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run: 1
epoch: 0
loss: 1.4440924775215886
IOU: [84.89, 10.95, 60.34, 0.0, 0.01, 0.02, 0.0, 0.0, 65.82, 16.18, 70.35, 0.0, 0.0, 39.81, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 18.34, mIOU_reduced: 21.77, accuracy: 76.27
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epoch: 23
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epoch: 24
loss: 1.077226661729373
IOU: [94.36, 65.34, 84.88, 34.27, 36.44, 43.68, 27.34, 48.63, 87.87, 47.13, 92.15, 60.35, 19.43, 84.77, 30.38, 38.04, 28.14, 4.02, 53.45]
mIOU: 51.61, mIOU_reduced: 55.26, accuracy: 91.02
epoch: 25
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loss: 1.021288353726611
IOU: [96.72, 76.23, 88.13, 40.66, 50.3, 50.69, 47.19, 63.96, 89.2, 54.43, 92.75, 67.0, 48.2, 83.73, 35.28, 23.51, 28.15, 29.38, 62.7]
mIOU: 59.38, mIOU_reduced: 65.08, accuracy: 93.29
epoch: 50
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loss: 0.9844411757135172
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loss: 0.9812432824191959
IOU: [97.41, 78.72, 90.04, 45.13, 59.13, 54.8, 54.93, 68.38, 90.56, 60.28, 93.46, 71.23, 49.61, 91.75, 72.95, 82.76, 73.62, 24.64, 66.54]
mIOU: 69.79, mIOU_reduced: 68.54, accuracy: 94.71
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loss: 0.968381919893801
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loss: 0.9787385260454521
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loss: 0.9751112406154931
IOU: [97.67, 82.01, 90.47, 53.83, 59.29, 55.91, 59.2, 70.77, 91.65, 65.68, 94.33, 76.97, 58.87, 93.2, 67.8, 86.24, 81.08, 41.72, 70.38]
mIOU: 73.53, mIOU_reduced: 72.62, accuracy: 95.23
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loss: 0.9655840252676318
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loss: 0.9508072107618305
epoch: 124
loss: 0.9784570041065392
IOU: [97.79, 82.87, 91.41, 59.97, 59.73, 55.66, 57.13, 72.68, 91.74, 64.44, 94.44, 75.9, 54.9, 93.16, 72.89, 84.61, 77.09, 55.81, 72.12]
mIOU: 74.44, mIOU_reduced: 73.73, accuracy: 95.45
epoch: 125
loss: 0.9692677763475251
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loss: 0.9396264584657783
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loss: 0.9507361263174066
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loss: 0.9739124974072804
IOU: [97.72, 82.63, 90.97, 55.87, 61.55, 54.88, 56.08, 69.71, 91.66, 63.51, 94.64, 74.8, 52.92, 91.31, 74.09, 67.06, 77.71, 39.81, 68.67]
mIOU: 71.87, mIOU_reduced: 71.67, accuracy: 95.21
epoch: 150
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loss: 0.9311870133272514
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loss: 0.959405792473648
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loss: 0.9459305762695277
epoch: 174
loss: 0.9579855288778033
IOU: [97.79, 82.74, 91.97, 66.84, 65.66, 56.47, 61.56, 71.39, 92.1, 66.24, 94.88, 76.64, 58.2, 93.63, 80.74, 89.11, 81.64, 49.67, 72.09]
mIOU: 76.28, mIOU_reduced: 74.87, accuracy: 95.72
epoch: 175
loss: 0.9494089258980641
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loss: 0.9362025580922579
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loss: 0.9206032783205059
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loss: 0.935087925003421
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loss: 0.9200986483679389
epoch: 199
loss: 0.9422521769725782
IOU: [96.85, 75.47, 88.47, 53.99, 56.53, 49.17, 46.9, 71.8, 87.96, 57.56, 94.5, 60.82, 40.22, 88.58, 66.14, 79.33, 41.77, 29.02, 63.91]
mIOU: 65.74, mIOU_reduced: 66.36, accuracy: 93.69
epoch: 200
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loss: 0.9289668016994055
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loss: 0.9336198347230111
epoch: 224
loss: 0.928624256689977
IOU: [97.5, 81.2, 87.64, 54.56, 62.8, 56.1, 50.49, 72.88, 89.01, 65.61, 94.75, 73.92, 53.9, 90.98, 68.88, 75.29, 9.77, 47.46, 65.77]
mIOU: 68.34, mIOU_reduced: 71.54, accuracy: 94.09
epoch: 225
loss: 0.9331248625082904
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loss: 0.9168718201773507
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loss: 0.9103646925242815
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loss: 0.9201935621725249
IOU: [98.19, 85.4, 92.42, 71.78, 69.88, 62.1, 63.29, 74.13, 92.2, 70.73, 95.04, 78.12, 60.73, 93.57, 81.4, 83.77, 84.16, 60.22, 74.82]
mIOU: 78.52, mIOU_reduced: 77.66, accuracy: 96.07
epoch: 250
loss: 0.9145462893395929
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loss: 0.9300921014102373
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loss: 0.9201891089914032
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loss: 0.9209050742162538
IOU: [97.89, 83.67, 92.63, 70.98, 71.13, 63.34, 65.81, 76.77, 92.46, 70.73, 93.9, 77.59, 49.65, 94.32, 82.57, 90.0, 83.19, 60.07, 75.09]
mIOU: 78.52, mIOU_reduced: 77.25, accuracy: 96.06
epoch: 275
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loss: 0.8963943637461157
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loss: 0.9075417132696249
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loss: 0.9141764694369883
IOU: [97.96, 84.65, 92.77, 74.06, 71.93, 60.85, 66.2, 77.21, 92.59, 71.88, 94.85, 78.66, 60.69, 94.2, 84.98, 90.55, 85.1, 61.56, 70.68]
mIOU: 79.54, mIOU_reduced: 78.17, accuracy: 96.16
epoch: 300
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loss: 0.9175897853165728
IOU: [97.51, 80.59, 91.32, 70.64, 69.25, 59.25, 57.81, 74.82, 91.43, 70.76, 94.6, 76.42, 55.25, 92.73, 74.35, 78.52, 76.85, 51.37, 68.94]
mIOU: 75.39, mIOU_reduced: 75.17, accuracy: 95.45
epoch: 325
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loss: 0.9111417161154857
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loss: 0.9176009164153156
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loss: 0.8994270027507835
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loss: 0.9257653461348626
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loss: 0.927023375638619
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loss: 0.9063463268741485
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loss: 0.9039215103547145
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loss: 0.9172437995809564
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loss: 0.9333801185755136
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loss: 0.9090592641434911
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loss: 0.9090064862906109
