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run: 1
epoch: 0
loss: 2.124876465437547
IOU: [80.19, 18.04, 38.81, 0.0, 0.0, 0.0, 0.0, 0.0, 44.65, 6.58, 63.97, 0.0, 0.0, 10.59, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 13.83, mIOU_reduced: 16.43, accuracy: 63.71
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loss: 1.6047465515265247
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loss: 1.6015689774664907
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epoch: 20
loss: 1.5881215716308017
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loss: 1.6039983532178113
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epoch: 23
loss: 1.5835920726513928
epoch: 24
loss: 1.5609767151007434
IOU: [95.78, 69.78, 85.05, 30.59, 34.1, 41.65, 28.23, 48.35, 86.85, 46.76, 90.44, 55.36, 10.38, 85.18, 20.54, 45.6, 26.87, 8.39, 54.71]
mIOU: 50.77, mIOU_reduced: 54.47, accuracy: 91.61
epoch: 25
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loss: 1.5161304316430722
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loss: 1.5235023241480083
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loss: 1.5308937354871848
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loss: 1.5123356513257296
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loss: 1.5152980217715157
epoch: 49
loss: 1.4904254083684834
IOU: [93.83, 53.95, 87.7, 37.46, 39.07, 49.55, 47.57, 62.16, 89.08, 47.66, 92.08, 68.81, 41.05, 89.03, 41.91, 46.71, 24.1, 13.31, 62.33]
mIOU: 57.23, mIOU_reduced: 60.92, accuracy: 91.98
epoch: 50
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loss: 1.4506697722201078
epoch: 74
loss: 1.4705503211831146
IOU: [95.96, 71.87, 85.94, 24.19, 41.48, 42.59, 42.19, 54.34, 88.11, 46.95, 90.14, 56.75, 15.44, 87.75, 47.25, 72.29, 47.02, 20.35, 60.34]
mIOU: 57.42, mIOU_reduced: 57.77, accuracy: 92.25
epoch: 75
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loss: 1.4822613100478592
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loss: 1.4407309579720715
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loss: 1.4372431888091917
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loss: 1.447850487945536
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loss: 1.4668555005862707
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loss: 1.4517153128780766
epoch: 99
loss: 1.4331411203605466
IOU: [96.87, 75.55, 89.1, 40.29, 46.19, 52.42, 52.62, 66.45, 89.88, 51.47, 93.78, 66.19, 45.12, 89.47, 16.02, 64.0, 55.23, 23.12, 56.64]
mIOU: 61.6, mIOU_reduced: 64.7, accuracy: 93.66
epoch: 100
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loss: 1.4501472888288471
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loss: 1.4551505695456122
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loss: 1.428796181781594
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loss: 1.4437216613491912
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loss: 1.422662333015483
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loss: 1.4346491091977553
epoch: 123
loss: 1.4256801476697074
epoch: 124
loss: 1.4263199918032334
IOU: [97.27, 77.81, 88.95, 30.68, 40.03, 50.99, 50.57, 62.35, 89.9, 58.95, 92.92, 72.38, 48.21, 90.96, 45.45, 72.37, 51.58, 18.47, 63.14]
mIOU: 63.32, mIOU_reduced: 64.6, accuracy: 93.91
epoch: 125
loss: 1.4576953546698845
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loss: 1.4326742064920719
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loss: 1.4400149262497688
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loss: 1.4135570304413048
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loss: 1.4170641963372654
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loss: 1.417781967037129
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loss: 1.4081770114178926
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loss: 1.4578860921037164
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loss: 1.4307321714905072
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loss: 1.4116663666105655
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loss: 1.3965450226457292
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loss: 1.4345295785893648
epoch: 149
loss: 1.4086124447156798
IOU: [97.24, 78.36, 89.84, 39.0, 47.79, 54.24, 54.61, 67.12, 90.0, 54.6, 93.86, 74.04, 49.72, 88.89, 0.07, 72.56, 56.13, 42.31, 67.75]
mIOU: 64.11, mIOU_reduced: 68.08, accuracy: 94.18
epoch: 150
loss: 1.4178243660219918
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loss: 1.4145393731459133
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loss: 1.4252951421506321
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loss: 1.4017624093515855
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loss: 1.4042679501993638
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loss: 1.4098221095745775
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loss: 1.3968859573580183
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loss: 1.3983082263617503
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loss: 1.4267991212500395
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loss: 1.4245944810363482
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loss: 1.4291900312804147
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loss: 1.4073851111764213
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loss: 1.4115119700161916
epoch: 172
loss: 1.3968886101663596
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loss: 1.4305333329660874
epoch: 174
loss: 1.412039921932786
IOU: [97.24, 78.85, 89.91, 47.43, 50.69, 55.46, 56.23, 65.61, 90.94, 54.18, 92.69, 74.59, 50.61, 91.95, 71.81, 42.14, 36.12, 45.87, 65.86]
mIOU: 66.22, mIOU_reduced: 69.26, accuracy: 94.42
epoch: 175
loss: 1.3989318657435497
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loss: 1.4234488293167074
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loss: 1.407421350479126
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loss: 1.4155751559933563
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loss: 1.3935354758465708
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loss: 1.3906712040425633
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loss: 1.401751742208743
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loss: 1.398072602292598
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loss: 1.3922172710901966
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loss: 1.4011152150495998
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loss: 1.4060944170964695
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loss: 1.4037305855686775
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loss: 1.3956657317128143
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loss: 1.3884214477719001
