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run: 1
epoch: 0
loss: 1.2059832025731028
IOU: [81.97, 9.64, 45.14, 0.0, 0.0, 0.0, 0.0, 0.0, 7.21, 3.03, 69.45, 0.0, 0.0, 39.14, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 13.45, mIOU_reduced: 15.97, accuracy: 65.19
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IOU: [95.66, 68.61, 84.62, 26.26, 28.81, 43.44, 31.94, 44.2, 87.9, 46.66, 87.37, 51.46, 2.03, 85.86, 27.03, 23.59, 20.07, 2.88, 43.86]
mIOU: 47.49, mIOU_reduced: 51.97, accuracy: 91.34
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IOU: [95.49, 68.27, 86.57, 30.44, 38.75, 49.7, 38.79, 53.72, 89.04, 52.73, 91.47, 63.73, 29.3, 86.99, 29.76, 44.65, 15.09, 20.43, 60.06]
mIOU: 55.0, mIOU_reduced: 59.72, accuracy: 92.27
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loss: 0.25319383986234023
IOU: [96.86, 76.43, 88.1, 35.85, 38.65, 49.96, 48.03, 62.04, 89.82, 52.74, 91.32, 69.27, 42.86, 89.82, 35.26, 51.7, 32.37, 35.06, 63.94]
mIOU: 60.53, mIOU_reduced: 64.42, accuracy: 93.41
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loss: 0.2258232883165146
IOU: [96.62, 74.98, 87.45, 32.64, 31.7, 46.8, 40.71, 60.23, 89.71, 51.49, 91.5, 67.45, 31.85, 90.69, 51.85, 57.99, 51.79, 28.0, 62.32]
mIOU: 60.3, mIOU_reduced: 61.51, accuracy: 93.13
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loss: 0.23228705206489306
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loss: 0.2362737499800011
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loss: 0.22226737933660132
IOU: [96.92, 75.48, 89.01, 42.13, 46.24, 54.32, 50.45, 65.52, 90.44, 50.19, 92.36, 72.25, 43.21, 92.05, 54.65, 68.94, 61.58, 32.72, 66.56]
mIOU: 65.53, mIOU_reduced: 66.24, accuracy: 94.1
epoch: 125
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loss: 0.2155077409430977
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loss: 0.21956544787173643
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loss: 0.2261197960802487
IOU: [96.93, 76.19, 88.17, 15.19, 37.04, 50.63, 50.03, 61.06, 90.07, 57.01, 92.84, 70.68, 36.02, 91.15, 51.63, 64.43, 36.38, 22.0, 66.29]
mIOU: 60.72, mIOU_reduced: 62.58, accuracy: 93.67
epoch: 150
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loss: 0.20461286405588416
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loss: 0.19940159991986026
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loss: 0.1935925330675516
IOU: [97.29, 79.6, 89.68, 43.98, 47.9, 53.75, 53.74, 66.85, 90.3, 54.84, 94.13, 73.97, 49.56, 92.48, 55.82, 75.78, 65.25, 37.02, 68.29]
mIOU: 67.91, mIOU_reduced: 68.34, accuracy: 94.46
epoch: 175
loss: 0.2152608386228348
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loss: 0.1998441171132008
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loss: 0.1973297512635709
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loss: 0.20619768319987866
IOU: [97.12, 77.16, 88.42, 29.67, 47.66, 51.05, 50.16, 67.23, 89.68, 58.57, 93.11, 68.07, 34.63, 90.77, 43.03, 65.52, 44.83, 10.64, 32.02]
mIOU: 59.97, mIOU_reduced: 61.62, accuracy: 93.52
epoch: 200
loss: 0.20009077537172246
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loss: 0.19386560277074494
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loss: 0.21218485336981693
epoch: 224
loss: 0.20444798790862298
IOU: [97.46, 79.6, 89.35, 30.63, 49.8, 55.04, 53.83, 65.52, 90.51, 52.28, 93.49, 74.42, 53.69, 88.13, 43.19, 58.73, 49.86, 43.24, 67.72]
mIOU: 65.08, mIOU_reduced: 67.8, accuracy: 94.15
epoch: 225
loss: 0.188414478840211
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loss: 0.1855432712485527
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loss: 0.20234270193024145
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loss: 0.18241208723452534
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loss: 0.20618475750691165
IOU: [97.2, 78.99, 88.98, 35.72, 52.76, 55.54, 53.04, 67.7, 90.6, 61.49, 93.69, 71.89, 48.67, 92.4, 40.36, 74.36, 61.7, 36.8, 66.52]
mIOU: 66.76, mIOU_reduced: 68.25, accuracy: 94.31
epoch: 250
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loss: 0.19010120166360206
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loss: 0.20451281629402362
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loss: 0.192798566484869
IOU: [97.63, 81.33, 90.48, 50.72, 54.55, 58.73, 59.83, 70.66, 91.52, 60.87, 93.21, 74.98, 45.77, 91.87, 44.89, 69.76, 42.47, 31.41, 69.38]
mIOU: 67.37, mIOU_reduced: 70.18, accuracy: 94.92
epoch: 275
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loss: 0.17959334488425935
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loss: 0.1924844174934526
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loss: 0.18315006780495863
IOU: [97.24, 79.83, 89.96, 47.32, 48.8, 56.8, 59.91, 70.7, 91.37, 60.43, 93.64, 74.1, 50.94, 91.23, 46.3, 70.35, 24.36, 47.35, 67.65]
mIOU: 66.75, mIOU_reduced: 70.46, accuracy: 94.5
epoch: 300
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loss: 0.1799162006321943
IOU: [97.59, 80.76, 90.61, 56.0, 51.04, 58.91, 61.55, 71.43, 91.36, 55.58, 93.33, 75.86, 54.58, 92.5, 53.49, 77.44, 62.54, 53.1, 69.03]
mIOU: 70.88, mIOU_reduced: 72.08, accuracy: 94.99
epoch: 325
loss: 0.1680450701729628
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loss: 0.19619231869910927
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loss: 0.18524299712595593
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loss: 0.18190473446627511
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loss: 0.18278531669927736
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loss: 0.17783920661699418
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loss: 0.19386062214798683
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loss: 0.18492661456695464
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loss: 0.1874070060100517
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loss: 0.18253814812619087
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loss: 0.16346017132711538
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loss: 0.1824650050535035
epoch: 347
loss: 0.17021203900604556
epoch: 348
loss: 0.17954535422861737
epoch: 349
loss: 0.17113049683786147
IOU: [97.52, 79.94, 90.31, 38.32, 53.02, 58.85, 59.32, 69.3, 91.05, 57.07, 93.26, 76.12, 55.98, 92.56, 64.52, 77.1, 60.55, 40.48, 69.64]
mIOU: 69.73, mIOU_reduced: 70.17, accuracy: 94.84
epoch: 350
loss: 0.1812938503177982
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loss: 0.18470349452003956
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loss: 0.1620434892948747
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loss: 0.16566987725281007
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loss: 0.20521097879284475
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loss: 0.18034939092365557
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loss: 0.17205992517766927
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loss: 0.18602773619469284
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loss: 0.1859818088277331