epoch: 349
loss: 0.8996118375782594
IOU: [98.18, 85.95, 92.85, 72.42, 72.13, 62.4, 66.2, 77.46, 92.56, 71.19, 94.98, 79.85, 57.87, 94.66, 88.19, 91.52, 87.94, 61.19, 72.96]
mIOU: 80.03, mIOU_reduced: 78.3, accuracy: 96.3
epoch: 350
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loss: 0.9241212631150875
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loss: 0.8960658873555847
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loss: 0.8955261815802842
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loss: 0.9135400277952994
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loss: 0.9146906152573598
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loss: 0.9087277571177153
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loss: 0.9028975985566592
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loss: 0.8971196727543932
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loss: 0.9349305503379365
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loss: 0.9141914240226218
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loss: 0.9036279372905257
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loss: 0.9064650601505684
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loss: 0.9198846909032988
epoch: 374
loss: 0.8957703301708819
IOU: [97.81, 82.59, 91.91, 67.95, 71.22, 61.4, 62.32, 75.87, 91.74, 66.38, 94.1, 78.49, 60.77, 92.97, 74.17, 89.45, 86.33, 56.25, 73.83]
mIOU: 77.66, mIOU_reduced: 76.6, accuracy: 95.75
epoch: 375
loss: 0.9054007347553007
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loss: 0.9081927649161783
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loss: 0.8983024163729584
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loss: 0.890706146367684
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loss: 0.8842240290433031
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loss: 0.8937938457809835
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loss: 0.8959122209505002
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loss: 0.8938101167503041
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loss: 0.885288084020263
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loss: 0.8914033664811042
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loss: 0.9040621472393862
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loss: 0.9041056700291172
epoch: 399
loss: 0.9183969917934611
IOU: [98.2, 85.88, 91.95, 69.26, 65.92, 57.42, 62.85, 75.57, 92.33, 69.27, 95.07, 78.37, 59.92, 92.51, 54.56, 75.71, 80.9, 50.52, 70.38]
mIOU: 75.08, mIOU_reduced: 75.96, accuracy: 95.84
epoch: 400
loss: 0.9007482606969122
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loss: 0.9104254778629074
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loss: 0.8989607119065826
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loss: 0.9141408905455594
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loss: 0.8891814362068879
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loss: 0.8927359561766347
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loss: 0.8905628723208256
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loss: 0.9017642531801479
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loss: 0.9051949112646042
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loss: 0.9104385294947207
epoch: 424
loss: 0.9179503086799851
IOU: [93.97, 65.36, 82.76, 27.39, 53.17, 50.12, 49.58, 61.73, 86.87, 53.57, 94.79, 19.21, 29.84, 69.9, 13.38, 39.63, 55.74, 31.24, 59.18]
mIOU: 54.6, mIOU_reduced: 58.04, accuracy: 89.88
epoch: 425
loss: 0.9384868368849776
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loss: 0.8831420248279923
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loss: 0.8767333461941662
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loss: 0.8815824845419501
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loss: 0.8825624329703194
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loss: 0.9060231598291529
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loss: 0.90021130593691
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loss: 0.8849715822578026
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loss: 0.9075851309958691
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loss: 0.8931669145135835
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loss: 0.8904060912297068
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loss: 0.9083894544757456
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loss: 0.8927012686081196
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loss: 0.8948837840062682
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loss: 0.8992665783600873
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loss: 0.9562347348659269
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loss: 0.9043602718186269
epoch: 449
loss: 0.8938184067400919
IOU: [98.5, 87.72, 93.23, 75.0, 74.84, 64.74, 67.6, 75.61, 92.73, 71.26, 95.47, 80.03, 63.23, 94.79, 85.27, 90.81, 84.41, 42.91, 70.25]
mIOU: 79.39, mIOU_reduced: 77.99, accuracy: 96.49
epoch: 450
loss: 0.9026460879684044
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loss: 0.9039568402525466
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loss: 0.8908856638840267
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loss: 0.9043434284249758
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loss: 0.8911646870973473
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loss: 0.8935549337468389
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loss: 0.8978240268845712
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loss: 0.8885595799865811
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loss: 0.8785705420828085
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loss: 0.8845178060542603
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loss: 0.8796795991159254
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loss: 0.8985299858080077
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loss: 0.8861875274489003
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loss: 0.8906401229618881
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loss: 0.9020506359190436
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loss: 0.9086474647170387
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loss: 0.8916688295004005
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loss: 0.8749889824796931
