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run: 2
epoch: 0
loss: 2.147051123274626
IOU: [80.49, 4.93, 47.46, 0.0, 0.0, 0.0, 0.0, 0.0, 30.3, 4.08, 31.27, 0.02, 0.0, 25.44, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 11.79, mIOU_reduced: 14.0, accuracy: 65.15
epoch: 1
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epoch: 18
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epoch: 22
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epoch: 23
loss: 1.5898605883924788
epoch: 24
loss: 1.570418482520831
IOU: [95.43, 68.29, 85.43, 22.05, 32.69, 38.97, 31.29, 46.72, 87.49, 50.61, 91.03, 52.91, 0.0, 83.26, 20.03, 49.14, 31.83, 3.5, 54.7]
mIOU: 49.76, mIOU_reduced: 52.77, accuracy: 91.6
epoch: 25
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loss: 1.5218203928914031
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loss: 1.5302856819970267
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loss: 1.5152127119408785
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loss: 1.5196151373521336
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loss: 1.5428735647561416
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loss: 1.5154590449243222
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loss: 1.5312676262662739
epoch: 47
loss: 1.5117252354994617
epoch: 48
loss: 1.5154979839479183
epoch: 49
loss: 1.4863136926429934
IOU: [95.96, 68.19, 86.61, 35.95, 32.56, 49.53, 45.95, 60.86, 88.6, 36.98, 92.36, 69.4, 44.82, 90.17, 32.37, 53.4, 26.03, 30.13, 60.49]
mIOU: 57.91, mIOU_reduced: 61.78, accuracy: 92.73
epoch: 50
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loss: 1.467943107985422
epoch: 74
loss: 1.468107105265409
IOU: [96.88, 76.93, 88.73, 47.99, 46.16, 49.94, 33.1, 56.6, 89.55, 47.07, 93.13, 63.76, 34.23, 90.12, 38.7, 67.4, 48.19, 15.36, 61.34]
mIOU: 60.27, mIOU_reduced: 61.93, accuracy: 93.65
epoch: 75
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loss: 1.4686936567414481
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loss: 1.4498548960749993
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loss: 1.4431409819749488
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loss: 1.4374815039236268
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loss: 1.4422088116005747
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loss: 1.4490149519192883
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loss: 1.4544164401822977
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loss: 1.46840123635418
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loss: 1.4417270139221232
epoch: 99
loss: 1.4312142988420882
IOU: [96.52, 72.98, 89.01, 40.47, 43.28, 52.27, 52.99, 65.59, 90.43, 53.37, 93.19, 68.62, 47.45, 88.88, 4.95, 65.77, 42.04, 21.88, 58.6]
mIOU: 60.44, mIOU_reduced: 64.72, accuracy: 93.57
epoch: 100
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loss: 1.4305691972897059
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loss: 1.4380132008112987
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loss: 1.4358725168634296
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loss: 1.46367148119163
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loss: 1.4817870219120117
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loss: 1.4613288917310154
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loss: 1.4348492262498387
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loss: 1.4329724363239629
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loss: 1.4381540284323886
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loss: 1.4148718359656733
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loss: 1.427694882022724
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loss: 1.4280748624364643
epoch: 124
loss: 1.419799132809806
IOU: [96.73, 74.75, 88.4, 34.09, 42.06, 51.84, 47.83, 61.93, 89.38, 53.27, 93.06, 71.35, 46.83, 89.89, 53.82, 63.33, 35.75, 8.99, 61.51]
mIOU: 61.31, mIOU_reduced: 63.25, accuracy: 93.54
epoch: 125
loss: 1.4624658218933886
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loss: 1.4295987713369076
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loss: 1.4331206215038454
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loss: 1.4198397828562241
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loss: 1.4273369183758842
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loss: 1.4173670174940578
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loss: 1.4092995545292157
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loss: 1.4196450604261415
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loss: 1.4178358567050204
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loss: 1.4273989920346242
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loss: 1.4283745356325834
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loss: 1.4169265857603994
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loss: 1.4082404175858614
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loss: 1.426521316050198
epoch: 149
loss: 1.410289585429703
IOU: [97.07, 77.87, 89.52, 32.32, 42.75, 53.7, 53.48, 66.06, 90.3, 56.58, 93.96, 72.67, 42.64, 89.85, 0.67, 63.07, 61.21, 45.94, 67.54]
mIOU: 63.01, mIOU_reduced: 67.02, accuracy: 94.05
epoch: 150
loss: 1.3994230664965277
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loss: 1.41313928478169
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loss: 1.4356672805595911
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loss: 1.4103423765084815
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loss: 1.4367028044240493
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loss: 1.4043231813734112
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loss: 1.4135757160957934
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loss: 1.396585887654451
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loss: 1.3944598407436894
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loss: 1.408163714280347
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loss: 1.4128799065746709
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loss: 1.4026681043388387
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loss: 1.4086468936298093
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loss: 1.401525658738581
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loss: 1.4253153733487398
epoch: 172
loss: 1.387335483918614
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loss: 1.4163792242579705
epoch: 174
loss: 1.4271641172810063
IOU: [97.43, 79.47, 89.38, 45.58, 45.09, 52.86, 55.16, 65.7, 90.21, 54.23, 92.92, 73.14, 52.72, 88.21, 27.66, 19.18, 40.41, 30.13, 66.41]
mIOU: 61.36, mIOU_reduced: 67.41, accuracy: 93.98
epoch: 175
loss: 1.4171089129949195
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loss: 1.4187305674077366