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loss: 1.398460574227202
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loss: 1.4016180745353597
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loss: 1.3947608615510225
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loss: 1.386392427261949
epoch: 199
loss: 1.4188617496798945
IOU: [96.52, 76.11, 90.07, 49.57, 52.3, 53.66, 58.03, 69.82, 90.92, 60.09, 94.06, 75.18, 56.03, 92.22, 69.86, 74.81, 45.58, 44.38, 69.14]
mIOU: 69.39, mIOU_reduced: 70.51, accuracy: 94.44
epoch: 200
loss: 1.4305490329259167
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loss: 1.397486604127601
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loss: 1.3917915271620223
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loss: 1.386510101932721
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loss: 1.3919995232733755
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loss: 1.390624502598436
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loss: 1.4043541513684625
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loss: 1.3831890416595172
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loss: 1.3737295814601558
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loss: 1.3811179103877025
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loss: 1.4039792101980861
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loss: 1.395366363448274
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loss: 1.397429386881805
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loss: 1.3885226233628882
epoch: 224
loss: 1.3701413628868657
IOU: [97.71, 81.32, 89.94, 49.68, 46.97, 56.59, 59.49, 70.53, 91.22, 60.27, 94.14, 76.34, 56.06, 93.01, 72.67, 77.54, 69.67, 42.3, 69.56]
mIOU: 71.32, mIOU_reduced: 70.95, accuracy: 94.99
epoch: 225
loss: 1.3890287320247559
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loss: 1.387816542563734
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loss: 1.3898234714394953
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loss: 1.3890592939448807
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loss: 1.3832589037656142
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loss: 1.3924620900192672
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loss: 1.3961938520004806
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loss: 1.3801784001270716
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loss: 1.3976019402398574
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loss: 1.3971319458876659
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loss: 1.3733264050393734
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loss: 1.3721850305554681
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loss: 1.3873873120048297
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loss: 1.4054100468473614
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loss: 1.3766318835980809
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loss: 1.3855999100883052
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loss: 1.3835422150850938
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loss: 1.3849478950397667
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loss: 1.380449245882163
epoch: 247
loss: 1.3925240284027758
epoch: 248
loss: 1.3794222774531322
epoch: 249
loss: 1.3965957704580054
IOU: [96.91, 76.0, 90.1, 42.81, 48.1, 55.25, 56.73, 69.48, 90.37, 55.56, 93.43, 73.32, 51.23, 92.01, 55.59, 66.4, 50.93, 42.55, 65.36]
mIOU: 66.95, mIOU_reduced: 68.7, accuracy: 94.31
epoch: 250
loss: 1.410162674770201
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loss: 1.3907982149535434
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loss: 1.3849952882833558
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loss: 1.3617717268653315
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loss: 1.3687916900912385
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loss: 1.3693509792703182
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loss: 1.3860822430839437
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loss: 1.4055912761354061
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loss: 1.4033624669612257
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loss: 1.3678945788154704
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loss: 1.3761424439936636
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loss: 1.3830883927101074
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loss: 1.3944912830774354
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loss: 1.3711898664258562
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loss: 1.382366109729777
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loss: 1.374912692208817
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loss: 1.3697754086831189
epoch: 274
loss: 1.3858085244171061
IOU: [97.05, 77.09, 89.73, 46.37, 49.45, 53.04, 52.74, 67.47, 89.15, 50.76, 92.93, 73.86, 52.18, 92.28, 59.59, 72.04, 63.66, 39.03, 68.55]
mIOU: 67.74, mIOU_reduced: 68.23, accuracy: 94.19
epoch: 275
loss: 1.4070358976842259
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loss: 1.3799996790538902
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loss: 1.3676530836084781
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loss: 1.3646705102406422
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loss: 1.3999209882756771
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loss: 1.390743522470531
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loss: 1.3832084094739026
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loss: 1.3837711206986254
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loss: 1.3710822586743336
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loss: 1.3849466704936684
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loss: 1.397759067080413
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loss: 1.3827680667455626
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loss: 1.3686159373614988
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loss: 1.3674303344639165
epoch: 299
loss: 1.3643410398632367
IOU: [97.37, 80.1, 90.67, 52.52, 52.53, 54.87, 60.21, 69.5, 91.25, 61.01, 94.39, 73.67, 55.49, 93.25, 69.58, 72.35, 45.11, 41.88, 68.5]
mIOU: 69.7, mIOU_reduced: 71.08, accuracy: 94.93
epoch: 300
loss: 1.3675544840306284
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loss: 1.3613006278189688
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loss: 1.3786588460608633
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loss: 1.3744902016338956
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loss: 1.3663643662820286
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loss: 1.3623978230509797
epoch: 324
loss: 1.355846426557659