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loss: 0.8809788956345501
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loss: 0.8878040674919357
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loss: 0.8934964775215096
IOU: [98.43, 87.95, 93.27, 77.48, 73.0, 64.54, 67.28, 77.82, 92.61, 71.98, 95.25, 80.45, 62.18, 94.79, 90.39, 92.08, 86.96, 57.27, 75.22]
mIOU: 81.0, mIOU_reduced: 79.35, accuracy: 96.55
epoch: 475
loss: 0.8987871537560143
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loss: 0.8805725389087256
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loss: 0.8860876921409836
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loss: 0.8897834207330432
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loss: 0.8917859634770776
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loss: 0.8906326326906406
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loss: 0.8832371368111553
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loss: 0.878388934283762
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loss: 0.8793949124999859
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loss: 0.8795445998143491
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loss: 0.879691191257969
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loss: 0.8835762268112551
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loss: 0.8723826275168476
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loss: 0.8997902345547478
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loss: 0.9011169585489458
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loss: 0.9062555962443901
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loss: 0.8989453944742405
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loss: 0.9022556022839612
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loss: 0.8908047801063906
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loss: 0.8824554041783381
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loss: 0.8786524913278043
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loss: 0.8903605346031452
epoch: 499
loss: 0.8840820444619051
IOU: [97.61, 82.93, 91.69, 62.26, 58.9, 58.08, 60.19, 74.02, 90.76, 61.18, 95.17, 76.86, 59.16, 92.21, 77.72, 78.5, 76.74, 45.52, 71.38]
mIOU: 74.26, mIOU_reduced: 73.62, accuracy: 95.31
epoch: 500
loss: 0.9056476557859078
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loss: 0.8926638665561852
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loss: 0.8938411445386948
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loss: 0.88611344697838
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loss: 0.8796088878185518
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loss: 0.8863692530838575
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loss: 0.8889254385150522
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loss: 0.9011158310048591
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loss: 0.8888089790047589
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loss: 0.8820223894811445
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loss: 0.8908733961768963
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loss: 0.8864138807569232
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loss: 0.8788346903664725
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loss: 0.9047986503844986
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loss: 0.8826291879750616
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loss: 0.9006751712566147
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loss: 0.8966280009065356
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loss: 0.8936289452737377
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loss: 0.8913751236304709
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loss: 0.8790842506193346
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loss: 0.8808089518052642
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loss: 0.8806911575080063
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loss: 0.8784847948957698
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loss: 0.8722383077792858
epoch: 524
loss: 0.9228634624162577
IOU: [98.26, 85.91, 91.66, 72.14, 68.68, 62.44, 59.57, 77.18, 91.57, 72.69, 94.53, 79.81, 62.31, 93.78, 78.37, 86.58, 75.47, 59.59, 74.05]
mIOU: 78.14, mIOU_reduced: 77.76, accuracy: 96.0
epoch: 525
loss: 0.905547915241136
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loss: 0.8820326928444172
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loss: 0.8734321706855352
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loss: 0.874341249877956
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loss: 0.8668360072896227
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loss: 0.8713024471487317
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loss: 0.8706382175195052
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loss: 0.8608958228117859
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loss: 0.8756101846969622
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loss: 0.8783170013658462
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loss: 0.8786222864680576
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loss: 0.8959784884057287
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loss: 0.8874154715768753
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loss: 0.8701349663020279
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loss: 0.8698878697535959
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loss: 0.8823766491380155
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loss: 0.8770423815821722
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loss: 0.8907448884254227
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loss: 0.9233555296599041
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loss: 0.8987318575382233
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loss: 0.8860480153615573
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loss: 0.8774774556610442
epoch: 547
loss: 0.8686498779855016
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loss: 0.8695447100197664
epoch: 549
loss: 0.8741444266886206
IOU: [98.57, 87.4, 93.4, 72.68, 75.41, 63.77, 68.01, 79.81, 93.05, 73.43, 95.39, 81.73, 67.14, 95.15, 91.05, 91.39, 84.04, 66.95, 76.74]
mIOU: 81.85, mIOU_reduced: 80.54, accuracy: 96.66
epoch: 550
loss: 0.8825732185269282
