, 46.76, 60.08, 62.89, 70.26, 76.93, 92.23, 61.45, 94.71, 80.53, 59.3, 94.65, 75.96, 82.88, 66.75, 56.61, 75.86]
mIOU: 75.23, mIOU_reduced: 75.24, accuracy: 95.67
epoch: 700
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loss: 0.820998795591596
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loss: 0.8190891344270937
IOU: [97.03, 78.01, 91.5, 39.26, 57.11, 62.99, 71.79, 77.44, 91.97, 61.17, 94.71, 81.09, 62.06, 94.43, 65.66, 80.82, 69.49, 60.53, 75.95]
mIOU: 74.37, mIOU_reduced: 74.81, accuracy: 95.28
epoch: 725
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loss: 0.8303747442212066
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loss: 0.8347962548469277
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loss: 0.8225330890349623
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loss: 0.8225891051909352
IOU: [97.74, 82.49, 91.6, 46.32, 54.36, 63.63, 70.27, 77.57, 92.14, 58.06, 94.37, 80.66, 61.35, 94.68, 70.35, 80.28, 79.1, 59.13, 75.77]
mIOU: 75.26, mIOU_reduced: 75.01, accuracy: 95.59
epoch: 750
loss: 0.8157895605840452
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loss: 0.8205611699353652
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loss: 0.8160562219645456
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loss: 0.8290752149977774
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loss: 0.8213699500194457
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loss: 0.8179989744710794
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loss: 0.8291677904900193
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loss: 0.8153043294531316
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loss: 0.8142514114752613
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loss: 0.8133071561386643
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loss: 0.8115171568412987
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loss: 0.8026021196835768
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loss: 0.8113089722764459
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loss: 0.8064305510803695
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loss: 0.821647697703215
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loss: 0.8214535814411236
IOU: [97.89, 83.37, 91.71, 40.68, 57.92, 61.32, 70.81, 77.86, 92.05, 57.42, 94.98, 80.92, 61.31, 94.59, 72.18, 68.93, 17.49, 58.12, 75.0]
mIOU: 71.29, mIOU_reduced: 74.75, accuracy: 95.58
epoch: 775
loss: 0.8110182976144343
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loss: 0.8025567403058157
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loss: 0.820999537516797
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loss: 0.8106997996327691
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loss: 0.8049626083708195
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loss: 0.8070862849125001
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loss: 0.8004428527425884
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loss: 0.8118083041633236
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loss: 0.8106529580936278
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loss: 0.8027775228184189
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loss: 0.8120632192516584
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loss: 0.810695743303736
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loss: 0.8052467363221305
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loss: 0.8055677132786445
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loss: 0.8065319051639732
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loss: 0.803801870731652
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loss: 0.8069619176522741
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loss: 0.8159909188908065
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loss: 0.8231555091724242
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loss: 0.8079913146090958
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loss: 0.8047880016247217
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loss: 0.8025884512621116
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loss: 0.8124597914456678
IOU: [97.8, 82.67, 91.47, 45.66, 58.68, 63.47, 69.59, 77.32, 92.16, 58.92, 94.91, 80.93, 62.73, 94.15, 68.26, 78.48, 63.63, 52.43, 75.38]
mIOU: 74.14, mIOU_reduced: 74.89, accuracy: 95.56
epoch: 800
loss: 0.8009212556874977
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loss: 0.8030801217832334
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loss: 0.8202838981247976
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loss: 0.8353475902601072
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loss: 0.8139413747826034
