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run: 3
epoch: 0
loss: 1.1999954378829811
IOU: [72.36, 20.93, 53.01, 0.0, 0.0, 0.0, 0.0, 0.0, 57.66, 9.57, 52.62, 0.0, 0.0, 8.72, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.47, mIOU_reduced: 17.18, accuracy: 66.38
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IOU: [95.83, 68.72, 84.03, 24.63, 21.68, 40.71, 28.04, 42.85, 87.49, 45.01, 88.68, 51.37, 2.3, 86.12, 34.44, 35.38, 25.36, 5.16, 46.46]
mIOU: 48.12, mIOU_reduced: 51.19, accuracy: 91.33
epoch: 25
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loss: 0.27755098402339495
IOU: [96.2, 72.57, 87.32, 29.08, 38.75, 49.97, 42.02, 53.97, 89.25, 54.94, 90.92, 65.73, 30.91, 89.33, 40.73, 62.59, 42.04, 16.75, 61.67]
mIOU: 58.67, mIOU_reduced: 60.59, accuracy: 92.95
epoch: 50
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loss: 0.25600875383920746
IOU: [96.8, 75.28, 86.93, 32.33, 37.38, 50.63, 47.41, 62.38, 89.57, 48.75, 87.24, 69.99, 43.57, 89.35, 31.05, 54.51, 34.28, 34.4, 64.34]
mIOU: 59.8, mIOU_reduced: 63.52, accuracy: 93.05
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loss: 0.2516000099540399
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loss: 0.23799729017877194
IOU: [96.57, 72.81, 88.14, 36.45, 42.23, 48.49, 43.43, 62.41, 89.98, 53.93, 90.83, 63.56, 21.03, 89.97, 45.29, 60.87, 47.53, 19.24, 61.11]
mIOU: 59.68, mIOU_reduced: 61.26, accuracy: 93.31
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loss: 0.23290461866119802
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loss: 0.2182754322364324
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loss: 0.21067387441981514
IOU: [96.57, 73.96, 87.94, 36.56, 42.91, 52.22, 45.71, 65.5, 89.74, 51.09, 92.57, 71.29, 41.34, 90.53, 55.97, 63.09, 56.05, 26.18, 66.13]
mIOU: 63.44, mIOU_reduced: 64.39, accuracy: 93.64
epoch: 125
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loss: 0.22147712728003607
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loss: 0.2246713975288797
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loss: 0.22450776902250846
IOU: [97.01, 75.26, 88.52, 24.56, 40.74, 49.9, 47.11, 60.47, 90.53, 58.43, 93.26, 71.04, 45.65, 90.73, 50.13, 68.71, 53.89, 37.38, 65.67]
mIOU: 63.63, mIOU_reduced: 64.77, accuracy: 93.85
epoch: 150
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loss: 0.21343446504876942
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loss: 0.2271342771152923
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loss: 0.19977583894832437
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loss: 0.20193864636103098
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loss: 0.21402911438212563
epoch: 174
loss: 0.2261817151243796
IOU: [96.97, 78.75, 88.67, 36.57, 46.14, 53.79, 51.22, 61.83, 89.16, 49.5, 92.9, 71.59, 47.66, 91.74, 52.2, 65.3, 38.18, 32.97, 65.88]
mIOU: 63.74, mIOU_reduced: 65.96, accuracy: 93.87
epoch: 175
loss: 0.21620139244672745
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loss: 0.2219267418040741
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loss: 0.2126063891658886
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loss: 0.19763440347585395
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loss: 0.2075838563898503
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loss: 0.20286304977624564
IOU: [97.28, 77.9, 88.94, 43.39, 50.04, 53.44, 52.43, 66.99, 90.43, 54.11, 92.95, 71.48, 45.2, 91.96, 46.89, 68.17, 54.94, 31.86, 62.17]
mIOU: 65.29, mIOU_reduced: 66.91, accuracy: 94.12
epoch: 200
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loss: 0.1911401854893268
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loss: 0.21405878514453086
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loss: 0.19916966923002927
IOU: [97.21, 79.11, 89.03, 34.27, 52.33, 54.41, 52.68, 66.31, 90.17, 53.89, 93.76, 73.77, 50.51, 90.12, 40.61, 72.61, 61.43, 39.83, 65.87]
mIOU: 66.21, mIOU_reduced: 67.7, accuracy: 94.11
epoch: 225
loss: 0.20558960954696343
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loss: 0.1909980240536507
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loss: 0.20476963788752928
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loss: 0.2122635055343417
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loss: 0.19557403668640758
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loss: 0.22076403277341247
IOU: [97.15, 79.39, 89.46, 44.87, 52.8, 54.56, 53.32, 66.64, 90.74, 60.77, 93.86, 73.48, 53.37, 91.21, 47.16, 65.96, 53.14, 41.04, 68.51]
mIOU: 67.23, mIOU_reduced: 69.45, accuracy: 94.43
epoch: 250
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loss: 0.19032549976579585
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loss: 0.19799691153504456
IOU: [97.66, 80.64, 90.02, 31.46, 53.79, 59.12, 60.43, 70.12, 91.35, 57.87, 93.81, 76.16, 52.15, 92.21, 51.49, 77.65, 71.0, 42.13, 69.83]
mIOU: 69.42, mIOU_reduced: 69.92, accuracy: 94.83
epoch: 275
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loss: 0.1936103138480225
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loss: 0.18609001730490887
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loss: 0.17625074540428073
IOU: [97.27, 79.73, 90.42, 47.08, 52.37, 57.58, 59.88, 70.96, 91.56, 61.7, 94.0, 74.93, 53.58, 91.65, 42.43, 65.31, 54.48, 48.06, 69.5]
mIOU: 68.55, mIOU_reduced: 71.27, accuracy: 94.71
epoch: 300
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loss: 0.18044380528345264
IOU: [96.24, 73.87, 88.13, 29.78, 43.87, 47.25, 49.31, 67.25, 89.01, 48.39, 91.73, 72.19, 51.58, 86.02, 48.13, 58.3, 28.12, 35.14, 65.72]