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loss: 0.8914346465592011
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loss: 0.8861186465909404
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loss: 0.8660423633415029
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loss: 0.8792717260424443
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loss: 0.8791459164311809
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loss: 0.8835835673842013
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loss: 0.870227306531871
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loss: 0.8788251078897907
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loss: 0.8869756973833532
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loss: 0.8824284014888623
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loss: 0.8757454924594422
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loss: 0.8725837543263414
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loss: 0.8650036608019183
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loss: 0.870691203027277
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loss: 0.9032368861859844
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loss: 0.9027082626171375
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loss: 0.8942449476037707
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loss: 0.8892278786628477
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loss: 0.8787711949392398
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loss: 0.8826761568471584
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loss: 0.8846159257372403
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loss: 0.8891922618661608
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loss: 0.8751796098074056
epoch: 574
loss: 0.8816238456332739
IOU: [97.77, 83.45, 93.17, 72.43, 75.25, 64.22, 67.11, 78.6, 92.87, 71.52, 94.92, 80.5, 64.02, 94.9, 91.3, 91.87, 85.23, 62.01, 75.59]
mIOU: 80.88, mIOU_reduced: 79.27, accuracy: 96.28
epoch: 575
loss: 0.8773258412213919
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loss: 0.8752937792083635
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loss: 0.8596675121289794
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loss: 0.8617246214145889
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loss: 0.8614212266311118
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loss: 0.8541133086527547
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loss: 0.8757103835382769
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loss: 0.8643485016537152
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loss: 0.8681760799774926
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loss: 0.8709345391269103
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loss: 0.8801423658698385
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loss: 0.8799869644751747
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loss: 0.8741612622540118
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loss: 0.8679321640372826
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loss: 0.8901687346845178
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loss: 0.8791843913667213
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loss: 0.864283202018606
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loss: 0.8740585954507925
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loss: 0.8788831613030851
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loss: 0.8745470507079006
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loss: 0.8720437720898659
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loss: 0.8925503396218822
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loss: 0.8855460010091281
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loss: 0.8681019833011012
epoch: 599
loss: 0.8632592130366559
IOU: [98.45, 87.24, 92.49, 73.6, 76.02, 62.62, 63.14, 78.66, 92.05, 69.32, 95.51, 79.05, 60.87, 93.91, 77.12, 91.65, 86.65, 51.72, 73.93]
mIOU: 79.16, mIOU_reduced: 78.04, accuracy: 96.28
epoch: 600
loss: 0.8698109748176716
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loss: 0.8664511164761908
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loss: 0.8762378110314295
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loss: 0.8791832999425
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loss: 0.8594044949601872
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loss: 0.8559988478911088
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loss: 0.8572062553348629
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loss: 0.8584757779600434
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loss: 0.8535586095625355
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loss: 0.8570765612586853
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loss: 0.8552509635549537
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loss: 0.8522171856071542
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loss: 0.8597606910813239
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loss: 0.8626821267714698
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loss: 0.8570291490598758
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loss: 0.8811588226924844
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loss: 0.872804101299031
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loss: 0.859741439467751
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loss: 0.8705342524612005
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loss: 0.8553100301098714
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loss: 0.8649809467627706
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loss: 0.8567884998387455
IOU: [98.79, 89.98, 93.88, 78.27, 79.64, 65.32, 70.14, 80.74, 93.38, 76.38, 95.5, 82.8, 68.89, 95.57, 92.84, 94.56, 86.24, 69.13, 78.07]
mIOU: 83.69, mIOU_reduced: 82.28, accuracy: 96.99
epoch: 625
loss: 0.8505548072575424
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loss: 0.8555906458933782
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loss: 0.8625065237970396
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loss: 0.8622750221034898
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loss: 0.857343586221818
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loss: 0.8632911129206556
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loss: 0.8651262468181997