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loss: 0.812248511295113
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loss: 0.8006897306827844
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loss: 0.8169878963832906
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loss: 0.8331734771034467
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loss: 0.8196850860857899
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loss: 0.8086266424456696
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loss: 0.8615993368979091
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loss: 0.8418895915512126
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loss: 0.8453133173708646
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loss: 0.8261568469178644
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loss: 0.8099950238700826
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loss: 0.8077594043430935
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loss: 0.8006005423730918
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loss: 0.7985829770404373
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loss: 0.8119579531111807
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loss: 0.8166855200924321
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loss: 0.807784370495624
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loss: 0.7971835828855673
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loss: 0.7852201980721918
epoch: 824
loss: 0.8104693052582342
IOU: [97.59, 81.79, 92.19, 55.76, 57.8, 63.91, 71.25, 78.74, 92.18, 59.83, 94.59, 81.06, 61.0, 94.51, 77.8, 81.28, 75.3, 50.05, 75.12]
mIOU: 75.88, mIOU_reduced: 75.46, accuracy: 95.68
epoch: 825
loss: 0.7961520644211062
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loss: 0.8058836823203814
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loss: 0.8055813592077908
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loss: 0.794788281711928
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loss: 0.7953219338247397
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loss: 0.7908434427652076
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loss: 0.7946586901286863
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loss: 0.8011385470709068
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loss: 0.8059569762723465
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loss: 0.8437439397660227
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loss: 0.8061359161636579
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loss: 0.805877502234477
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loss: 0.7987738333622401
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loss: 0.795329451882293
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loss: 0.7882184134018068
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loss: 0.7912841598299957
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loss: 0.7986921031841371
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loss: 0.7881720311879469
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loss: 0.7888678392631345
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loss: 0.788817772807458
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loss: 0.7924134978708232
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loss: 0.7913408006297932
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loss: 0.7847786640542537
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loss: 0.7875001456216982
epoch: 849
loss: 0.7835501594684837
IOU: [98.07, 84.15, 92.19, 51.19, 58.7, 64.55, 72.22, 79.24, 92.36, 58.23, 94.76, 81.61, 62.71, 94.97, 81.91, 84.58, 75.06, 60.5, 76.58]
mIOU: 77.03, mIOU_reduced: 76.38, accuracy: 95.94
epoch: 850
loss: 0.7806223630905151
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loss: 0.7792981871054822
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loss: 0.7760969882384143
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loss: 0.7786139440986345
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loss: 0.784467559137113
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loss: 0.7777021279874837
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loss: 0.7736653518483967
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loss: 0.7689118441545738
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loss: 0.8022788710028657
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loss: 0.7840131328433672
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loss: 0.7810495071655336
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loss: 0.7753235443904394
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loss: 0.7798906466710278