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loss: 0.17773864908279435
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loss: 0.17855055015684781
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loss: 0.17547410282725595
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loss: 0.16378347059546133
epoch: 372
loss: 0.17825144398806872
epoch: 373
loss: 0.18770654013536048
epoch: 374
loss: 0.18432892015520133
IOU: [97.34, 79.12, 90.27, 50.21, 54.29, 59.25, 60.24, 70.55, 91.13, 57.72, 93.07, 75.94, 51.81, 91.85, 53.91, 66.34, 56.81, 47.83, 69.25]
mIOU: 69.31, mIOU_reduced: 71.24, accuracy: 94.71
epoch: 375
loss: 0.1745222301455842
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loss: 0.17700858558766605
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loss: 0.1736829817455734
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loss: 0.16500799512525774
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loss: 0.16421876189040366
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loss: 0.16334796963997608
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loss: 0.18920888095049845
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loss: 0.17102134920596435
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loss: 0.17780587753918614
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loss: 0.16827468943563753
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loss: 0.17229367961298744
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loss: 0.1667881408189185
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loss: 0.17048463442254902
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loss: 0.17307790545520757
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loss: 0.17305171684515122
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loss: 0.17821930786670057
epoch: 397
loss: 0.1728848134370827
epoch: 398
loss: 0.17075337656344364
epoch: 399
loss: 0.17307172974727225
IOU: [97.44, 80.41, 90.49, 34.64, 53.16, 59.69, 60.56, 72.22, 91.04, 53.69, 94.12, 77.06, 55.95, 93.29, 70.55, 74.84, 61.82, 48.75, 69.76]
mIOU: 70.5, mIOU_reduced: 70.77, accuracy: 94.88
epoch: 400
loss: 0.15607995668431177
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loss: 0.16697793158720126
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loss: 0.17160041999784761
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loss: 0.1744378054278559
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loss: 0.19345662311080974
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loss: 0.16861950365118583
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loss: 0.16465955942547866
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loss: 0.17687397050568357
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loss: 0.1621835397059384
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loss: 0.16017685509274268
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loss: 0.16903706758491435
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loss: 0.18441580051199766
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loss: 0.1806040664286305
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loss: 0.16359570793144787
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loss: 0.1750959632491487
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loss: 0.1896635340350979
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loss: 0.17047758042973007
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loss: 0.17262737802418093
epoch: 423
loss: 0.16900126850910263
epoch: 424
loss: 0.15905854314806647
IOU: [97.76, 81.96, 90.63, 54.92, 54.22, 58.86, 60.33, 73.97, 91.41, 58.78, 94.02, 77.72, 57.27, 93.18, 62.82, 76.39, 68.25, 52.92, 71.14]
mIOU: 72.45, mIOU_reduced: 73.07, accuracy: 95.14
epoch: 425
loss: 0.16702189350706548
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loss: 0.17273775729127328
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loss: 0.19003502215256265
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loss: 0.1769074643598091
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loss: 0.1882285748249437
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loss: 0.16182998766635628
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loss: 0.16854884593955913
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loss: 0.1647704032392836
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loss: 0.16632826226660505
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loss: 0.15603188519689914
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loss: 0.17908510943307387
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loss: 0.1679018285637596
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loss: 0.16489866799662375
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loss: 0.1582790241047057
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loss: 0.15435287960857716
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loss: 0.1521211208680248
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loss: 0.1657776706663746
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loss: 0.15410923064156684
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loss: 0.19624695348530766
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loss: 0.1844972985171565
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loss: 0.19245473614760808
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loss: 0.16484320760174903
epoch: 447
loss: 0.1562588684200598
epoch: 448
loss: 0.14946505656300207
epoch: 449
loss: 0.15826035441574704
IOU: [97.59, 78.14, 83.56, 2.83, 16.48, 43.55, 47.17, 64.23, 88.59, 44.59, 92.72, 70.73, 36.88, 90.47, 41.45, 68.53, 54.04, 30.67, 63.92]
mIOU: 58.74, mIOU_reduced: 59.51, accuracy: 92.91
epoch: 450
loss: 0.1909105446380425
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loss: 0.16312879906349748
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loss: 0.15583324747667157
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loss: 0.15230067967966882
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loss: 0.14951349359075977
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loss: 0.17943957309436925
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loss: 0.1699885694847274
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loss: 0.16451445928802388
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loss: 0.1600376962410472
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loss: 0.1792728502072414
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loss: 0.1702641799764813
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loss: 0.16996064705829414
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loss: 0.15538595454149812
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loss: 0.15705461753908836
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loss: 0.16681754414363692
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loss: 0.17064491896375492