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loss: 1.4075767402700337
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loss: 1.4053503416297892
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loss: 1.3990731184694645
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loss: 1.4005354376173405
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loss: 1.3890542023265458
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loss: 1.4107874246299106
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loss: 1.3944686320271453
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loss: 1.3939282521404668
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loss: 1.3880146094409602
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loss: 1.3887416754128799
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loss: 1.3968411767579154
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loss: 1.4216402065400486
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loss: 1.3904285614059941
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loss: 1.3830447412244071
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loss: 1.4227173248069949
epoch: 197
loss: 1.4070002647101718
epoch: 198
loss: 1.3990643769904287
epoch: 199
loss: 1.4118197696870871
IOU: [96.81, 76.3, 90.01, 53.83, 50.14, 54.0, 57.19, 67.58, 90.4, 53.78, 93.9, 74.3, 52.23, 91.88, 56.5, 71.21, 51.35, 44.17, 67.62]
mIOU: 68.06, mIOU_reduced: 69.63, accuracy: 94.33
epoch: 200
loss: 1.4474053071194262
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loss: 1.4200712198195753
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loss: 1.3888400744877736
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loss: 1.3916533240732156
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loss: 1.384237538129493
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loss: 1.377554918556522
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loss: 1.3810666513571521
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loss: 1.4169320571776027
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loss: 1.409354465027061
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loss: 1.396012901938508
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loss: 1.4218772395923132
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loss: 1.397205818052883
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loss: 1.3892074868364155
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loss: 1.3877450555482644
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loss: 1.382593624996689
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loss: 1.3912500387253466
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loss: 1.3835753289194441
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loss: 1.3855221608899675
epoch: 223
loss: 1.3784715448107039
epoch: 224
loss: 1.379054823333041
IOU: [97.74, 81.4, 90.07, 45.67, 45.78, 57.28, 60.03, 70.78, 91.26, 60.66, 94.31, 75.11, 54.47, 92.97, 68.89, 77.74, 67.59, 49.52, 69.5]
mIOU: 71.09, mIOU_reduced: 71.03, accuracy: 94.97
epoch: 225
loss: 1.3914147470839262
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loss: 1.3823139770333015
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loss: 1.3888861927382066
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loss: 1.3790816762697986
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loss: 1.380406170842461
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loss: 1.3922344131289788
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loss: 1.3742771707776422
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loss: 1.3802327923376283
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loss: 1.398686820284697
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loss: 1.3977845830094782
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loss: 1.403646824173529
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loss: 1.3938054402240845
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loss: 1.4120263956949075
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loss: 1.3860558791944602
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loss: 1.385857504333126
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loss: 1.3977780229640457
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loss: 1.4046151123920863
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loss: 1.3765410936746314
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loss: 1.3758700533375907
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loss: 1.3736326659143454
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loss: 1.374714250834483
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loss: 1.377520694886899
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loss: 1.3935929160876415
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loss: 1.3732957775702053
epoch: 249
loss: 1.3950799983145412
IOU: [96.61, 74.4, 90.63, 40.73, 51.15, 57.21, 60.28, 69.09, 91.15, 58.16, 94.09, 75.48, 53.92, 90.82, 47.42, 74.03, 62.02, 45.79, 67.91]
mIOU: 68.47, mIOU_reduced: 69.84, accuracy: 94.4
epoch: 250
loss: 1.3985070941261846
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loss: 1.3822009860665971
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loss: 1.3991819327732302
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loss: 1.3698693742006616
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loss: 1.3676851660093527
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loss: 1.38493827314711
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loss: 1.406144558901414
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loss: 1.3795559293818924
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loss: 1.3615728025487812
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loss: 1.370683510348482
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loss: 1.3781855520855064
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loss: 1.3683884044220505
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loss: 1.3904240584437737
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loss: 1.3882732311027712
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loss: 1.3704642147388097
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loss: 1.3985281045224789
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loss: 1.3675665068176557
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loss: 1.3753743981415372
epoch: 274
loss: 1.3755294042777502
IOU: [97.25, 78.48, 90.32, 49.31, 50.18, 51.0, 55.59, 68.03, 90.31, 57.86, 94.24, 74.9, 52.85, 92.3, 55.75, 72.78, 74.68, 34.69, 69.86]
mIOU: 68.97, mIOU_reduced: 69.2, accuracy: 94.61
epoch: 275
loss: 1.417731735905547