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loss: 0.7793988278612615
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loss: 0.7753815181814435
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loss: 0.7705211239362342
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loss: 0.7705211941444007
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loss: 0.7626365680257586
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loss: 0.7737282395684173
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loss: 0.7897025611844024
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loss: 0.7920954212988162
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loss: 0.7821697216792248
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loss: 0.7733695134319707
epoch: 873
loss: 0.772895303215942
epoch: 874
loss: 0.7652104745977972
IOU: [98.12, 84.2, 92.3, 56.16, 54.04, 65.34, 72.76, 78.54, 92.18, 57.3, 94.88, 81.29, 61.27, 94.81, 67.83, 84.58, 78.03, 56.71, 76.51]
mIOU: 76.15, mIOU_reduced: 76.03, accuracy: 95.91
epoch: 875
loss: 0.7651827541001723
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loss: 0.7655341589868551
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loss: 0.7742861374369208
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loss: 0.7683335600516225
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loss: 0.7598075424885814
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loss: 0.7501419307086667
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loss: 0.7612008837998074
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loss: 0.7506281412194039
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loss: 0.7545718166706055
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loss: 0.7439372120199178
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loss: 0.7557185170142798
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loss: 0.7466818393080061
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loss: 0.7571233522217229
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loss: 0.7644095684318851
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loss: 0.7553873928088062
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loss: 0.7570166152442562
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loss: 0.7383211478390141
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loss: 0.7627100033580132
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loss: 0.7579263617407601
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loss: 0.7486552355103094
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loss: 0.7420395738031023
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loss: 0.7452557719942694
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loss: 0.7464703525494373
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loss: 0.7549379112906854
epoch: 899
loss: 0.7372640451652341
IOU: [97.96, 83.61, 92.44, 53.29, 58.98, 65.49, 72.5, 79.85, 92.49, 61.75, 95.09, 82.39, 63.33, 95.13, 73.31, 83.38, 79.59, 60.63, 77.28]
mIOU: 77.29, mIOU_reduced: 77.01, accuracy: 95.98
epoch: 900
loss: 0.7430511729093896
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loss: 0.7344119445975579
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loss: 0.7305487034455785
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loss: 0.7394657020941577
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loss: 0.738502545980109
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loss: 0.7421877229149451
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loss: 0.7387376099905235
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loss: 0.7418760673376428
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loss: 0.7489276425536431
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loss: 0.735489427079409
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loss: 0.7424280820188497
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loss: 0.7318166144935269
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loss: 0.7280009642765528
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loss: 0.7426359420516742
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loss: 0.7246360719364608
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loss: 0.7309537333940881
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loss: 0.7313509602752336
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loss: 0.7365922693293693
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loss: 0.7182413771788707
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loss: 0.7223317933211109
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loss: 0.7134944590918137
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loss: 0.7160843644502028