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loss: 0.8799476917438244
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loss: 0.8763408303810155
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loss: 0.8622505086632918
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loss: 0.8760551127695269
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loss: 0.8923408662393895
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loss: 0.8647164206625679
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loss: 0.8633032169210196
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loss: 0.88113581406356
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loss: 0.873185021399353
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loss: 0.8615923728536351
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loss: 0.8697373737937294
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loss: 0.8683070449785153
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loss: 0.8662724979736838
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loss: 0.8618904636477545
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loss: 0.8735368574544582
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loss: 0.8599315582332523
epoch: 649
loss: 0.8613993628508484
IOU: [97.18, 82.17, 93.52, 79.12, 79.31, 64.01, 68.94, 79.09, 93.17, 75.11, 95.25, 79.14, 63.19, 94.02, 91.6, 93.42, 90.41, 53.89, 72.13]
mIOU: 81.3, mIOU_reduced: 79.33, accuracy: 96.2
epoch: 650
loss: 0.8691633086874738
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loss: 0.8576670393416409
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loss: 0.8657560948677326
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loss: 0.8671778551719156
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loss: 0.8543709745879546
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loss: 0.8580308162396953
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loss: 0.8665249517985752
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loss: 0.8666984389454538
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loss: 0.8717952904888012
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loss: 0.8731731070626166
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loss: 0.866339714845754
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loss: 0.8605896142495942
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loss: 0.8586056868326829
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loss: 0.8496539728707432
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loss: 0.859073441561466
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loss: 0.868493778364999
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loss: 0.858133376606049
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loss: 0.8550469232594362
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loss: 0.8625306054469077
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loss: 0.8638816269861388
epoch: 674
loss: 0.8594770542762247
IOU: [98.77, 90.12, 93.93, 78.73, 79.99, 66.82, 70.25, 80.26, 93.53, 80.02, 95.5, 82.9, 67.82, 95.51, 92.41, 93.62, 85.47, 69.69, 78.45]
mIOU: 83.88, mIOU_reduced: 82.64, accuracy: 97.04
epoch: 675
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loss: 0.8446634414558587
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loss: 0.8446855643927227
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loss: 0.8465224027908342
IOU: [98.72, 90.1, 94.24, 83.48, 81.94, 67.63, 71.28, 81.08, 93.67, 78.94, 95.85, 82.88, 69.44, 95.39, 90.27, 93.41, 90.51, 63.04, 77.97]
mIOU: 84.2, mIOU_reduced: 82.85, accuracy: 97.1
epoch: 700
loss: 0.8434718299296594
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loss: 0.8458843744844885
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loss: 0.842912705812586
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loss: 0.8558363439300642
IOU: [98.7, 89.37, 93.93, 78.87, 80.73, 67.51, 70.79, 81.27, 93.3, 77.45, 95.68, 82.39, 66.15, 95.51, 93.0, 94.52, 91.36, 69.64, 77.97]
mIOU: 84.11, mIOU_reduced: 82.45, accuracy: 96.99
epoch: 725
loss: 0.8484477395286208
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loss: 0.8387040855697773
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loss: 0.8725016758463899
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loss: 0.8470292092743008
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loss: 0.8378053104273185
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loss: 0.8476358065682073
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loss: 0.8689158144085088
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loss: 0.866946358147854
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loss: 0.8528358380091355
IOU: [98.83, 90.5, 94.28, 82.95, 82.41, 67.37, 71.81, 81.21, 93.76, 80.61, 95.78, 83.53, 68.99, 95.76, 92.62, 93.27, 88.66, 71.56, 78.25]
mIOU: 84.85, mIOU_reduced: 83.6, accuracy: 97.19
epoch: 750
loss: 0.8446386419408333
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loss: 0.844323829983786
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loss: 0.8337216885408498
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loss: 0.8337272445452378
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loss: 0.8359257224518033
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loss: 0.8380986945145691
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loss: 0.832300440644339
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loss: 0.8313153829717417
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loss: 0.8328791491446956
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loss: 0.8361131522787332
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loss: 0.8271330978189196
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loss: 0.85058538718707
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loss: 0.8314515256112621
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loss: 0.8335886906643617
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loss: 0.8313196304207024
IOU: [98.84, 90.61, 94.41, 83.97, 83.46, 68.18, 72.58, 81.63, 93.91, 81.58, 95.72, 83.4, 69.5, 95.77, 93.87, 93.57, 89.02, 70.57, 79.29]
mIOU: 85.26, mIOU_reduced: 83.96, accuracy: 97.26
epoch: 775
loss: 0.8284270400825184
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loss: 0.8277888705928205
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loss: 0.8383646053927285