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loss: 1.3809941239112793
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loss: 1.3898283362067292
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loss: 1.3858522247432699
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loss: 1.3742373796164828
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loss: 1.375607085035175
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loss: 1.3758663568856582
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loss: 1.3693702866767616
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loss: 1.3714242081115189
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loss: 1.3648081584118126
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loss: 1.3656050384526626
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loss: 1.3700362334675544
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loss: 1.3523896759089755
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loss: 1.360906754542554
epoch: 299
loss: 1.3592787614729849
IOU: [97.0, 77.89, 90.26, 46.5, 52.2, 50.8, 54.03, 69.83, 91.2, 57.91, 94.08, 70.9, 49.44, 92.22, 59.22, 60.58, 1.27, 39.24, 68.74]
mIOU: 64.38, mIOU_reduced: 68.89, accuracy: 94.47
epoch: 300
loss: 1.381774326861708
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loss: 1.3779758552335344
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loss: 1.369595023499666
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loss: 1.3585940952892253
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loss: 1.3578827705666061
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loss: 1.3748817826217075
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loss: 1.3993361340057497
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loss: 1.3665731788645537
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loss: 1.3771602953219348
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loss: 1.3746347250642803
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loss: 1.3694251698625055
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loss: 1.3783502151381295
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loss: 1.3715446666887186
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loss: 1.3881965220135177
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loss: 1.390646153383178
epoch: 324
loss: 1.3628295464014428
IOU: [97.53, 80.38, 90.17, 51.43, 48.89, 56.38, 58.52, 68.8, 90.46, 54.34, 93.71, 75.8, 53.52, 91.81, 59.5, 73.94, 72.03, 38.91, 67.92]
mIOU: 69.69, mIOU_reduced: 69.91, accuracy: 94.7
epoch: 325
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loss: 1.3665089567073914
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loss: 1.3659612321146737
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loss: 1.3607573107567759
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loss: 1.3513284481439307
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loss: 1.3476086347250926
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loss: 1.3451595232493152
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loss: 1.361943187096691
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loss: 1.3751436934638217
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loss: 1.3720461721368877
epoch: 349
loss: 1.369310088877408
IOU: [97.46, 80.06, 89.44, 36.05, 48.11, 54.84, 57.91, 70.45, 90.91, 59.97, 93.75, 74.89, 52.36, 91.03, 48.01, 69.4, 58.69, 46.97, 69.0]
mIOU: 67.86, mIOU_reduced: 69.58, accuracy: 94.5
epoch: 350
loss: 1.3852629831859045
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loss: 1.346245870435977
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loss: 1.3717888972829937
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loss: 1.3710659421036506
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loss: 1.3875335731274998
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loss: 1.3440214398736259
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loss: 1.3449914885981065
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loss: 1.3738976199671906
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loss: 1.3581033514516372
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loss: 1.360711344811473
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loss: 1.3618028456310056
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loss: 1.3414793959203757
epoch: 373
loss: 1.3562403107589145
epoch: 374
loss: 1.3367320170621024
IOU: [97.68, 80.42, 90.72, 51.5, 52.79, 56.65, 60.29, 72.42, 90.46, 58.06, 94.47, 76.48, 54.77, 93.53, 78.21, 74.56, 46.47, 41.17, 69.66]
mIOU: 70.54, mIOU_reduced: 71.32, accuracy: 94.97
epoch: 375
loss: 1.3414231040728382
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loss: 1.3517022614851795
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loss: 1.3820296513102446
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loss: 1.3807658066325432
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loss: 1.3700501118708814
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loss: 1.360493113731117
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loss: 1.3487098204157744
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loss: 1.3447645661644536
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loss: 1.3386441273188012
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loss: 1.3487136797763588
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loss: 1.3539332813329774
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loss: 1.3826217901995883
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loss: 1.3492302313005184
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loss: 1.3562134485039108
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loss: 1.350003576985588
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loss: 1.3605985522591522
epoch: 399
loss: 1.364342401291161
IOU: [97.5, 80.56, 90.95, 55.39, 57.27, 58.12, 61.93, 71.66, 91.02, 55.98, 93.65, 76.87, 56.27, 92.9, 75.73, 77.22, 67.05, 53.12, 72.0]
mIOU: 72.9, mIOU_reduced: 72.82, accuracy: 95.07
epoch: 400
loss: 1.3424837370767104
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loss: 1.3589634956375287
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loss: 1.32699865359823
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loss: 1.3389434242505591
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loss: 1.340743135570516
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loss: 1.3452310841681179
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loss: 1.330445807899105
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loss: 1.3224651707471864
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loss: 1.324491872299071