IOU: [97.16, 76.99, 88.89, 43.65, 43.13, 51.71, 55.61, 67.31, 90.38, 52.9, 93.82, 73.94, 53.28, 91.79, 38.74, 73.68, 66.93, 43.8, 65.69]
mIOU: 66.81, mIOU_reduced: 68.13, accuracy: 94.09
epoch: 325
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loss: 1.35662506693457
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loss: 1.38065829881118
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loss: 1.3534863798444805
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loss: 1.3527041239879845
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loss: 1.350726540197902
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loss: 1.3997558732881057
epoch: 349
loss: 1.369360396161555
IOU: [96.91, 77.49, 90.24, 33.1, 49.22, 55.86, 55.25, 68.79, 90.89, 60.7, 94.42, 76.17, 55.66, 92.89, 67.29, 76.17, 60.17, 47.43, 70.05]
mIOU: 69.4, mIOU_reduced: 69.69, accuracy: 94.57
epoch: 350
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loss: 1.362742923983345
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loss: 1.3393896365101448
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loss: 1.3509133058095557
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loss: 1.36605530190018
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loss: 1.3398276956254902
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loss: 1.3504163158550417
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loss: 1.34970011768958
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loss: 1.3769282613481795
epoch: 374
loss: 1.3592601834603075
IOU: [97.24, 78.6, 88.92, 45.86, 48.36, 52.54, 54.21, 69.96, 90.09, 60.3, 93.29, 72.72, 50.43, 89.44, 56.99, 56.17, 3.31, 32.66, 67.34]
mIOU: 63.6, mIOU_reduced: 68.25, accuracy: 94.12
epoch: 375
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loss: 1.3502700515191832
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loss: 1.368933936013687
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loss: 1.357271196064602
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loss: 1.351581930792878
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loss: 1.3508208511331974
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loss: 1.3504260312514806
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loss: 1.3927446642333285
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loss: 1.3523036071232386
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loss: 1.3669308076971625
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loss: 1.344040776520084
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loss: 1.363120731317772
epoch: 399
loss: 1.3742852709042737
IOU: [97.33, 78.99, 90.57, 48.87, 51.74, 57.83, 60.73, 69.61, 90.93, 58.88, 94.03, 76.08, 56.51, 92.67, 64.27, 75.99, 52.89, 30.07, 62.96]
mIOU: 69.0, mIOU_reduced: 69.86, accuracy: 94.73
epoch: 400
loss: 1.3488227668798194
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loss: 1.334000767723248
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loss: 1.340771847979399
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loss: 1.3592316803906483
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loss: 1.3630369435744787
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loss: 1.3456994725687486
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loss: 1.3483890519951873
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loss: 1.3621740961331885
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loss: 1.3485616323440224
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loss: 1.328471244827435
IOU: [97.3, 79.04, 89.88, 42.63, 53.93, 56.74, 56.27, 71.62, 90.44, 58.79, 94.05, 74.13, 46.28, 91.88, 59.91, 82.13, 69.54, 47.92, 69.91]
mIOU: 70.13, mIOU_reduced: 70.05, accuracy: 94.66
epoch: 425
loss: 1.3307737195588187
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loss: 1.33115947664266
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loss: 1.324581441532248
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loss: 1.3231117606484344
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loss: 1.3213825290093846
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loss: 1.3322526110471742
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loss: 1.344667528196165
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loss: 1.3419971041923584
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loss: 1.340618600421196
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loss: 1.3307741591229914
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loss: 1.333985018922955
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loss: 1.3337403310919709
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loss: 1.3562941165625888
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loss: 1.373495073973972
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loss: 1.3481041826006537
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loss: 1.3427025240386592
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loss: 1.3400711203521152
epoch: 449
loss: 1.3699785175349193
IOU: [97.57, 79.86, 90.85, 38.73, 51.95, 58.08, 58.68, 72.69, 91.41, 57.02, 94.32, 76.06, 51.35, 92.31, 58.94, 77.92, 55.21, 52.7, 70.43]
mIOU: 69.79, mIOU_reduced: 70.88, accuracy: 94.94
epoch: 450
loss: 1.359245227674911
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loss: 1.3499413821896453
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loss: 1.3442073800171803
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loss: 1.3264827982113367
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loss: 1.3501110462486905
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loss: 1.3466402231201007
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loss: 1.3351326936660108
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loss: 1.336160385062431
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loss: 1.3342969825646949
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loss: 1.3436992062391298
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loss: 1.3253490118324918
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loss: 1.358843908798341
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loss: 1.399146350567553
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loss: 1.354407938021534
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loss: 1.3297498605322002
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loss: 1.3383266074316842
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loss: 1.3266438428925054
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loss: 1.3202517447124595
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loss: 1.3344394975916716
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loss: 1.3229578148643926