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loss: 0.8311165002633899
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loss: 0.8375186238970075
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loss: 0.8383231198732755
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loss: 0.8301424907374492
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loss: 0.8390065449448775
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loss: 0.8290211291906471
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loss: 0.842501788370071
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loss: 0.8396911714483516
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loss: 0.8419274352662575
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loss: 0.8416370215229175
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loss: 0.837987582255069
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loss: 0.834145715846444
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loss: 0.8287532373507451
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loss: 0.8267232669937995
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loss: 0.82365175587241
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loss: 0.8297355959217669
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loss: 0.8248917275035437
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loss: 0.8268459178335655
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loss: 0.8274539203687747
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loss: 0.8218252662964131
epoch: 799
loss: 0.8179126988907564
IOU: [98.9, 91.12, 94.63, 86.74, 84.91, 69.45, 73.1, 82.45, 93.86, 77.92, 95.89, 84.38, 70.48, 95.93, 93.63, 94.99, 92.89, 73.8, 79.07]
mIOU: 86.01, mIOU_reduced: 84.54, accuracy: 97.34
epoch: 800
loss: 0.8253142263757468
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loss: 0.8345966870608967
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loss: 0.8358456808301161
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loss: 0.8307498199049779
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loss: 0.824096325081065
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loss: 0.8327757223135864
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loss: 0.8300148821371491
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loss: 0.8274460559891116
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loss: 0.8234927368603544
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loss: 0.8240038039772192
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loss: 0.8250564974024549
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loss: 0.8211327424521819
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loss: 0.8167914473516051
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loss: 0.8305289157524637
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loss: 0.8241975152272782
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loss: 0.8222911844055774
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loss: 0.8268272797083525
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loss: 0.8280732273231454
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loss: 0.8173578218106301
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loss: 0.8204442931485066
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loss: 0.8200684568849027
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loss: 0.8314812982686653
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loss: 0.8283241174188077
epoch: 823
loss: 0.8255507212630065
epoch: 824
loss: 0.8359632553867481
IOU: [98.9, 91.25, 94.57, 85.05, 84.62, 69.94, 72.61, 82.54, 94.11, 83.58, 95.44, 84.57, 72.49, 96.0, 93.98, 94.46, 92.62, 74.8, 80.29]
mIOU: 86.41, mIOU_reduced: 85.05, accuracy: 97.39
epoch: 825
loss: 0.8296792123998914
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loss: 0.8327208757400513
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loss: 0.8178675459002569
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loss: 0.8227005484192053
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loss: 0.8286690525195566
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loss: 0.8265344620025652
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loss: 0.8633500062924926
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loss: 0.8472427897464295
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loss: 0.8373573570756868
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loss: 0.8271295667243993
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loss: 0.8231865365384361
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loss: 0.8156143886977077
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loss: 0.8119840922718224
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loss: 0.8248272911744183
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loss: 0.8143567026760171
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loss: 0.8220969269627251
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loss: 0.8165169494217991
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loss: 0.8174103454510737
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loss: 0.8205563299666901
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loss: 0.8187291627655381
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loss: 0.819650945438218
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loss: 0.8156286475295844
epoch: 847
loss: 0.8136771535543802
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loss: 0.8255785720139605
epoch: 849
loss: 0.8226072648153876
IOU: [98.92, 91.31, 94.3, 83.34, 83.07, 68.6, 72.16, 82.95, 93.91, 83.27, 95.67, 83.67, 70.39, 95.53, 88.99, 94.16, 91.08, 73.75, 79.71]
mIOU: 85.51, mIOU_reduced: 84.41, accuracy: 97.28
epoch: 850
loss: 0.8147883242176425
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loss: 0.8073325493643361
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loss: 0.813225177026564
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loss: 0.8130801653807065
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loss: 0.81673694398546
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loss: 0.8128216399849835
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loss: 0.8131529243860377
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loss: 0.8125648238966542