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loss: 1.3216820502216926
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loss: 1.391671621253227
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loss: 1.3452057427151827
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loss: 1.3369820448908845
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loss: 1.3456951235182524
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loss: 1.3380147032339296
epoch: 424
loss: 1.3254594969942242
IOU: [97.76, 82.24, 90.84, 49.09, 55.7, 56.94, 61.3, 72.43, 91.24, 60.32, 94.41, 74.68, 53.22, 93.39, 73.13, 80.85, 68.93, 50.35, 67.94]
mIOU: 72.36, mIOU_reduced: 71.99, accuracy: 95.19
epoch: 425
loss: 1.3268592784989555
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loss: 1.3307982143366113
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loss: 1.3557856352824085
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loss: 1.333500627558829
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loss: 1.320263291626285
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loss: 1.3605272069452907
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loss: 1.361837665668395
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loss: 1.3510943079251807
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loss: 1.340411829498579
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loss: 1.343782288366251
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loss: 1.3256415437173972
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loss: 1.3386041388678744
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loss: 1.3313488497566983
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loss: 1.327973488848807
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loss: 1.344705942506096
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loss: 1.3391214300680032
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loss: 1.3309551763406018
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loss: 1.397457636912878
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loss: 1.3671508256315863
epoch: 449
loss: 1.3431035861814762
IOU: [97.39, 79.05, 90.84, 48.21, 52.49, 58.16, 55.87, 71.81, 91.56, 54.87, 94.19, 76.76, 52.62, 93.12, 69.62, 79.87, 68.64, 47.79, 70.7]
mIOU: 71.24, mIOU_reduced: 70.96, accuracy: 94.97
epoch: 450
loss: 1.3625449250650534
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loss: 1.352431301479391
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loss: 1.3293371791788189
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loss: 1.3325983115604945
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loss: 1.3179746602744749
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loss: 1.3214471835010457
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loss: 1.3373604614458316
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loss: 1.3498101835302265
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loss: 1.328637622758706
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loss: 1.3394728304562222
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loss: 1.3579989209008023
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loss: 1.3805729835181224
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loss: 1.3913121981762169
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loss: 1.3345076170250412
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loss: 1.3292127715930784
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loss: 1.3588812460475213
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loss: 1.3346027286868853
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loss: 1.3442882366900175
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loss: 1.3193846809253538
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loss: 1.335086136172724
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loss: 1.3143582405105756
epoch: 474
loss: 1.3297328624442581
IOU: [97.41, 80.06, 89.92, 42.8, 52.48, 54.13, 60.09, 70.92, 91.13, 60.23, 93.85, 77.04, 56.9, 91.87, 57.89, 74.27, 65.86, 41.2, 69.77]
mIOU: 69.88, mIOU_reduced: 70.61, accuracy: 94.79
epoch: 475
loss: 1.3282233637298213
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loss: 1.3456408820062313
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loss: 1.3259364051638909
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loss: 1.347022409387676
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loss: 1.341464129419661
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loss: 1.3189027540767289
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loss: 1.3376648567436198
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loss: 1.359690612859803
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loss: 1.3337737344345957
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loss: 1.344738469290926
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loss: 1.3453861969821859
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loss: 1.3391260258913682
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loss: 1.3234870716567952
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loss: 1.3156990388011676
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loss: 1.326881761820811
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loss: 1.3170166767511085
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loss: 1.3480607653563876
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loss: 1.3451684147842489
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loss: 1.3501044460384029
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loss: 1.3288150781569776
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loss: 1.3124238345822234
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loss: 1.3148600354670192
epoch: 498
loss: 1.3149246308360139
epoch: 499
loss: 1.3268394523232452
IOU: [96.42, 75.88, 89.21, 44.58, 44.71, 55.3, 50.33, 64.4, 89.64, 53.23, 93.48, 69.52, 40.72, 87.65, 11.81, 50.85, 38.1, 36.05, 66.53]
mIOU: 60.97, mIOU_reduced: 66.1, accuracy: 93.59
epoch: 500
loss: 1.3443265616733109
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loss: 1.3427016571204295
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loss: 1.3264209118814803
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loss: 1.31431506682599
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loss: 1.3162726147798194
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loss: 1.3173432305174053
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loss: 1.329450043385241
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loss: 1.3288925645165044
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loss: 1.3352697098030235
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loss: 1.3718419717649886