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loss: 1.3143014991379813
epoch: 474
loss: 1.330533307838954
IOU: [97.35, 79.4, 89.54, 39.26, 52.77, 54.78, 57.62, 70.38, 90.91, 58.33, 93.88, 75.25, 55.74, 91.25, 31.26, 68.94, 65.79, 38.67, 65.85]
mIOU: 67.21, mIOU_reduced: 69.44, accuracy: 94.48
epoch: 475
loss: 1.3299995477630122
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loss: 1.3740639461661286
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loss: 1.361665576937385
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loss: 1.3298312460958475
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loss: 1.3314472195915776
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loss: 1.352679312389816
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loss: 1.3356242841787416
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loss: 1.3357704434433395
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loss: 1.329558644654616
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loss: 1.3119663511003767
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loss: 1.3313774738029007
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loss: 1.3213948297372082
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loss: 1.3221086752061253
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loss: 1.3364651617656822
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loss: 1.3324716084729629
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loss: 1.3281877461790716
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loss: 1.3177174445432474
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loss: 1.355207861594434
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loss: 1.3324710802247903
epoch: 499
loss: 1.3431295869806705
IOU: [97.37, 81.13, 91.23, 55.33, 52.95, 59.1, 62.28, 71.24, 91.6, 62.99, 93.76, 74.98, 56.63, 92.05, 57.65, 60.06, 66.31, 41.95, 69.1]
mIOU: 70.41, mIOU_reduced: 72.11, accuracy: 95.02
epoch: 500
loss: 1.3373837538485258
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loss: 1.32756263965545
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loss: 1.3205305578895015
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loss: 1.3172781367828903
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loss: 1.3467369265954772
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loss: 1.333733165681844
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loss: 1.3354446643767652
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loss: 1.333864209786901
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loss: 1.3405953234418062
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loss: 1.331637248838687
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loss: 1.3205640123218219
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loss: 1.310986577339892
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loss: 1.3250299598971467
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loss: 1.3285009687480258
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loss: 1.3163245151627738
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loss: 1.3257723680403677
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loss: 1.3285186730947778
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loss: 1.3499141873696423
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loss: 1.3509009713432538
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loss: 1.330572974971041
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loss: 1.3219537426519266
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loss: 1.3086315162098312
epoch: 524
loss: 1.3098135515043356
IOU: [97.76, 82.45, 91.37, 54.44, 55.87, 58.52, 64.02, 72.44, 91.82, 64.07, 94.52, 77.77, 57.08, 93.77, 69.91, 82.89, 74.2, 56.12, 71.98]
mIOU: 74.26, mIOU_reduced: 74.0, accuracy: 95.46
epoch: 525
loss: 1.342706982016242
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loss: 1.3179896025644802
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loss: 1.331981341793852
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loss: 1.3220948626731606
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loss: 1.3168160401264613
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loss: 1.327399652923214
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loss: 1.3550168346523275
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loss: 1.3832606311756968
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loss: 1.3526529976621149
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loss: 1.3218666173698446
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loss: 1.3226650249604588
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loss: 1.3448255232402258
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loss: 1.331664772689182
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loss: 1.323301035117589
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loss: 1.3259003634722728
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loss: 1.3292062301841385
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loss: 1.3177538906146253
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loss: 1.3084206060579202
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loss: 1.319485593677531
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loss: 1.3123651232038225
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loss: 1.3214430092479983
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loss: 1.3095363123076302
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loss: 1.3163122083298922
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loss: 1.3240936403325947
epoch: 549
loss: 1.3043298297172607
IOU: [97.82, 82.01, 91.27, 53.31, 55.81, 60.29, 62.27, 73.04, 91.77, 60.04, 94.49, 77.5, 56.35, 93.16, 72.89, 79.96, 65.53, 52.16, 71.41]
mIOU: 73.22, mIOU_reduced: 73.29, accuracy: 95.39
epoch: 550
loss: 1.3026216367505632
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loss: 1.3106732227088949
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loss: 1.3012216271094557
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loss: 1.3117344103090847
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loss: 1.3152265972846924
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loss: 1.3292631572790223
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loss: 1.3124464515727163
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loss: 1.3159586878799685
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loss: 1.3113501820602829
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loss: 1.3367177068062548
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loss: 1.3431610187108947