epoch: 922
loss: 0.7166868923006032
epoch: 923
loss: 0.7509539583622606
epoch: 924
loss: 0.7321325325258979
IOU: [98.07, 84.43, 92.69, 58.88, 61.19, 65.66, 72.49, 79.84, 92.45, 63.66, 95.05, 82.29, 62.86, 95.18, 78.54, 86.43, 82.94, 62.08, 77.29]
mIOU: 78.53, mIOU_reduced: 77.76, accuracy: 96.11
epoch: 925
loss: 0.7177793941086514
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loss: 0.7242810899677945
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loss: 0.7209159163130583
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loss: 0.7332909889619627
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loss: 0.7229677716676758
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loss: 0.7233343577449213
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loss: 0.7151334913914416
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loss: 0.7279138249367717
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loss: 0.7166998057031246
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loss: 0.7120701673859856
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loss: 0.701244351998815
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loss: 0.7056314940401165
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loss: 0.6996821929823678
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loss: 0.7036614543344133
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loss: 0.6994768100768086
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loss: 0.7012385848879493
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loss: 0.7003696369674971
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loss: 0.7016261967847932
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loss: 0.6920804338795798
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loss: 0.6997303355414912
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loss: 0.7007067442904265
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loss: 0.6875792577902904
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loss: 0.6905894446565777
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loss: 0.6914084119134836
epoch: 949
loss: 0.6870400347317647
IOU: [98.09, 84.28, 92.54, 49.57, 60.29, 65.81, 73.31, 79.97, 92.43, 60.32, 94.98, 82.44, 62.77, 95.33, 75.19, 85.6, 80.59, 60.31, 77.6]
mIOU: 77.44, mIOU_reduced: 76.88, accuracy: 96.05
epoch: 950
loss: 0.6906531012925818
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loss: 0.6839116864769927
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loss: 0.6937893033830946
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loss: 0.6803775203999162
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loss: 0.684602678384421
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loss: 0.6779548716994951
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loss: 0.674655242348617
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loss: 0.6820530293765416
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loss: 0.6807396658507961
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loss: 0.6891155136884705
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loss: 0.6809830688883994
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loss: 0.6864560136415888
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loss: 0.6759793825065993
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loss: 0.684678667558814
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loss: 0.682300045644498
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loss: 0.6736155414195716
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loss: 0.6793737242806632
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loss: 0.6695181982857841
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loss: 0.6750291144912134
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loss: 0.6712650614928685
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loss: 0.6790265073834082
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loss: 0.6727476177029211
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loss: 0.6746665508438635
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loss: 0.6634474277014359
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loss: 0.664412839152421
IOU: [98.11, 84.57, 92.43, 52.31, 58.37, 66.12, 73.13, 80.18, 92.55, 62.49, 95.21, 82.68, 63.89, 95.31, 76.3, 85.47, 81.83, 57.43, 77.61]
mIOU: 77.68, mIOU_reduced: 77.03, accuracy: 96.09
epoch: 975
loss: 0.665004620654885
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loss: 0.6698168983677969
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loss: 0.659390075589126
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loss: 0.6746766733512725