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loss: 1.3302219077904591
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loss: 1.3287117134207342
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loss: 1.3090030462594044
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loss: 1.3245296757818874
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loss: 1.3229244015608836
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loss: 1.3184361634550068
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loss: 1.327523812129491
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loss: 1.3508967148325834
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loss: 1.3469247210700557
epoch: 520
loss: 1.3225190253913242
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loss: 1.3191234054912453
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loss: 1.3163525354508763
epoch: 523
loss: 1.3140486437034093
epoch: 524
loss: 1.3088548283050003
IOU: [97.64, 81.6, 91.21, 53.48, 56.86, 58.71, 62.36, 73.56, 91.23, 62.09, 94.31, 77.54, 55.59, 93.36, 71.06, 76.23, 60.86, 54.49, 72.27]
mIOU: 72.87, mIOU_reduced: 73.52, accuracy: 95.24
epoch: 525
loss: 1.3135185685119217
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loss: 1.30563537129816
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loss: 1.3241740799335777
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loss: 1.3193080396343755
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loss: 1.3070230612536324
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loss: 1.3285583145213578
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loss: 1.3446839662253696
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loss: 1.3872079916720121
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loss: 1.3937634329268875
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loss: 1.3369974569490335
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loss: 1.3206633756745536
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loss: 1.3405610657123863
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loss: 1.3291611912436885
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loss: 1.3235819545396255
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loss: 1.3118983115147387
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loss: 1.3041125269270328
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loss: 1.3203721968632824
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loss: 1.30395030364836
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loss: 1.3209706194638564
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loss: 1.3219593589839267
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loss: 1.3170453290733688
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loss: 1.3213150594433685
epoch: 547
loss: 1.3175882168535917
epoch: 548
loss: 1.317376263379408
epoch: 549
loss: 1.3027349308815928
IOU: [97.93, 82.83, 91.01, 53.62, 49.5, 60.39, 59.88, 72.98, 91.57, 59.55, 94.64, 76.41, 54.24, 93.0, 70.65, 81.56, 66.09, 56.03, 72.14]
mIOU: 72.84, mIOU_reduced: 72.86, accuracy: 95.35
epoch: 550
loss: 1.302237790228543
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loss: 1.3083968480642272
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loss: 1.3038799508883947
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loss: 1.310987443936803
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loss: 1.33702444034124
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loss: 1.31657054835574
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loss: 1.3286788907012528
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loss: 1.318171272701973
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loss: 1.3104748925108793
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loss: 1.314539209209041
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loss: 1.3190213968811653
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loss: 1.329280887973919
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loss: 1.3428611777863413
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loss: 1.3356063815782655
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loss: 1.320545910824984
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loss: 1.3216744227550743
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loss: 1.3024349016641992
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loss: 1.3450374105227283
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loss: 1.3155592101603506
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loss: 1.3072885833981867
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loss: 1.2983286232961155
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loss: 1.311407651862687
epoch: 572
loss: 1.300133591392291
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loss: 1.3055567728541289
epoch: 574
loss: 1.301739520782409
IOU: [97.49, 80.44, 90.92, 51.68, 54.1, 59.89, 61.41, 73.69, 91.37, 63.2, 94.49, 76.28, 54.34, 92.7, 69.81, 82.09, 72.3, 43.18, 69.05]
mIOU: 72.55, mIOU_reduced: 72.14, accuracy: 95.13
epoch: 575
loss: 1.3067163939103283
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loss: 1.3026030434752411
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loss: 1.3066836830098032
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loss: 1.2993370291357735
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loss: 1.2990085387808292
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loss: 1.3188665690769081
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loss: 1.3245120268626354
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loss: 1.3031106165477209
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loss: 1.3237262803589238
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loss: 1.3431415782784515
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loss: 1.318637690775478
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loss: 1.3119445679322728
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loss: 1.3073997841369753
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loss: 1.3120378503259622
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loss: 1.3045264810243387
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loss: 1.3043846647051789
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loss: 1.3315548752196074
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loss: 1.3234256730889373
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loss: 1.323176838156348
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loss: 1.3032267514586127
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loss: 1.3156480914498918
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loss: 1.319511100609669