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loss: 0.8030358146412582
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loss: 0.8082593054540695
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loss: 0.8082432786715196
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loss: 0.8128890598424569
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loss: 0.810492617606018
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loss: 0.8044429545028968
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loss: 0.8072119467818792
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loss: 0.8042841218583595
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loss: 0.8079992992812038
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loss: 0.8088289705289674
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loss: 0.8094507959855867
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loss: 0.8045616410844337
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loss: 0.8043363128664307
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loss: 0.806713070050912
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loss: 0.8045500058182923
epoch: 873
loss: 0.8036506013936161
epoch: 874
loss: 0.8097234539996644
IOU: [98.96, 91.6, 94.82, 87.3, 85.65, 70.34, 73.91, 83.44, 94.3, 84.68, 96.03, 84.41, 72.79, 95.97, 94.81, 95.43, 92.24, 74.62, 80.57]
mIOU: 86.94, mIOU_reduced: 85.59, accuracy: 97.5
epoch: 875
loss: 0.8044028650231075
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loss: 0.799805308541944
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loss: 0.7994104699330395
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loss: 0.803259256111312
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loss: 0.8045549337765039
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loss: 0.801887984512039
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loss: 0.8002268732418113
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loss: 0.8014460950403169
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loss: 0.7945801755799676
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loss: 0.7973170645775334
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loss: 0.8002777235573887
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loss: 0.8052792046476619
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loss: 0.8049557377940498
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loss: 0.8004717438177029
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loss: 0.7975226563792075
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loss: 0.8006896678753163
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loss: 0.7971279799663527
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loss: 0.7941155859402248
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loss: 0.795170602298552
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loss: 0.7964865040669243
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loss: 0.7942653188507678
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loss: 0.7907585078670133
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loss: 0.7916089025785297
epoch: 898
loss: 0.7908770859516161
epoch: 899
loss: 0.7995118943776952
IOU: [98.99, 91.89, 95.02, 87.67, 86.72, 70.93, 73.54, 83.03, 94.52, 85.2, 95.95, 85.06, 73.04, 96.23, 94.68, 95.6, 92.67, 76.28, 81.1]
mIOU: 87.27, mIOU_reduced: 85.95, accuracy: 97.59
epoch: 900
loss: 0.7926722703166821
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loss: 0.7879850694111415
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loss: 0.7906863785559132
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loss: 0.7830926081002583
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loss: 0.796155140284569
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loss: 0.7916159999260705
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loss: 0.7876602055565003
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loss: 0.7964293128609108
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loss: 0.7924447703746057
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loss: 0.7848971549267044
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loss: 0.7897305738541388
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loss: 0.7877353855541774
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loss: 0.7810272589531911
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loss: 0.7893683461274968
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loss: 0.7881592604147124
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loss: 0.785047210169278
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loss: 0.7848171538196951
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loss: 0.7875439762245126
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loss: 0.7873910791862945
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loss: 0.7811083097337028
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loss: 0.7824222516903679
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loss: 0.7773715465024869
epoch: 922
loss: 0.7744098646300179
epoch: 923
loss: 0.7859832375280319
epoch: 924
loss: 0.7749638197608807
IOU: [99.07, 92.63, 95.28, 89.2, 88.51, 71.7, 75.09, 84.19, 94.71, 87.03, 96.12, 85.84, 74.84, 96.38, 95.31, 95.94, 93.34, 69.14, 80.96]
mIOU: 87.65, mIOU_reduced: 86.29, accuracy: 97.72
epoch: 925
loss: 0.7802462590180235
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loss: 0.7760812100452212
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loss: 0.7780056893825531
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loss: 0.7821925856550718
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loss: 0.7793641967982191
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loss: 0.7749739348339045
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loss: 0.7686865372317178
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loss: 0.7720219207249479
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loss: 0.7747918091336703
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loss: 0.7711642782808998
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loss: 0.7718354081777933
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loss: 0.7745741042673313
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loss: 0.7682732971307868
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loss: 0.7616995882054078