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loss: 0.159765547176577
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loss: 0.16879156894600295
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loss: 0.16745026465856805
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loss: 0.15666512422002551
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loss: 0.15562798412180331
epoch: 472
loss: 0.17676663975108345
epoch: 473
loss: 0.16153543689501576
epoch: 474
loss: 0.15651655829740022
IOU: [97.59, 81.13, 90.42, 44.11, 50.56, 58.75, 61.84, 72.9, 91.45, 55.77, 93.94, 76.12, 48.82, 93.53, 65.25, 72.2, 59.79, 39.2, 69.75]
mIOU: 69.64, mIOU_reduced: 70.37, accuracy: 95.01
epoch: 475
loss: 0.15978455543518066
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loss: 0.15553124863503756
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loss: 0.16757156201851658
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loss: 0.15730811593265867
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loss: 0.16510335580920274
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loss: 0.15195038838367256
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loss: 0.181778563101176
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loss: 0.18142097150138767
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loss: 0.16388456784489983
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loss: 0.21395501361863634
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loss: 0.16219334707989524
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loss: 0.16550416021414524
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loss: 0.16815091085160838
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loss: 0.1600547963276385
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loss: 0.15260326356258033
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loss: 0.1525535400143531
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loss: 0.1570713430281598
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loss: 0.15332047948538455
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loss: 0.16523518465519593
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loss: 0.15404278554042394
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loss: 0.15728240269374333
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loss: 0.1629137902487963
epoch: 497
loss: 0.169142075063726
epoch: 498
loss: 0.1638584237977501
epoch: 499
loss: 0.16272795029647266
IOU: [97.08, 78.59, 90.78, 44.42, 53.26, 60.48, 62.03, 72.97, 91.57, 59.47, 94.1, 77.04, 55.35, 88.82, 57.5, 46.43, 38.92, 49.28, 70.91]
mIOU: 67.84, mIOU_reduced: 71.63, accuracy: 94.59
epoch: 500
loss: 0.15198019301553942
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loss: 0.16947949525079317
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loss: 0.1632520414667952
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loss: 0.16243597365052231
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loss: 0.16227875611772435
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loss: 0.16533229771168084
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loss: 0.17337719037767368
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loss: 0.1750758419220017
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loss: 0.16231380479355065
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loss: 0.16782045008920915
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loss: 0.16810556981120148
epoch: 511
loss: 0.16490763118565885
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loss: 0.1565976809419069
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loss: 0.15267204728248626
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loss: 0.16083590059749522
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loss: 0.16404092446411395
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loss: 0.14780025168088567
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loss: 0.17430993416559987
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loss: 0.1657457482220349
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loss: 0.15649949184887493
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loss: 0.15845823350219393
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loss: 0.1638013585156829
epoch: 522
loss: 0.1501475249258977
epoch: 523
loss: 0.18118297146015733
epoch: 524
loss: 0.1669239431137666
IOU: [97.75, 82.27, 90.92, 52.28, 55.51, 61.35, 62.9, 74.51, 91.8, 62.65, 94.04, 78.46, 56.45, 93.58, 61.2, 77.01, 75.12, 49.29, 72.2]
mIOU: 73.12, mIOU_reduced: 73.5, accuracy: 95.32
epoch: 525
loss: 0.18213525567093306
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loss: 0.15725803969683994
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loss: 0.17085050488257345
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loss: 0.16961559639224466
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loss: 0.16742208553854668
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loss: 0.16207812569854715
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loss: 0.1479492367237726
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loss: 0.14969859706022026
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loss: 0.15079099002151156
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loss: 0.14267036776658337
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loss: 0.16840726064864517
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loss: 0.15212985063900522
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loss: 0.15535647277481793
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loss: 0.14344911530332746
epoch: 539
loss: 0.1474646786152513
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loss: 0.1774525689588724
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loss: 0.17635974597256138
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loss: 0.17099071633462315
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loss: 0.16683879205480098
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loss: 0.16565036076821407
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loss: 0.15674189534389749
epoch: 546
loss: 0.17604658608086346
epoch: 547
loss: 0.15775877249369402
epoch: 548
loss: 0.16126605790018073
epoch: 549
loss: 0.15681162185344413
IOU: [97.14, 79.43, 90.22, 42.52, 47.68, 57.63, 56.33, 73.19, 91.07, 58.05, 93.65, 75.47, 55.83, 92.76, 62.73, 71.21, 57.09, 37.94, 70.61]
mIOU: 68.98, mIOU_reduced: 69.97, accuracy: 94.69
epoch: 550
loss: 0.1552283668895616
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loss: 0.15384010502671938
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loss: 0.1491997997675623
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loss: 0.1536858585284084
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loss: 0.15320704782989147
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loss: 0.1489956824164185