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loss: 1.2923997293585394
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loss: 1.3049497948181277
epoch: 599
loss: 1.3165691451563668
IOU: [96.99, 77.14, 91.17, 49.38, 47.14, 58.53, 60.96, 71.74, 91.44, 55.35, 94.72, 77.59, 58.08, 92.96, 64.95, 75.83, 53.75, 48.64, 71.21]
mIOU: 70.4, mIOU_reduced: 71.44, accuracy: 94.86
epoch: 600
loss: 1.3102665207778026
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loss: 1.2998253810759182
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loss: 1.3142008877828757
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loss: 1.3078672760580428
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loss: 1.3082098340731103
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loss: 1.304711775317025
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loss: 1.3048307267482069
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loss: 1.3105347037636688
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loss: 1.2927559398897897
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loss: 1.3088887036650008
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loss: 1.3144421532468975
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loss: 1.3160482950287689
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loss: 1.316066795764265
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loss: 1.2951890769994483
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loss: 1.3087048845471076
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loss: 1.291872546197269
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loss: 1.3054801852233968
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loss: 1.2919602696143713
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loss: 1.305367743872568
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loss: 1.311110402374576
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loss: 1.3086451288824776
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loss: 1.317396086823908
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loss: 1.3032375564472374
epoch: 623
loss: 1.3038400855025833
epoch: 624
loss: 1.3282331189697965
IOU: [97.86, 81.69, 91.44, 58.5, 53.7, 60.24, 62.64, 73.39, 91.47, 53.5, 94.32, 76.93, 52.16, 93.58, 71.89, 77.42, 54.07, 49.21, 71.34]
mIOU: 71.86, mIOU_reduced: 72.62, accuracy: 95.33
epoch: 625
loss: 1.2930170564317318
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loss: 1.3340655202171552
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loss: 1.3101155532980866
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loss: 1.3017660372983413
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loss: 1.304827360451382
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loss: 1.3326926803331811
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loss: 1.3060855428484894
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loss: 1.2993554069668134
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loss: 1.3068794310896223
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loss: 1.3013770747377544
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loss: 1.3174043893814087
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loss: 1.2898126455008823
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loss: 1.289551338738187
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loss: 1.2882533004341743
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loss: 1.2957431418555123
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loss: 1.2863872674597563
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loss: 1.2940765812069257
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loss: 1.296738885162333
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loss: 1.2925013472449105
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loss: 1.2998282196065487
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loss: 1.2957385360712632
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loss: 1.3103730691411104
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loss: 1.2975811563090816
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loss: 1.3182254576618782
epoch: 649
loss: 1.317822525443414
IOU: [97.65, 81.51, 90.98, 52.02, 53.43, 57.66, 63.55, 73.54, 91.47, 58.63, 94.62, 76.71, 56.74, 91.82, 54.54, 78.25, 65.82, 50.36, 71.63]
mIOU: 71.63, mIOU_reduced: 72.65, accuracy: 95.15
epoch: 650
loss: 1.3113486442283158
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loss: 1.3075003575764577
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loss: 1.3121513680949044
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loss: 1.3055819973470066
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loss: 1.2959443902712304
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loss: 1.2968927535085344
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loss: 1.2884735702825685
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loss: 1.2858435619230861
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loss: 1.2951563310751697
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loss: 1.294969966148109
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loss: 1.2908054352449279
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loss: 1.2841922208626637
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loss: 1.2967561852899845
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loss: 1.2958248127502894
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loss: 1.2877393652486673
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loss: 1.288921165337781
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loss: 1.313854772768252
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loss: 1.3017676130459315
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loss: 1.2942876256701117
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loss: 1.2931003901515046
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loss: 1.290374763892346
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loss: 1.2907396069755452
epoch: 672
loss: 1.2879422543183812
epoch: 673
loss: 1.284510009051012
epoch: 674
loss: 1.2883948254778057
IOU: [93.95, 66.22, 88.38, 19.98, 52.38, 54.36, 56.46, 66.68, 90.23, 57.01, 94.07, 73.77, 48.78, 91.22, 59.58, 69.45, 53.23, 25.59, 67.32]
mIOU: 64.67, mIOU_reduced: 65.4, accuracy: 92.59
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loss: 1.317002416621
IOU: [97.74, 81.9, 90.57, 42.03, 57.96, 60.19, 63.25, 73.71, 91.19, 62.0, 94.46, 77.16, 55.09, 92.95, 69.35, 73.54, 67.74, 48.87, 72.19]
mIOU: 72.2, mIOU_reduced: 72.58, accuracy: 95.17
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loss: 1.2685781251388097