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loss: 0.7638211936994632
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loss: 0.7691320466555758
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loss: 0.7640128237311192
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loss: 0.7678282677028586
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loss: 0.7605679226086436
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loss: 0.7641772278992262
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loss: 0.7654440986670656
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loss: 0.7604543079154282
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loss: 0.7596153980850624
epoch: 948
loss: 0.7593320299128783
epoch: 949
loss: 0.7611899062785136
IOU: [99.08, 92.8, 95.37, 90.08, 88.96, 72.28, 75.51, 84.8, 94.83, 87.4, 96.25, 86.08, 76.38, 96.37, 95.55, 96.11, 93.57, 79.82, 82.11]
mIOU: 88.6, mIOU_reduced: 87.38, accuracy: 97.78
epoch: 950
loss: 0.762833543499494
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loss: 0.7553654399610334
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loss: 0.757592529607808
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loss: 0.7583500476476783
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loss: 0.7606960890754577
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loss: 0.760779740348939
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loss: 0.7502718607676194
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loss: 0.7541402723932047
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loss: 0.7545776522379317
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loss: 0.7522170727703429
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loss: 0.7556883137896314
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loss: 0.7450237366186309
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loss: 0.7545744618787195
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loss: 0.7558812284799216
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loss: 0.7478331478510035
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loss: 0.7475477136362533
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loss: 0.7503218660431523
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loss: 0.7466180274426113
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loss: 0.7441032112743448
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loss: 0.743471881211628
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loss: 0.7442462467652862
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loss: 0.7459932043805101
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loss: 0.7476548470110388
epoch: 973
loss: 0.745216840697873
epoch: 974
loss: 0.7417350301544787
IOU: [99.14, 93.18, 95.54, 91.06, 89.82, 73.59, 76.14, 85.19, 95.03, 88.55, 96.28, 86.69, 76.87, 96.59, 95.86, 96.22, 93.82, 80.42, 82.65]
mIOU: 89.09, mIOU_reduced: 87.92, accuracy: 97.88
epoch: 975
loss: 0.7394892602197586
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loss: 0.7435593907184864
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loss: 0.7440014971840766
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loss: 0.7454644223237368
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loss: 0.7376697724041301
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loss: 0.7376841225657046
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loss: 0.7386822714234278
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loss: 0.7326348220697746
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loss: 0.740955946220231
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loss: 0.7273752420179306
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loss: 0.730361174328536
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loss: 0.7459791779243452
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loss: 0.7340022078307543
epoch: 988
loss: 0.7334839983881893
epoch: 989
loss: 0.7321815660334952
epoch: 990
loss: 0.7304889931931474
IOU: [99.16, 93.38, 95.59, 91.11, 90.36, 73.36, 75.95, 85.52, 95.05, 89.01, 96.34, 86.86, 77.49, 96.62, 95.93, 96.33, 93.89, 81.35, 83.04]
mIOU: 89.28, mIOU_reduced: 88.14, accuracy: 97.91
epoch: 991
loss: 0.7345283958494389
IOU: [99.17, 93.37, 95.62, 91.17, 90.35, 73.43, 76.24, 85.6, 95.09, 89.07, 96.33, 86.93, 77.51, 96.62, 95.94, 96.29, 93.75, 80.95, 83.04]
mIOU: 89.29, mIOU_reduced: 88.16, accuracy: 97.92
epoch: 992
loss: 0.7288357872292742
IOU: [99.16, 93.37, 95.6, 91.15, 90.28, 73.42, 76.29, 85.59, 95.07, 88.9, 96.31, 86.96, 77.28, 96.63, 95.92, 96.31, 93.66, 80.87, 82.96]
mIOU: 89.25, mIOU_reduced: 88.11, accuracy: 97.92
epoch: 993
loss: 0.7298240606685937
IOU: [99.17, 93.37, 95.61, 91.21, 90.41, 73.48, 76.34, 85.61, 95.08, 88.94, 96.32, 86.93, 77.43, 96.61, 95.96, 96.33, 93.73, 80.89, 83.12]
mIOU: 89.29, mIOU_reduced: 88.16, accuracy: 97.92
epoch: 994
loss: 0.7403521422416933
IOU: [99.17, 93.41, 95.61, 91.14, 90.43, 73.41, 76.4, 85.51, 95.09, 89.06, 96.33, 86.93, 77.4, 96.62, 95.93, 96.33, 93.86, 80.83, 83.04]
mIOU: 89.29, mIOU_reduced: 88.15, accuracy: 97.92
epoch: 995
loss: 0.7323662642784382
IOU: [99.17, 93.4, 95.62, 91.24, 90.36, 73.48, 76.42, 85.57, 95.08, 89.03, 96.34, 86.94, 77.4, 96.6, 95.95, 96.36, 93.87, 81.03, 83.07]
mIOU: 89.31, mIOU_reduced: 88.17, accuracy: 97.92
epoch: 996
loss: 0.7234783351146681
IOU: [99.17, 93.43, 95.62, 91.21, 90.55, 73.49, 76.47, 85.58, 95.1, 89.08, 96.33, 86.95, 77.47, 96.62, 95.96, 96.34, 93.86, 81.02, 83.08]
mIOU: 89.33, mIOU_reduced: 88.2, accuracy: 97.93
epoch: 997
loss: 0.7360694427644053
IOU: [99.17, 93.41, 95.62, 91.29, 90.35, 73.63, 76.46, 85.62, 95.09, 89.1, 96.34, 86.91, 77.47, 96.63, 95.95, 96.34, 93.87, 81.04, 83.02]
mIOU: 89.33, mIOU_reduced: 88.2, accuracy: 97.93
epoch: 998
loss: 0.7282599743610153
IOU: [99.17, 93.42, 95.62, 91.29, 90.48, 73.49, 76.41, 85.61, 95.09, 89.05, 96.32, 86.96, 77.49, 96.62, 95.96, 96.36, 93.94, 80.93, 83.05]
mIOU: 89.33, mIOU_reduced: 88.19, accuracy: 97.93
epoch: 999
loss: 0.7386798255729236
IOU: [99.17, 93.42, 95.62, 91.22, 90.46, 73.54, 76.43, 85.66, 95.09, 89.11, 96.33, 86.95, 77.53, 96.62, 95.93, 96.32, 93.89, 80.97, 83.04]
mIOU: 89.33, mIOU_reduced: 88.2, accuracy: 97.93
Best mIOU: 89.33363623368113
Best global accuracy: 97.929447889328
Training time 2 days, 21:35:14
mIOUs: [89.33363623368113]
global_accuracies: [97.929447889328]