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loss: 0.14548837540123982
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loss: 0.14467223042828053
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loss: 0.14206175431809978
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loss: 0.16978142372360128
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loss: 0.16782546995303058
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loss: 0.150722745956597
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loss: 0.14734394450714647
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loss: 0.14941509772905442
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loss: 0.15187874829994058
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loss: 0.15054204329004828
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loss: 0.14692338658471635
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loss: 0.1644799639634045
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loss: 0.15470267800147322
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loss: 0.18211402954920283
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loss: 0.15996938891648604
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loss: 0.16088741451421518
epoch: 572
loss: 0.15231955079537518
epoch: 573
loss: 0.14140334994484471
epoch: 574
loss: 0.15231347981729917
IOU: [97.11, 78.91, 91.07, 53.32, 56.7, 60.04, 61.63, 69.77, 91.58, 62.71, 94.27, 76.77, 54.79, 93.51, 70.97, 80.83, 58.33, 49.06, 71.55]
mIOU: 72.26, mIOU_reduced: 72.67, accuracy: 95.06
epoch: 575
loss: 0.14294459668773846
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loss: 0.14103129570374914
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loss: 0.14737368967494555
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loss: 0.14340908030133362
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loss: 0.14330633404360948
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loss: 0.15935105794282614
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loss: 0.15114113477603444
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loss: 0.1473979364749235
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loss: 0.17125213569948936
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loss: 0.15786762937220603
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loss: 0.14832253250070015
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loss: 0.14994022615675656
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loss: 0.15583365655571946
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loss: 0.15501345447051235
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loss: 0.14974445739203707
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loss: 0.16150887720186435
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loss: 0.15317637664127864
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loss: 0.15864512796270236
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loss: 0.1484717576490901
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loss: 0.14370841378310942
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loss: 0.15070997212694662
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loss: 0.1835168704310196
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loss: 0.15454082568540084
epoch: 598
loss: 0.14439776236557897
epoch: 599
loss: 0.1479963991600227
IOU: [97.16, 79.28, 90.71, 54.64, 56.65, 59.09, 61.34, 68.81, 91.25, 57.87, 94.21, 76.6, 52.63, 90.68, 44.12, 44.68, 53.38, 30.68, 69.77]
mIOU: 67.03, mIOU_reduced: 70.71, accuracy: 94.67
epoch: 600
loss: 0.15635116046892023
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loss: 0.14220529447266997
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loss: 0.15001128804731884
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loss: 0.14697693039304163
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loss: 0.1421324276739375
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loss: 0.14084926731583244
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loss: 0.1397585924262949
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loss: 0.14987856669808333
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loss: 0.14868235666395196
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loss: 0.1399545925204966
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loss: 0.15040513589938054
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loss: 0.16040503729707148
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loss: 0.16657515414400564
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loss: 0.16621783831611156
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loss: 0.15756605061479012
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loss: 0.15210758242003036
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loss: 0.14371067199183282
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loss: 0.16104048749587607
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loss: 0.14966767170840517
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loss: 0.13790757889856867
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loss: 0.1403393656055561
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loss: 0.13997291847862645
epoch: 622
loss: 0.14214519192426994
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loss: 0.15146122505321014
epoch: 624
loss: 0.15502163659369528
IOU: [97.74, 81.25, 90.11, 44.55, 54.28, 58.71, 62.93, 71.7, 91.25, 53.72, 93.78, 77.61, 54.69, 93.05, 58.23, 64.67, 11.71, 51.72, 70.29]
mIOU: 67.47, mIOU_reduced: 71.71, accuracy: 94.8
epoch: 625
loss: 0.15029208273739827
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loss: 0.1432752220055485
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loss: 0.14021350519676415
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loss: 0.14537725852666838
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loss: 0.1369552436583447
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loss: 0.14092498800825237
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loss: 0.1377028770483729
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loss: 0.14123289182661677
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loss: 0.14253016075275016
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loss: 0.14210938949469287
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loss: 0.1727764529560133
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loss: 0.1522627243134532
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loss: 0.143297964450966
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loss: 0.14318235630214696
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loss: 0.1638412295446563
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loss: 0.14645924403098715
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loss: 0.14205002405171124