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loss: 0.6700239028088809
epoch: 980
loss: 0.6593990807905994
IOU: [98.07, 84.28, 92.64, 57.31, 59.46, 65.74, 73.46, 80.37, 92.55, 62.6, 95.21, 82.97, 64.85, 95.28, 75.34, 85.62, 81.67, 60.21, 77.94]
mIOU: 78.19, mIOU_reduced: 77.68, accuracy: 96.12
epoch: 981
loss: 0.6726083679179939
IOU: [98.07, 84.33, 92.63, 56.29, 59.29, 66.23, 73.72, 80.45, 92.51, 62.24, 95.17, 82.87, 64.45, 95.26, 75.98, 85.82, 81.11, 59.86, 77.72]
mIOU: 78.11, mIOU_reduced: 77.57, accuracy: 96.11
epoch: 982
loss: 0.6596144865947271
IOU: [98.07, 84.37, 92.75, 57.84, 59.44, 66.3, 73.54, 80.39, 92.54, 62.54, 95.24, 82.82, 64.08, 95.31, 77.38, 85.93, 81.0, 60.01, 77.88]
mIOU: 78.29, mIOU_reduced: 77.69, accuracy: 96.14
epoch: 983
loss: 0.6614036582550913
IOU: [98.08, 84.38, 92.71, 56.27, 59.32, 66.44, 73.44, 80.62, 92.54, 62.37, 95.22, 82.85, 64.34, 95.3, 77.85, 86.48, 81.42, 60.67, 77.79]
mIOU: 78.32, mIOU_reduced: 77.65, accuracy: 96.14
epoch: 984
loss: 0.6619263123469854
IOU: [98.06, 84.26, 92.71, 56.77, 58.61, 66.46, 73.48, 80.51, 92.6, 62.63, 95.24, 83.08, 64.73, 95.35, 78.49, 86.53, 82.15, 60.27, 77.91]
mIOU: 78.41, mIOU_reduced: 77.67, accuracy: 96.14
epoch: 985
loss: 0.6620728037749339
IOU: [98.04, 84.13, 92.66, 55.39, 58.16, 66.65, 73.55, 80.63, 92.57, 62.21, 95.2, 82.86, 64.27, 95.37, 78.11, 86.06, 80.04, 60.21, 77.96]
mIOU: 78.11, mIOU_reduced: 77.49, accuracy: 96.11
epoch: 986
loss: 0.6553032504259094
IOU: [98.06, 84.26, 92.67, 56.46, 58.73, 66.34, 73.53, 80.46, 92.52, 62.18, 95.21, 82.93, 64.78, 95.33, 78.35, 86.16, 80.55, 60.02, 77.92]
mIOU: 78.23, mIOU_reduced: 77.59, accuracy: 96.12
epoch: 987
loss: 0.6566833607109409
IOU: [98.07, 84.3, 92.66, 54.24, 59.15, 66.54, 73.49, 80.27, 92.55, 62.35, 95.32, 82.97, 64.43, 95.24, 76.79, 85.66, 79.14, 60.69, 77.94]
mIOU: 77.99, mIOU_reduced: 77.51, accuracy: 96.11
epoch: 988
loss: 0.655240737363656
IOU: [98.06, 84.29, 92.66, 56.55, 58.65, 66.22, 73.43, 80.31, 92.55, 62.36, 95.23, 83.1, 65.02, 95.27, 76.5, 85.48, 79.72, 60.75, 77.99]
mIOU: 78.11, mIOU_reduced: 77.65, accuracy: 96.11
epoch: 989
loss: 0.658957434391397
IOU: [98.07, 84.36, 92.68, 56.57, 59.19, 66.54, 73.31, 80.39, 92.55, 62.69, 95.25, 83.08, 65.08, 95.29, 76.11, 84.98, 79.99, 60.34, 77.99]
mIOU: 78.13, mIOU_reduced: 77.71, accuracy: 96.12
epoch: 990
loss: 0.6562637259375375
IOU: [98.06, 84.34, 92.66, 54.69, 59.88, 66.35, 73.56, 80.24, 92.48, 62.27, 95.2, 82.99, 64.61, 95.24, 75.52, 85.25, 80.27, 60.87, 77.95]
mIOU: 78.02, mIOU_reduced: 77.59, accuracy: 96.1
epoch: 991
loss: 0.6551415493706808
IOU: [98.05, 84.32, 92.66, 55.38, 59.43, 66.66, 73.67, 80.34, 92.55, 62.84, 95.21, 83.04, 64.48, 95.32, 76.46, 85.47, 80.64, 60.61, 77.91]
mIOU: 78.16, mIOU_reduced: 77.65, accuracy: 96.12
epoch: 992
loss: 0.6545547908849794
IOU: [98.06, 84.33, 92.68, 56.48, 59.69, 66.44, 73.62, 80.42, 92.52, 62.73, 95.24, 83.05, 64.51, 95.25, 75.16, 84.8, 79.67, 60.95, 77.96]
mIOU: 78.08, mIOU_reduced: 77.75, accuracy: 96.12
epoch: 993
loss: 0.6545741056014264
IOU: [98.07, 84.38, 92.71, 57.41, 59.53, 66.63, 73.53, 80.3, 92.55, 62.54, 95.26, 83.02, 64.7, 95.31, 77.18, 85.67, 80.97, 59.37, 77.87]
mIOU: 78.26, mIOU_reduced: 77.7, accuracy: 96.14
epoch: 994
loss: 0.659038272267082
IOU: [98.07, 84.36, 92.7, 57.98, 58.96, 66.32, 73.66, 80.4, 92.55, 62.54, 95.23, 83.02, 64.61, 95.39, 78.05, 85.45, 80.82, 60.88, 77.93]
mIOU: 78.37, mIOU_reduced: 77.79, accuracy: 96.14
epoch: 995
loss: 0.6588975902034266
IOU: [98.02, 84.17, 92.71, 58.13, 59.29, 66.34, 73.59, 80.38, 92.57, 63.11, 95.26, 83.05, 64.41, 95.32, 77.61, 85.71, 80.8, 60.87, 77.88]
mIOU: 78.38, mIOU_reduced: 77.82, accuracy: 96.13
epoch: 996
loss: 0.6480638723007109
IOU: [98.06, 84.33, 92.76, 58.55, 59.82, 66.49, 73.62, 80.47, 92.55, 62.6, 95.25, 83.05, 64.36, 95.33, 78.23, 85.7, 80.65, 61.09, 77.93]
mIOU: 78.47, mIOU_reduced: 77.89, accuracy: 96.15
epoch: 997
loss: 0.6560364668420704
IOU: [98.08, 84.44, 92.73, 58.46, 59.31, 66.42, 73.59, 80.39, 92.58, 62.64, 95.24, 83.06, 64.31, 95.36, 78.08, 85.59, 80.66, 60.93, 77.93]
mIOU: 78.41, mIOU_reduced: 77.84, accuracy: 96.15
epoch: 998
loss: 0.6542587416030647
IOU: [98.07, 84.34, 92.76, 57.86, 59.78, 66.56, 73.72, 80.53, 92.62, 62.55, 95.26, 83.08, 64.39, 95.37, 78.03, 85.85, 80.71, 60.64, 77.93]
mIOU: 78.42, mIOU_reduced: 77.84, accuracy: 96.16
epoch: 999
loss: 0.6568474888480256
IOU: [98.06, 84.23, 92.69, 56.67, 59.6, 66.59, 73.59, 80.44, 92.58, 62.57, 95.25, 83.04, 64.47, 95.37, 77.15, 85.07, 80.28, 60.19, 77.92]
mIOU: 78.2, mIOU_reduced: 77.7, accuracy: 96.13
Best mIOU: 78.5266681470369
Best global accuracy: 96.15687727928162
Training time 2 days, 14:27:14
mIOUs: [78.5266681470369]
global_accuracies: [96.15687727928162]