IOU: [97.91, 83.63, 91.67, 55.52, 56.3, 59.55, 63.91, 74.39, 91.99, 63.19, 94.77, 76.24, 55.24, 93.5, 73.95, 82.96, 70.07, 51.83, 72.8]
mIOU: 74.18, mIOU_reduced: 73.9, accuracy: 95.57
epoch: 725
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loss: 1.2718491785609818
IOU: [97.6, 80.95, 90.02, 43.3, 47.18, 57.11, 55.59, 73.41, 90.46, 58.4, 94.77, 75.87, 56.56, 92.69, 65.77, 78.57, 69.64, 50.76, 71.97]
mIOU: 71.08, mIOU_reduced: 71.04, accuracy: 94.86
epoch: 750
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loss: 1.2673736866915002
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loss: 1.268694534134672
IOU: [97.82, 83.04, 91.15, 44.8, 54.87, 59.91, 65.78, 75.74, 91.7, 61.46, 94.77, 76.61, 52.48, 93.44, 72.24, 82.65, 67.53, 56.73, 72.49]
mIOU: 73.43, mIOU_reduced: 73.3, accuracy: 95.37
epoch: 775
loss: 1.2661264720310097
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loss: 1.2520361200497157
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loss: 1.259986772048827
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loss: 1.3018977722389036
IOU: [96.9, 76.68, 90.66, 52.87, 51.1, 58.63, 59.27, 74.04, 89.09, 45.71, 94.81, 77.06, 54.27, 92.63, 57.29, 82.21, 73.85, 59.23, 71.9]
mIOU: 71.48, mIOU_reduced: 71.55, accuracy: 94.44
epoch: 800
loss: 1.2619743835572605
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loss: 1.25207611749757
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loss: 1.2506350262788428
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loss: 1.2502726130087098
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loss: 1.2494859680975223
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loss: 1.2514202777908818
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loss: 1.2480498700129055
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loss: 1.2509991907366524
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loss: 1.2687544565637798
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loss: 1.2680139319915977
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loss: 1.2571802158561356
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loss: 1.247509728223487
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loss: 1.2514352673147566
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loss: 1.251225064385612
IOU: [98.11, 84.0, 91.61, 51.39, 57.78, 61.26, 65.45, 74.45, 91.71, 59.63, 94.8, 78.95, 58.66, 94.26, 73.45, 82.05, 73.65, 59.88, 73.97]
mIOU: 75.0, mIOU_reduced: 74.74, accuracy: 95.66
epoch: 825
loss: 1.2533888617615816
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loss: 1.243543684321915
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loss: 1.267417115021266
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loss: 1.2607173624064403
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loss: 1.243121180572921
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loss: 1.248537416406719
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loss: 1.2467638064587534
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loss: 1.2631016298124411
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loss: 1.2588879037096172
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loss: 1.2720557358065705
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loss: 1.2603333725762174
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loss: 1.2479097447947993
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loss: 1.2449904384638744
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loss: 1.2423635915604563
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loss: 1.244220593547564
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loss: 1.2431013960080006
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loss: 1.23512729801579
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loss: 1.2362195054154512
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loss: 1.247215990428976
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loss: 1.2485848552775833
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loss: 1.2407835185367142
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loss: 1.243681648028186
IOU: [97.98, 83.65, 91.31, 51.49, 56.78, 60.93, 63.63, 75.88, 91.09, 58.79, 94.43, 77.03, 54.41, 93.6, 72.86, 76.51, 68.92, 53.13, 73.35]
mIOU: 73.46, mIOU_reduced: 73.59, accuracy: 95.41
epoch: 850
loss: 1.2402665852857728
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loss: 1.2366394823130893
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loss: 1.2406799896065437
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loss: 1.234869471457448
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loss: 1.237824057954341
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loss: 1.237179083965538
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loss: 1.235085885801084
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loss: 1.237543159418029
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loss: 1.2369647630141432
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loss: 1.2349130503250902
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loss: 1.2479494251009589
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loss: 1.240302825552434
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loss: 1.242319857013836
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loss: 1.2292558317878497
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loss: 1.2294787438410633
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loss: 1.2296297138913301
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loss: 1.2289931378917232
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loss: 1.2306534684893256
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loss: 1.2299785703982946
IOU: [98.23, 85.31, 92.12, 58.95, 60.51, 62.8, 66.99, 76.47, 91.97, 64.01, 94.78, 79.08, 57.19, 93.97, 74.37, 84.25, 72.35, 54.24, 73.41]
mIOU: 75.84, mIOU_reduced: 75.63, accuracy: 95.87
epoch: 875
loss: 1.2500948197436783
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loss: 1.2269613885815254
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loss: 1.23220361178776
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loss: 1.2266583275602192
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loss: 1.2372137369171308
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loss: 1.229137582598992
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loss: 1.2217898566446537
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loss: 1.220839851307419
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loss: 1.219997690212373
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loss: 1.2182908667065706
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loss: 1.2223167981741563