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loss: 0.14165812138357572
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loss: 0.14070293114513077
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loss: 0.1500561919133618
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loss: 0.14799554417075494
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loss: 0.13744413372721634
epoch: 647
loss: 0.1449179951794385
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loss: 0.15163421251301495
epoch: 649
loss: 0.14662053387843052
IOU: [97.75, 81.96, 91.06, 49.9, 56.89, 59.73, 64.62, 74.09, 91.81, 60.98, 93.49, 78.41, 55.59, 93.86, 71.58, 64.25, 48.69, 50.62, 71.0]
mIOU: 71.38, mIOU_reduced: 73.23, accuracy: 95.28
epoch: 650
loss: 0.13898868254333172
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loss: 0.13782105161092995
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loss: 0.1379939554475067
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loss: 0.18185962539798808
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loss: 0.16117953115476752
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loss: 0.14509718280757533
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loss: 0.14190500109102527
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loss: 0.15290260439452458
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loss: 0.14819408406947823
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loss: 0.1612090284049993
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loss: 0.15923692324171168
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loss: 0.15091798964616746
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loss: 0.157525456417603
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loss: 0.14163100952408064
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loss: 0.13563787531499272
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loss: 0.1507761570200766
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loss: 0.14536044887214336
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loss: 0.1430682823905405
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loss: 0.13353842368344412
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loss: 0.14420014336665044
epoch: 670
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loss: 0.13683301455409058
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loss: 0.14588299857557946
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loss: 0.15542073180331695
IOU: [97.85, 83.01, 91.13, 45.53, 57.78, 61.61, 64.29, 74.77, 91.46, 63.97, 92.9, 78.79, 55.93, 93.92, 63.72, 78.03, 76.5, 53.96, 72.32]
mIOU: 73.55, mIOU_reduced: 73.7, accuracy: 95.37
epoch: 675
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loss: 0.13366298152590697
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loss: 0.1378019175961654
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loss: 0.13663237437485362
IOU: [97.7, 81.73, 90.66, 36.44, 43.23, 60.22, 64.49, 72.31, 91.72, 58.14, 93.1, 78.21, 58.13, 92.76, 58.79, 80.04, 69.22, 54.91, 72.51]
mIOU: 71.28, mIOU_reduced: 71.64, accuracy: 95.07
epoch: 700
loss: 0.1442691731967052
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loss: 0.1302746749028684
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loss: 0.12606239104969805
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loss: 0.1316427265939044
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loss: 0.1310693542711497
IOU: [97.92, 83.64, 91.5, 55.45, 60.02, 61.16, 64.8, 73.28, 92.05, 62.06, 94.29, 78.65, 55.86, 94.13, 61.08, 74.51, 63.19, 52.69, 72.86]
mIOU: 73.11, mIOU_reduced: 74.4, accuracy: 95.58
epoch: 725
loss: 0.1366706368013855
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loss: 0.13413279545757006
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loss: 0.1288786292919573
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loss: 0.13239843836129514
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loss: 0.1273243628703359
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loss: 0.13118794869701816
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loss: 0.13420446767318603
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loss: 0.12644806084526838
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loss: 0.12562776021558963
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loss: 0.14055274404846432
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loss: 0.12645011833012906
epoch: 749
loss: 0.12154054292289394
IOU: [97.85, 83.09, 91.35, 55.22, 55.51, 63.12, 65.18, 76.55, 92.0, 61.04, 94.64, 79.27, 60.31, 93.99, 62.34, 81.89, 68.2, 52.63, 73.21]
mIOU: 74.07, mIOU_reduced: 74.69, accuracy: 95.53
epoch: 750
loss: 0.13164442488446712
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loss: 0.13181366367802788
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loss: 0.13037516773148689
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loss: 0.14082323036826846
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loss: 0.14108908094084166
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loss: 0.13198065990707625
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loss: 0.13599300117425198
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loss: 0.12994491162325816
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loss: 0.1351216316946112
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loss: 0.13288253095914732
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loss: 0.12339253117132058
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loss: 0.12061166241162549
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loss: 0.14075385841397905
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loss: 0.1261998836423027
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loss: 0.12655083021786656
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loss: 0.1298110178016588
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loss: 0.13056249631383027
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loss: 0.1275228294079516
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loss: 0.12166282892066513
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loss: 0.12421164649596433
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loss: 0.1229249216676401
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loss: 0.12902234412348174
epoch: 774
loss: 0.12037633527120489
IOU: [97.95, 83.62, 92.11, 54.55, 57.39, 63.68, 67.18, 76.69, 92.18, 61.83, 94.94, 79.8, 59.86, 94.24, 64.3, 80.81, 78.12, 58.29, 74.17]
mIOU: 75.35, mIOU_reduced: 75.53, accuracy: 95.73
epoch: 775
loss: 0.1259203882551579
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loss: 0.1280330888465087
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loss: 0.13090858891646495
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loss: 0.14815348268278203
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loss: 0.13542822236320723