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loss: 1.3124418968781628
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loss: 1.325276048999591
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loss: 1.3220788121544769
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loss: 1.3235076852243224
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loss: 1.3190738152300894
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loss: 1.3030263310815446
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loss: 1.343542330348588
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loss: 1.3149911952468585
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loss: 1.3243077276851931
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loss: 1.3084115644670882
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loss: 1.3078079422850493
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loss: 1.3014258014545286
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loss: 1.3071937069417332
epoch: 574
loss: 1.3040679914932045
IOU: [97.19, 79.35, 90.55, 43.93, 53.05, 59.83, 62.15, 73.36, 91.29, 61.04, 94.02, 75.77, 52.22, 91.96, 64.35, 75.44, 72.37, 51.62, 71.72]
mIOU: 71.64, mIOU_reduced: 71.82, accuracy: 94.88
epoch: 575
loss: 1.312652060927728
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loss: 1.3056863170428417
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loss: 1.3018168956442984
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loss: 1.3074394467705985
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loss: 1.3075439046335349
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loss: 1.329818091302548
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loss: 1.3226015744504902
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loss: 1.3068611522247848
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loss: 1.3171651986731352
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loss: 1.3203874456914608
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loss: 1.3213566095038565
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loss: 1.3246208606061909
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loss: 1.3166447942147679
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loss: 1.325824966327842
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loss: 1.3167651647506056
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loss: 1.313999620409346
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loss: 1.3078138632273095
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loss: 1.3028639040867274
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loss: 1.3055111179454628
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loss: 1.3014383402796126
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loss: 1.311728680872853
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loss: 1.3051291251118293
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loss: 1.3035511787368281
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loss: 1.3219997539031858
epoch: 599
loss: 1.310679923813298
IOU: [96.49, 75.05, 90.69, 49.58, 49.54, 57.43, 61.18, 68.15, 91.04, 58.73, 93.87, 77.6, 57.96, 92.96, 71.36, 78.89, 64.04, 54.14, 71.3]
mIOU: 71.58, mIOU_reduced: 71.61, accuracy: 94.61
epoch: 600
loss: 1.3071960416444228
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loss: 1.3118381648050808
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loss: 1.3131174507809455
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loss: 1.3102612617523521
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loss: 1.3136797828494378
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loss: 1.3178800071346148
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loss: 1.3015451829709774
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loss: 1.3104667033789292
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loss: 1.2994594991689101
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loss: 1.3226289996561014
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loss: 1.3060588454300504
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loss: 1.3139918473852934
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loss: 1.2957074401192266
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loss: 1.311392434202436
IOU: [97.85, 82.44, 91.57, 51.75, 56.67, 59.79, 63.93, 72.95, 91.12, 54.71, 94.54, 77.59, 54.81, 93.58, 69.66, 77.22, 66.42, 59.94, 71.75]
mIOU: 73.07, mIOU_reduced: 73.44, accuracy: 95.32
epoch: 625
loss: 1.3031645128026483
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loss: 1.302752450148693
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loss: 1.2938286467703848
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loss: 1.3233110535176937
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loss: 1.3222210940646355
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loss: 1.293027192113213
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loss: 1.302525662990272
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loss: 1.2983134805031542
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loss: 1.312697818015785
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loss: 1.2875687137768275
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loss: 1.2853757714968164
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loss: 1.3030146643157918
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loss: 1.2957837578421334
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loss: 1.2871854064278203
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loss: 1.2890213239546413
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loss: 1.296455622040679
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loss: 1.3046286192865706
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loss: 1.297567068405871
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loss: 1.2963803171147554
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loss: 1.2950460181403354
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loss: 1.2941260636656111
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loss: 1.2892592040033675
IOU: [97.74, 81.94, 91.41, 50.94, 56.42, 58.44, 64.53, 74.21, 91.83, 60.72, 94.48, 78.48, 60.24, 93.37, 74.54, 83.12, 71.22, 58.43, 71.95]
mIOU: 74.42, mIOU_reduced: 74.07, accuracy: 95.44
epoch: 650
loss: 1.3067235863112374
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loss: 1.302023152456772
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loss: 1.3345609215713254
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loss: 1.2899277145971828
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loss: 1.2885678836277552
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loss: 1.3146870055931277