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loss: 1.2166621601485177
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loss: 1.219937023448173
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loss: 1.2215559559690985
IOU: [98.07, 84.53, 91.81, 52.72, 58.38, 63.4, 65.87, 75.92, 91.71, 61.22, 95.11, 79.14, 58.44, 94.28, 76.22, 82.44, 73.08, 59.69, 74.08]
mIOU: 75.59, mIOU_reduced: 75.27, accuracy: 95.73
epoch: 900
loss: 1.2140118980986088
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loss: 1.2177790197722032
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loss: 1.213339172926232
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loss: 1.2142722614691908
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loss: 1.2169942108768659
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loss: 1.2142539853355634
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loss: 1.217195640998388
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loss: 1.229606535878143
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loss: 1.2196477558413605
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loss: 1.2130783227576079
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loss: 1.2101349449864616
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loss: 1.2099562115425049
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loss: 1.2143720777208271
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loss: 1.2148241521213254
IOU: [98.23, 85.34, 91.61, 53.67, 55.67, 61.52, 67.89, 75.4, 91.99, 63.14, 94.85, 79.55, 60.94, 94.2, 71.36, 81.44, 72.85, 60.44, 74.46]
mIOU: 75.5, mIOU_reduced: 75.56, accuracy: 95.8
epoch: 925
loss: 1.2104998274312186
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loss: 1.2056779728102878
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loss: 1.2051390427142141
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loss: 1.2041175021636839
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loss: 1.2004510639812747
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loss: 1.1995434311200988
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loss: 1.2054987524076293
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loss: 1.200874846579251
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loss: 1.207094164710803
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loss: 1.1994569137732616
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loss: 1.2024359394597879
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loss: 1.2007462438547387
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loss: 1.1962501830810486
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loss: 1.1956742748095983
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loss: 1.2004095457313517
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loss: 1.1970337523283021
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loss: 1.1950428964635433
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loss: 1.1950971890652597
IOU: [98.19, 84.85, 91.64, 52.31, 56.86, 61.73, 66.99, 76.24, 91.94, 62.45, 95.04, 79.32, 58.91, 94.19, 76.58, 82.64, 72.87, 58.07, 74.33]
mIOU: 75.53, mIOU_reduced: 75.19, accuracy: 95.78
epoch: 950
loss: 1.193725179951146
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loss: 1.1930339394232654
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loss: 1.1839485713092464
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loss: 1.185429702711234
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loss: 1.1845780231881977
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loss: 1.1840677285451453
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loss: 1.1781256446298563
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loss: 1.1796862245248656
IOU: [98.21, 85.26, 92.22, 59.49, 58.56, 63.5, 67.74, 77.19, 92.08, 63.46, 95.15, 79.99, 59.82, 94.27, 76.68, 83.03, 74.85, 60.64, 74.5]
mIOU: 76.66, mIOU_reduced: 76.38, accuracy: 95.95
epoch: 975
loss: 1.1786833439233169
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loss: 1.1731348028080162
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loss: 1.1718015256275063
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loss: 1.1713114327818879
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loss: 1.1761993447725343
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loss: 1.1692785951647797
epoch: 990
loss: 1.1764978080425623
IOU: [98.23, 85.28, 92.11, 56.48, 57.51, 63.25, 67.88, 77.26, 92.02, 62.91, 95.06, 79.99, 60.26, 94.34, 74.83, 81.66, 72.38, 60.79, 74.85]
mIOU: 76.16, mIOU_reduced: 76.14, accuracy: 95.91
epoch: 991
loss: 1.171560839662012
IOU: [98.22, 85.29, 92.15, 58.24, 58.02, 63.48, 67.91, 77.03, 91.98, 62.81, 95.08, 80.13, 60.83, 94.37, 73.78, 80.76, 71.27, 61.0, 74.8]
mIOU: 76.16, mIOU_reduced: 76.33, accuracy: 95.91
epoch: 992
loss: 1.1697242472049683
IOU: [98.21, 85.14, 92.12, 57.32, 57.45, 63.51, 67.84, 76.97, 92.09, 63.24, 95.1, 79.9, 60.4, 94.36, 72.95, 80.48, 70.43, 60.4, 74.84]
mIOU: 75.93, mIOU_reduced: 76.18, accuracy: 95.91
epoch: 993
loss: 1.1716665256055538
IOU: [98.21, 85.18, 92.08, 56.59, 58.07, 63.36, 67.53, 77.0, 92.01, 63.11, 95.06, 80.04, 60.38, 94.35, 74.41, 81.47, 71.37, 61.14, 74.98]
mIOU: 76.12, mIOU_reduced: 76.19, accuracy: 95.9
epoch: 994
loss: 1.1764101010127208
IOU: [98.2, 85.2, 92.07, 55.61, 57.87, 63.42, 67.84, 77.08, 92.08, 63.29, 95.08, 80.16, 60.74, 94.38, 74.34, 81.69, 71.55, 61.19, 74.88]
mIOU: 76.14, mIOU_reduced: 76.19, accuracy: 95.9
epoch: 995
loss: 1.1712746054657064
IOU: [98.2, 85.13, 92.08, 57.05, 57.63, 63.6, 67.87, 77.16, 92.02, 63.09, 95.1, 80.14, 60.77, 94.39, 73.62, 81.56, 71.14, 60.95, 74.88]
mIOU: 76.12, mIOU_reduced: 76.25, accuracy: 95.9
epoch: 996
loss: 1.1680724127594673
IOU: [98.2, 85.08, 92.19, 58.81, 58.76, 63.43, 67.73, 77.05, 92.02, 62.87, 95.06, 79.99, 60.43, 94.34, 74.35, 81.55, 71.57, 60.89, 74.87]
mIOU: 76.27, mIOU_reduced: 76.36, accuracy: 95.92
epoch: 997
loss: 1.1608515679032976
IOU: [98.21, 85.13, 92.19, 58.17, 58.58, 63.45, 67.94, 77.19, 92.05, 62.72, 95.1, 80.02, 60.54, 94.36, 73.64, 81.44, 71.74, 61.12, 74.88]
mIOU: 76.23, mIOU_reduced: 76.35, accuracy: 95.92
epoch: 998
loss: 1.1777473437496915
IOU: [98.21, 85.17, 92.12, 57.84, 58.33, 63.48, 67.82, 77.21, 92.09, 63.43, 95.07, 80.03, 60.14, 94.34, 74.79, 81.95, 71.83, 60.75, 74.76]
mIOU: 76.28, mIOU_reduced: 76.3, accuracy: 95.92
epoch: 999
loss: 1.1677144155348087
IOU: [98.2, 85.13, 92.14, 57.97, 58.33, 63.44, 67.94, 77.22, 92.05, 63.41, 95.1, 80.02, 60.32, 94.35, 73.78, 81.12, 71.33, 60.92, 74.82]
mIOU: 76.19, mIOU_reduced: 76.33, accuracy: 95.92
Best mIOU: 76.66456383153012
Best global accuracy: 95.95063328742981
Training time 1 day, 20:20:39
mIOUs: [76.66456383153012]
global_accuracies: [95.95063328742981]