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loss: 0.12910472746245624
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loss: 0.153898976682974
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loss: 0.14507625083316047
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loss: 0.13683340005636857
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loss: 0.13109817118898556
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loss: 0.1269518541438239
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loss: 0.12118149137079234
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loss: 0.12063204725034475
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loss: 0.12791757259487785
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loss: 0.1225643595354255
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loss: 0.11884468008646104
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loss: 0.11795467001729898
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loss: 0.12027963857364783
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loss: 0.11933323106354458
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loss: 0.12449155159475347
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loss: 0.12897059817439463
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loss: 0.13175817107093946
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loss: 0.12321877224506393
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loss: 0.11960166877492097
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loss: 0.11647107855810952
IOU: [98.24, 85.54, 92.26, 54.44, 58.66, 63.32, 67.72, 76.92, 92.45, 63.79, 94.85, 80.25, 59.38, 94.56, 71.83, 81.32, 72.07, 58.88, 74.53]
mIOU: 75.84, mIOU_reduced: 75.99, accuracy: 95.95
epoch: 800
loss: 0.11416575238309459
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loss: 0.1212927136981905
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loss: 0.1247996728053954
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loss: 0.11955284360404606
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loss: 0.1275041952247247
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loss: 0.12335173112925173
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loss: 0.12800738852059423
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loss: 0.12286031067451698
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loss: 0.12642323348239426
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loss: 0.118927619949666
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loss: 0.11679384138465249
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loss: 0.11378934441229725
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loss: 0.11612559732481476
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loss: 0.1188764900491244
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loss: 0.1299447185508003
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loss: 0.1265689058485378
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loss: 0.1217795678105637
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loss: 0.11538988412069182
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loss: 0.12698121386959224
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loss: 0.12607720853745777
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loss: 0.11681349101574273
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loss: 0.11409578502499511
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loss: 0.1221179995695857
epoch: 823
loss: 0.13213329619635147
epoch: 824
loss: 0.12603376898161484
IOU: [97.88, 83.45, 92.09, 59.34, 55.67, 63.15, 67.68, 75.65, 92.15, 60.95, 94.49, 79.54, 59.16, 94.19, 76.83, 83.91, 76.66, 54.35, 74.54]
mIOU: 75.88, mIOU_reduced: 75.27, accuracy: 95.74
epoch: 825
loss: 0.11697769600827738
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loss: 0.11347503215074539
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loss: 0.11289475022782534
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loss: 0.12303435009203831
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loss: 0.12079049418918848
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loss: 0.11597975622611548
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loss: 0.12020326602571416
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loss: 0.12222412606133927
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loss: 0.11824308444226206
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loss: 0.11806972567845547
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loss: 0.1399403509063862
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loss: 0.12141023915652638
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loss: 0.11696672840219624
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loss: 0.1152865684659012
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loss: 0.12168434447034028
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loss: 0.12270284660983921
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loss: 0.1145145312313121
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loss: 0.11267995332289898
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loss: 0.11470938578368518
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loss: 0.11432475245223855
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loss: 0.11371037184268316
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loss: 0.11174142455074665
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loss: 0.11542728361535587
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loss: 0.11382103941310448
epoch: 849
loss: 0.1109268419303984
IOU: [97.92, 83.88, 92.13, 53.85, 59.42, 63.86, 68.13, 77.46, 92.04, 62.68, 94.82, 80.5, 62.09, 94.18, 65.85, 82.29, 75.6, 61.63, 74.72]
mIOU: 75.95, mIOU_reduced: 76.21, accuracy: 95.75
epoch: 850
loss: 0.11227214484001105
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loss: 0.11187422086768395
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loss: 0.1132902506025975
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loss: 0.11501107423132
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loss: 0.11081841528777163
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loss: 0.11568325761996832
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loss: 0.10728901722079338
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loss: 0.11216851661227784
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loss: 0.111849884058266
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loss: 0.12806489220205344
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loss: 0.11740507550959317
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loss: 0.11407779247532636
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loss: 0.11315160543931463
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loss: 0.11691664946529101
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loss: 0.11772964406768588