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loss: 1.3003923966878186
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loss: 1.2957683178292452
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loss: 1.2833063451427655
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loss: 1.2803062454388148
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loss: 1.2807305219038478
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loss: 1.284479890229567
IOU: [97.76, 81.94, 90.78, 53.63, 55.61, 56.57, 62.55, 72.46, 90.78, 60.29, 94.68, 76.02, 55.98, 92.43, 61.55, 76.01, 71.42, 49.03, 71.44]
mIOU: 72.15, mIOU_reduced: 72.62, accuracy: 95.11
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loss: 1.3081217811435382
IOU: [97.89, 83.13, 90.81, 48.97, 55.15, 58.82, 61.46, 70.31, 91.05, 61.6, 94.53, 77.25, 57.8, 93.58, 71.16, 78.88, 54.49, 49.11, 72.41]
mIOU: 72.02, mIOU_reduced: 72.74, accuracy: 95.26
epoch: 700
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loss: 1.2622370440362278
IOU: [98.08, 84.0, 91.7, 54.14, 56.43, 61.82, 66.48, 75.84, 91.87, 61.2, 94.71, 78.19, 60.0, 93.95, 72.73, 82.02, 76.72, 53.25, 72.46]
mIOU: 75.03, mIOU_reduced: 74.63, accuracy: 95.66
epoch: 725
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loss: 1.2693727977192306
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loss: 1.2685747323331806
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loss: 1.2705112972028172
IOU: [97.96, 83.16, 91.07, 55.43, 54.32, 60.54, 65.12, 75.14, 91.28, 61.07, 94.78, 77.8, 59.83, 93.98, 69.21, 81.16, 70.15, 59.24, 72.11]
mIOU: 74.39, mIOU_reduced: 74.55, accuracy: 95.42
epoch: 750
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loss: 1.2630056946104107
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loss: 1.2627459086497839
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loss: 1.2715697073229562
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loss: 1.2653246836842231
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loss: 1.2705473883775367
IOU: [97.86, 82.84, 91.51, 48.4, 57.37, 58.68, 62.65, 75.78, 91.96, 62.97, 94.7, 77.94, 56.62, 94.03, 74.42, 83.99, 77.46, 56.87, 72.08]
mIOU: 74.64, mIOU_reduced: 73.89, accuracy: 95.52
epoch: 775
loss: 1.2747086717112046
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loss: 1.2561220656829382
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loss: 1.2664467187904604
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loss: 1.2629177596048524
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loss: 1.263631395573886
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loss: 1.2732602762726117
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loss: 1.2578245825523315
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loss: 1.2559467261692263
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loss: 1.2600224474369677
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loss: 1.281356700347119
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loss: 1.2943431273946222
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loss: 1.2616793424935353
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loss: 1.2566973189459336
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loss: 1.259750387417981
IOU: [97.78, 82.58, 91.5, 50.35, 53.06, 60.69, 62.42, 73.67, 90.39, 51.25, 94.76, 78.89, 58.42, 94.04, 72.08, 82.88, 75.13, 59.39, 72.56]
mIOU: 73.78, mIOU_reduced: 73.23, accuracy: 95.21
epoch: 800
loss: 1.2547610522601804
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loss: 1.2466298341751099
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loss: 1.2544027467300949
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loss: 1.2485499883276432
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loss: 1.2485306137655623
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loss: 1.27381725613319
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loss: 1.2608070341403272
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loss: 1.2596269441100787
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loss: 1.255783753896338
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loss: 1.249510070384352
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loss: 1.2497695443443853
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loss: 1.2459000824596682
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loss: 1.2467314782489662
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loss: 1.2501560182905582
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loss: 1.2499797983632255
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loss: 1.2507252604813588
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loss: 1.248358810365682
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loss: 1.2457055383615416
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loss: 1.2468011135039625
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loss: 1.2496069814316988
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loss: 1.2511263876912408
epoch: 824
loss: 1.250200434836416
IOU: [97.99, 83.05, 91.15, 34.81, 54.11, 60.88, 65.91, 73.98, 91.03, 56.9, 94.64, 78.94, 58.87, 93.85, 70.52, 82.65, 71.57, 60.03, 72.52]
mIOU: 73.34, mIOU_reduced: 73.04, accuracy: 95.34
epoch: 825
loss: 1.2770272959274744
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loss: 1.2687590935159565
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loss: 1.2834833551931253
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loss: 1.2663490177807462
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loss: 1.2648237978994363
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loss: 1.247374072229123
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loss: 1.2486664493771575
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loss: 1.246995409222626
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loss: 1.2450640905256862
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loss: 1.261824802568338
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loss: 1.2439870882548412
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loss: 1.2529881810242276
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loss: 1.2709381917737566
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loss: 1.2507629947199654
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loss: 1.244377953986916
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loss: 1.2488882940091854
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loss: 1.2510692886907777
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loss: 1.2527275111154725
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loss: 1.244630177708649
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loss: 1.2383966037847924