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loss: 0.11572403022944124
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loss: 0.1143518296293814
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loss: 0.11090436567755722
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loss: 0.10801280326036751
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loss: 0.12190401003849152
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loss: 0.11241703510605743
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loss: 0.11812948766905021
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loss: 0.11990609998008954
epoch: 873
loss: 0.11691977893004842
epoch: 874
loss: 0.11973194844237556
IOU: [98.11, 84.64, 92.08, 55.24, 59.24, 64.37, 68.36, 78.06, 91.68, 58.09, 94.72, 80.42, 61.25, 94.76, 76.63, 77.67, 56.9, 58.34, 74.98]
mIOU: 75.03, mIOU_reduced: 75.9, accuracy: 95.78
epoch: 875
loss: 0.11814787317157756
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loss: 0.12221587001474077
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loss: 0.11218418765341175
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loss: 0.11042486839096823
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loss: 0.12182962986818864
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loss: 0.11514675236656016
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loss: 0.1251616418321499
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loss: 0.1188421487968887
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loss: 0.11244107543859842
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loss: 0.10714214335313704
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loss: 0.10694904140425178
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loss: 0.11170318284927995
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loss: 0.11190812552794613
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loss: 0.10784698107011234
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loss: 0.1074484311084381
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loss: 0.10795956896241463
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loss: 0.10644005396656912
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loss: 0.10390777498322998
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loss: 0.10455370049752957
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loss: 0.10763850036978401
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loss: 0.10663842274292781
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loss: 0.10416976378532754
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loss: 0.10344755756003517
epoch: 898
loss: 0.10794261663228354
epoch: 899
loss: 0.11003926507827407
IOU: [97.9, 83.54, 92.44, 58.21, 58.88, 63.87, 68.23, 76.42, 92.2, 62.67, 94.91, 80.12, 60.25, 94.05, 78.8, 77.76, 73.16, 58.68, 75.0]
mIOU: 76.16, mIOU_reduced: 76.09, accuracy: 95.82
epoch: 900
loss: 0.11940161067480347
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loss: 0.11488342714920198
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loss: 0.10760354505716309
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loss: 0.10417960827161038
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loss: 0.10471532485796756
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loss: 0.10328089177728984
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loss: 0.10740294185971636
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loss: 0.10784168256260956
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loss: 0.10335334650469276
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loss: 0.10402948540858824
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loss: 0.10412681417042675
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loss: 0.10306242976910021
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loss: 0.10405326857560407
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loss: 0.10308817705777135
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loss: 0.10165922307582557
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loss: 0.10221373058875616
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loss: 0.10221057670376693
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loss: 0.10011296496397723
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loss: 0.10005030158475403
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loss: 0.10167471041295406
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loss: 0.10027754512638094
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loss: 0.09820778897870583
epoch: 922
loss: 0.09897417259826814
epoch: 923
loss: 0.09717227250458095
epoch: 924
loss: 0.09996189481285062
IOU: [98.04, 84.36, 92.46, 58.62, 60.45, 64.99, 70.1, 77.87, 92.53, 65.0, 94.94, 80.74, 62.4, 94.68, 76.56, 85.06, 77.56, 62.76, 75.74]
mIOU: 77.63, mIOU_reduced: 77.23, accuracy: 96.01
epoch: 925
loss: 0.09910432876883492
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loss: 0.09868882384623158
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loss: 0.0992087978277245
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loss: 0.09736415380335882
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loss: 0.0986688148501427
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loss: 0.09652080301526743
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loss: 0.09938294792954491
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loss: 0.10007181112978336
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loss: 0.10355317755288512
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loss: 0.10285036157404959
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loss: 0.10023085014879543
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loss: 0.10519849060158525
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loss: 0.09861183748894303
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loss: 0.0996946484412787
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loss: 0.09969275405585284
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loss: 0.09797039345870763
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loss: 0.09930731933513742
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loss: 0.09650921218117292
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loss: 0.09581831798479563
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loss: 0.09857712428002666
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loss: 0.1002594700078116
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loss: 0.09565165646956617
epoch: 947
loss: 0.09780470508770801
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loss: 0.09571824752979201
epoch: 949
loss: 0.09637183835604442
IOU: [98.2, 85.42, 92.67, 62.28, 61.52, 65.71, 70.26, 78.87, 92.53, 63.83, 95.05, 81.4, 62.71, 94.77, 76.72, 85.6, 81.63, 62.11, 76.13]
mIOU: 78.28, mIOU_reduced: 77.72, accuracy: 96.15
epoch: 950
loss: 0.09596711268643485
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loss: 0.09600526342454625
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loss: 0.09723188167794374
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loss: 0.09591402274097073
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loss: 0.09560821487535685
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loss: 0.09606683369715902
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loss: 0.09533776641092853
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loss: 0.09500453619140821
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loss: 0.09449875872893475
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loss: 0.095230272998707
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loss: 0.09379115471782068
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loss: 0.09533182385997631
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loss: 0.09288437354235315
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loss: 0.09402033044000199
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loss: 0.0934271873991605
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loss: 0.09447030322450511
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loss: 0.09287606716919138
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loss: 0.09182990421704205
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loss: 0.09415790984894067
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loss: 0.092506591612197
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loss: 0.09149025719000323
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loss: 0.09152569425997709
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loss: 0.09150431505994334
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loss: 0.09315226471046553
epoch: 974
loss: 0.0914765062598848
IOU: [98.11, 84.82, 92.85, 60.23, 61.29, 66.08, 70.33, 79.25, 92.69, 64.91, 95.18, 81.61, 62.56, 94.98, 74.8, 82.97, 79.37, 63.06, 76.09]
mIOU: 77.96, mIOU_reduced: 77.75, accuracy: 96.15
epoch: 975
loss: 0.09240598355060961
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loss: 0.09293460161136488
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loss: 0.09172722148003604
epoch: 978
loss: 0.09303150126193412
epoch: 979
loss: 0.0928710822688762
epoch: 980
loss: 0.09047468229525815
IOU: [98.21, 85.31, 92.86, 61.34, 61.28, 65.81, 70.58, 78.99, 92.78, 65.2, 95.17, 81.66, 63.4, 94.88, 74.06, 83.48, 78.74, 62.39, 75.97]
mIOU: 78.0, mIOU_reduced: 77.86, accuracy: 96.21
epoch: 981
loss: 0.09086140219092048
IOU: [98.24, 85.68, 92.86, 60.57, 60.75, 66.11, 70.46, 79.04, 92.63, 64.58, 95.24, 81.49, 63.1, 94.97, 76.64, 84.89, 81.05, 61.8, 75.74]
mIOU: 78.2, mIOU_reduced: 77.7, accuracy: 96.2
epoch: 982
loss: 0.09084581829748063
IOU: [98.24, 85.72, 92.94, 61.63, 61.04, 66.32, 70.49, 78.98, 92.7, 65.19, 95.16, 81.36, 62.69, 95.04, 77.84, 84.79, 80.43, 62.14, 76.12]
mIOU: 78.36, mIOU_reduced: 77.86, accuracy: 96.24
epoch: 983
loss: 0.09089121105013832
IOU: [98.26, 85.79, 92.97, 61.22, 61.82, 66.41, 70.54, 79.19, 92.73, 64.89, 95.13, 81.46, 63.25, 94.97, 74.19, 83.49, 81.59, 62.1, 76.1]
mIOU: 78.22, mIOU_reduced: 77.93, accuracy: 96.24
epoch: 984
loss: 0.09209600386192214
IOU: [98.24, 85.61, 92.86, 61.63, 61.2, 66.21, 70.54, 79.17, 92.74, 65.26, 95.13, 81.38, 63.01, 95.01, 74.48, 83.9, 80.78, 62.24, 75.86]
mIOU: 78.17, mIOU_reduced: 77.88, accuracy: 96.22
epoch: 985
loss: 0.09027725163937579
IOU: [98.23, 85.51, 92.85, 60.52, 61.74, 66.28, 70.51, 79.03, 92.57, 64.1, 95.12, 81.39, 63.0, 94.96, 75.59, 83.93, 80.95, 61.29, 76.27]
mIOU: 78.1, mIOU_reduced: 77.71, accuracy: 96.19
epoch: 986
loss: 0.08953826826296726
IOU: [98.25, 85.73, 92.8, 60.37, 61.28, 66.22, 70.6, 78.98, 92.68, 65.28, 95.14, 81.3, 63.04, 94.99, 75.15, 83.7, 80.66, 61.78, 76.15]
mIOU: 78.11, mIOU_reduced: 77.79, accuracy: 96.21
epoch: 987
loss: 0.089876854144579
IOU: [98.26, 85.79, 92.93, 61.74, 61.06, 66.22, 70.41, 78.91, 92.72, 65.12, 95.24, 81.37, 62.96, 94.97, 74.94, 83.94, 80.86, 62.29, 76.22]
mIOU: 78.21, mIOU_reduced: 77.89, accuracy: 96.24
epoch: 988
loss: 0.08938459479664214
IOU: [98.19, 85.34, 92.87, 61.82, 61.58, 66.06, 70.51, 78.76, 92.67, 65.18, 95.02, 81.53, 63.26, 94.96, 74.69, 83.18, 79.71, 62.23, 75.94]
mIOU: 78.08, mIOU_reduced: 77.87, accuracy: 96.19
epoch: 989
loss: 0.08969309559528718
IOU: [98.21, 85.51, 92.84, 62.05, 60.8, 66.07, 70.67, 79.05, 92.67, 65.45, 95.16, 81.58, 63.22, 94.99, 75.32, 84.22, 80.74, 62.22, 75.77]
mIOU: 78.24, mIOU_reduced: 77.89, accuracy: 96.21
epoch: 990
loss: 0.09101399786348613
IOU: [98.18, 85.32, 92.92, 62.07, 61.22, 66.13, 70.61, 79.09, 92.67, 65.49, 95.12, 81.51, 62.97, 94.97, 74.17, 83.61, 81.38, 62.45, 76.05]
mIOU: 78.21, mIOU_reduced: 77.92, accuracy: 96.2
epoch: 991
loss: 0.08991162502018589
IOU: [98.19, 85.36, 92.92, 62.16, 61.52, 66.22, 70.56, 78.83, 92.69, 65.29, 95.1, 81.57, 63.22, 95.0, 75.07, 83.66, 80.82, 62.66, 76.05]
mIOU: 78.26, mIOU_reduced: 77.96, accuracy: 96.21
epoch: 992
loss: 0.08989736371525536
IOU: [98.2, 85.45, 92.91, 62.12, 61.42, 66.32, 70.63, 79.16, 92.64, 65.08, 95.2, 81.55, 63.12, 95.03, 74.94, 83.97, 81.14, 62.23, 76.08]
mIOU: 78.27, mIOU_reduced: 77.95, accuracy: 96.21
epoch: 993
loss: 0.09119955065717916
IOU: [98.2, 85.39, 92.92, 61.88, 61.29, 66.32, 70.53, 78.97, 92.68, 64.78, 95.18, 81.6, 63.03, 95.03, 75.36, 84.28, 81.22, 62.28, 76.29]
mIOU: 78.28, mIOU_reduced: 77.9, accuracy: 96.21
epoch: 994
loss: 0.09050362251919877
IOU: [98.16, 85.18, 92.87, 61.45, 61.33, 66.11, 70.62, 78.91, 92.67, 64.82, 95.02, 81.6, 62.91, 95.0, 74.9, 83.73, 80.8, 62.25, 75.98]
mIOU: 78.12, mIOU_reduced: 77.81, accuracy: 96.18
epoch: 995
loss: 0.09068057875869409
IOU: [98.17, 85.29, 92.9, 62.36, 61.12, 66.21, 70.56, 78.85, 92.67, 65.08, 95.13, 81.61, 63.02, 95.01, 75.61, 84.44, 80.85, 62.64, 76.09]
mIOU: 78.29, mIOU_reduced: 77.92, accuracy: 96.2
epoch: 996
loss: 0.09109726821315899
IOU: [98.2, 85.49, 92.87, 61.92, 60.99, 65.95, 70.63, 79.0, 92.67, 65.34, 95.12, 81.59, 63.12, 95.01, 75.68, 84.37, 81.34, 62.55, 76.12]
mIOU: 78.31, mIOU_reduced: 77.91, accuracy: 96.21
epoch: 997
loss: 0.08882623240150853
IOU: [98.23, 85.58, 92.94, 61.78, 61.57, 66.32, 70.62, 78.87, 92.67, 65.02, 95.09, 81.56, 63.04, 95.03, 75.06, 84.23, 81.2, 62.52, 76.2]
mIOU: 78.29, mIOU_reduced: 77.94, accuracy: 96.22
epoch: 998
loss: 0.09096183608765551
IOU: [98.21, 85.48, 92.92, 61.87, 61.31, 66.2, 70.72, 79.08, 92.68, 65.06, 95.1, 81.62, 62.9, 95.02, 74.84, 83.96, 80.95, 62.43, 75.98]
mIOU: 78.23, mIOU_reduced: 77.91, accuracy: 96.21
epoch: 999
loss: 0.08815648933907724
IOU: [98.21, 85.5, 92.89, 61.89, 61.31, 66.37, 70.7, 79.04, 92.67, 65.24, 95.13, 81.54, 63.0, 95.01, 74.37, 83.94, 80.98, 62.6, 76.23]
mIOU: 78.24, mIOU_reduced: 77.96, accuracy: 96.21
Best mIOU: 78.3588533903423
Best global accuracy: 96.23712301254272
Training time 1 day, 15:38:05
mIOUs: [78.3588533903423]
global_accuracies: [96.23712301254272]