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loss: 1.2390669961823928
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loss: 1.247527444459036
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loss: 1.2419587267698304
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loss: 1.2385247765846972
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loss: 1.2404794715485483
IOU: [97.72, 82.69, 91.58, 53.55, 56.1, 60.39, 64.61, 74.86, 91.85, 63.15, 94.29, 79.57, 62.08, 93.63, 77.65, 83.53, 77.49, 60.26, 73.55]
mIOU: 75.71, mIOU_reduced: 74.99, accuracy: 95.55
epoch: 850
loss: 1.2390565464117456
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loss: 1.235887630287849
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loss: 1.23653992713301
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loss: 1.2344805426353394
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loss: 1.237295262897111
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loss: 1.2428271812248743
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loss: 1.239252809244346
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loss: 1.2400989294694762
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loss: 1.2389249374281686
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loss: 1.2320695140291096
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loss: 1.236513498337121
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loss: 1.2355023662677673
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loss: 1.2452368729840713
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loss: 1.2362553202559685
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loss: 1.235003428639106
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loss: 1.236023991898385
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loss: 1.234238678554319
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loss: 1.2469521532804175
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loss: 1.2498680010960108
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loss: 1.2375394748548934
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loss: 1.231624447753166
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loss: 1.230111687009868
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loss: 1.227387846319502
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loss: 1.2257871653513124
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loss: 1.2285600341555243
IOU: [98.2, 85.04, 91.93, 58.65, 55.41, 62.69, 67.26, 75.89, 92.13, 62.26, 94.89, 80.04, 61.57, 94.06, 74.36, 84.34, 72.34, 62.91, 74.43]
mIOU: 76.23, mIOU_reduced: 76.09, accuracy: 95.85
epoch: 875
loss: 1.2296974893528818
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loss: 1.2274348822565413
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loss: 1.2248940528885053
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loss: 1.2229234038016223
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loss: 1.2246493203942024
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loss: 1.2285755026051297
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loss: 1.2188499131292667
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loss: 1.2207277132815748
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loss: 1.23182352051902
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loss: 1.217670630412603
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loss: 1.217579066914047
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loss: 1.2244954449789864
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loss: 1.2244733938309702
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loss: 1.2217812676314075
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loss: 1.2245887490616976
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loss: 1.2271881463392726
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loss: 1.2381107158095368
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loss: 1.223651831201466
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loss: 1.2185736515451313
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loss: 1.2183388857186002
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loss: 1.22008581945517
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loss: 1.2124136808426231
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loss: 1.2241264175211966
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loss: 1.2204650844525133
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loss: 1.2214007065945238
IOU: [98.05, 84.02, 92.26, 60.25, 56.09, 62.14, 67.53, 76.65, 91.81, 60.49, 94.93, 79.32, 58.11, 94.34, 69.89, 85.74, 72.98, 61.27, 74.0]
mIOU: 75.78, mIOU_reduced: 75.71, accuracy: 95.79
epoch: 900
loss: 1.2124033125263018
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loss: 1.2120518501235469
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loss: 1.2147388474317895
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loss: 1.210612751081626
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loss: 1.213895593692029
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loss: 1.2103807877980153
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loss: 1.2119073850125315
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loss: 1.219266837819246
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loss: 1.2326085622098568
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loss: 1.2129124978160601
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loss: 1.2327070734250256
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loss: 1.2177750987184015
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loss: 1.2176852939585148
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loss: 1.2136235966515347
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loss: 1.2117125473896448
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loss: 1.225020355773422
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loss: 1.220966718588878
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loss: 1.2150966719475718
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loss: 1.211730044807064
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loss: 1.2078561506502712
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loss: 1.2048368699788405
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loss: 1.2054552707389359
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loss: 1.2047433382417314
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loss: 1.2099814384452738
epoch: 924
loss: 1.2160234451293945
IOU: [98.05, 83.9, 91.52, 56.79, 56.68, 61.72, 65.7, 75.95, 91.9, 62.06, 94.79, 78.91, 61.11, 93.16, 51.13, 79.67, 76.41, 61.06, 74.06]
mIOU: 74.45, mIOU_reduced: 75.46, accuracy: 95.62
epoch: 925
loss: 1.2122436557818617
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loss: 1.201113736372431
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loss: 1.2035086518028033
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loss: 1.2044867209668428
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loss: 1.1987277592288836
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loss: 1.1980104375720988
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loss: 1.201687509480191
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loss: 1.2011179792270505
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loss: 1.203775033957232
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loss: 1.202835198682595
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loss: 1.195064432858778
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loss: 1.2010980566556884
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loss: 1.2017166929424934
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loss: 1.1969315191163528
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loss: 1.202786493494183
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loss: 1.2058843891575652
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loss: 1.197352134635185
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loss: 1.198093449330394
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loss: 1.1960061321040047
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loss: 1.1980112056847851
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loss: 1.1971634812753478
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loss: 1.1948932194002877
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loss: 1.1944401156548863
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loss: 1.1909926879116788
epoch: 949
loss: 1.1959731781257774
IOU: [98.2, 85.02, 92.03, 58.51, 57.49, 62.62, 67.93, 76.52, 92.16, 62.3, 95.01, 79.68, 58.85, 94.38, 74.23, 84.6, 77.16, 63.55, 74.39]
mIOU: 76.56, mIOU_reduced: 76.16, accuracy: 95.91
epoch: 950
loss: 1.1938426340365345
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loss: 1.1916343344832367
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loss: 1.1977741040309484
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loss: 1.1848369464077397
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loss: 1.1884344244260352
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loss: 1.1930898060053186
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loss: 1.1881427445180333
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loss: 1.1863686031087068
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loss: 1.1927717928937824
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loss: 1.19276772531859
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loss: 1.180762284528213
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loss: 1.189488862402677
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loss: 1.184480290689237
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loss: 1.1836020021104428
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loss: 1.1842732977353017
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loss: 1.1852302548056344
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loss: 1.1797362861607594
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loss: 1.1792828660769603
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loss: 1.1817580506486713
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loss: 1.1765376753562866
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loss: 1.1782492453839901
IOU: [98.16, 84.82, 92.17, 57.8, 57.85, 63.4, 67.91, 77.02, 92.13, 62.4, 95.04, 80.09, 60.29, 94.31, 74.08, 84.12, 75.51, 62.94, 74.55]
mIOU: 76.56, mIOU_reduced: 76.31, accuracy: 95.91
epoch: 975
loss: 1.1766956426062674
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loss: 1.17679366814801
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loss: 1.1727288730060959
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loss: 1.1699310393346287
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loss: 1.1739914137719456
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loss: 1.166881266308602
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loss: 1.1739062716697426
IOU: [98.23, 85.19, 92.21, 58.26, 58.91, 63.19, 68.28, 77.48, 92.15, 62.41, 95.04, 80.3, 61.18, 94.47, 76.47, 85.64, 75.34, 63.69, 75.02]
mIOU: 77.02, mIOU_reduced: 76.63, accuracy: 95.97
epoch: 991
loss: 1.168847671737568
IOU: [98.22, 85.31, 92.2, 57.59, 58.85, 63.75, 68.6, 77.24, 92.13, 62.48, 95.07, 80.4, 61.98, 94.46, 76.64, 85.84, 75.56, 63.33, 74.96]
mIOU: 77.08, mIOU_reduced: 76.66, accuracy: 95.97
epoch: 992
loss: 1.1693517951309842
IOU: [98.18, 84.98, 92.24, 57.39, 58.2, 63.86, 68.62, 77.06, 92.16, 62.28, 95.1, 80.33, 61.49, 94.42, 75.97, 85.37, 74.74, 63.67, 74.93]
mIOU: 76.89, mIOU_reduced: 76.56, accuracy: 95.95
epoch: 993
loss: 1.170099580384329
IOU: [98.16, 84.84, 92.26, 57.66, 58.79, 63.56, 68.37, 76.98, 92.18, 61.98, 95.06, 80.46, 61.78, 94.43, 76.14, 85.42, 75.66, 63.71, 75.01]
mIOU: 76.97, mIOU_reduced: 76.58, accuracy: 95.95
epoch: 994
loss: 1.174205693594529
IOU: [98.17, 84.91, 92.27, 57.82, 58.81, 63.66, 68.55, 77.4, 92.21, 62.36, 95.05, 80.45, 61.54, 94.48, 75.98, 85.55, 75.61, 63.48, 74.99]
mIOU: 77.01, mIOU_reduced: 76.63, accuracy: 95.96
epoch: 995
loss: 1.1699427615278815
IOU: [98.19, 85.02, 92.3, 58.24, 58.63, 63.8, 68.58, 77.35, 92.22, 62.44, 95.06, 80.44, 61.42, 94.47, 76.36, 85.6, 74.96, 63.85, 74.98]
mIOU: 77.05, mIOU_reduced: 76.69, accuracy: 95.98
epoch: 996
loss: 1.1679806021667234
IOU: [98.2, 85.04, 92.27, 57.94, 59.0, 63.61, 68.49, 77.37, 92.17, 62.46, 95.06, 80.42, 60.95, 94.44, 75.97, 85.08, 75.24, 63.56, 75.09]
mIOU: 76.97, mIOU_reduced: 76.63, accuracy: 95.97
epoch: 997
loss: 1.158719132531364
IOU: [98.19, 85.0, 92.27, 58.01, 58.69, 63.73, 68.6, 77.51, 92.2, 62.38, 95.08, 80.39, 61.41, 94.46, 75.97, 85.55, 74.42, 63.6, 75.07]
mIOU: 76.97, mIOU_reduced: 76.66, accuracy: 95.96
epoch: 998
loss: 1.1755330930501624
IOU: [98.18, 84.91, 92.25, 57.37, 58.53, 63.82, 68.66, 77.57, 92.23, 62.26, 95.07, 80.52, 61.62, 94.42, 76.13, 85.52, 74.39, 63.99, 75.0]
mIOU: 76.97, mIOU_reduced: 76.65, accuracy: 95.96
epoch: 999
loss: 1.1672624100572015
IOU: [98.19, 84.94, 92.26, 57.93, 58.72, 63.78, 68.56, 77.42, 92.18, 62.3, 95.07, 80.43, 61.59, 94.46, 75.76, 85.59, 74.97, 63.54, 75.11]
mIOU: 76.99, mIOU_reduced: 76.66, accuracy: 95.97
Best mIOU: 77.0841074491802
Best global accuracy: 95.97856998443604
Training time 1 day, 13:19:50
mIOUs: [77.0841074491802]
global_accuracies: [95.97856998443604]