mIOU: 61.58, mIOU_reduced: 64.72, accuracy: 93.07
epoch: 325
loss: 0.1980667375530194
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loss: 0.1945722279643434
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loss: 0.19879308336908927
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loss: 0.1760691530460296
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loss: 0.18635044373431295
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loss: 0.17258996032479637
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loss: 0.16595560661705355
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loss: 0.17440298635442303
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loss: 0.17160072318225536
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loss: 0.17208652282660863
epoch: 349
loss: 0.2086105100067478
IOU: [96.95, 76.77, 88.75, 20.91, 46.62, 54.98, 55.71, 66.94, 89.97, 57.56, 92.75, 72.0, 49.57, 86.41, 45.3, 36.39, 37.65, 32.89, 64.94]
mIOU: 61.74, mIOU_reduced: 65.86, accuracy: 93.69
epoch: 350
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loss: 0.2028980213355504
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loss: 0.17962515707607218
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loss: 0.17526839822129098
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loss: 0.20433921445251474
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loss: 0.18243886662943343
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loss: 0.1866501994491266
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loss: 0.18987658398973975
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loss: 0.1785506691853955
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loss: 0.1876803553811302
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loss: 0.17265463536078074
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loss: 0.17266878353135606
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loss: 0.16743449185977408
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loss: 0.16742322130023307
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loss: 0.17172838673196392
epoch: 373
loss: 0.17008656885906692
epoch: 374
loss: 0.1975495148339683
IOU: [96.82, 76.51, 89.31, 41.76, 50.98, 57.56, 57.28, 68.99, 90.8, 56.74, 93.02, 74.42, 52.87, 91.36, 50.78, 62.65, 39.0, 42.43, 69.12]
mIOU: 66.44, mIOU_reduced: 69.38, accuracy: 94.19
epoch: 375
loss: 0.17957177872686694
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loss: 0.16583468875473723
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loss: 0.16669190964207173
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loss: 0.1705763958936753
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loss: 0.17723419059399326
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loss: 0.16276259674135887
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loss: 0.16019962364531593
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loss: 0.15308059424643888
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loss: 0.1590630862550594
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loss: 0.1682282905734453
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loss: 0.17480893599778172
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loss: 0.17631675525897275
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loss: 0.17171887679884054
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loss: 0.18077393462555105
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loss: 0.1740512941082854
epoch: 398
loss: 0.16916871625136815
epoch: 399
loss: 0.1849783198491261
IOU: [96.16, 73.92, 90.34, 40.61, 53.31, 58.62, 60.46, 71.17, 90.62, 53.51, 94.16, 74.45, 53.36, 92.44, 60.43, 68.72, 53.01, 39.92, 69.24]
mIOU: 68.13, mIOU_reduced: 69.52, accuracy: 94.21
epoch: 400
loss: 0.17188928631759398
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loss: 0.16624233666857618
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loss: 0.1681176079010385
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loss: 0.20220602199314738
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loss: 0.1715402272793482
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loss: 0.16222876477032658
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loss: 0.17278440346856003
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loss: 0.16749780904250647
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loss: 0.1849055484620066
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loss: 0.17466122452219862
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loss: 0.1940595326277445
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loss: 0.18004080970492967
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loss: 0.18009521468791037
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loss: 0.20738707633432996
epoch: 423
loss: 0.19186085749748905
epoch: 424
loss: 0.16440877828475922
IOU: [97.53, 80.89, 90.35, 41.81, 50.92, 58.75, 61.5, 72.59, 91.23, 56.79, 94.49, 77.08, 56.41, 92.57, 57.5, 65.82, 47.72, 50.05, 70.69]
mIOU: 69.19, mIOU_reduced: 71.48, accuracy: 94.82
epoch: 425
loss: 0.16578509158522614
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loss: 0.16927208088719942
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loss: 0.16550796786247882
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loss: 0.17024856378045686
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loss: 0.16323280993176278
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loss: 0.16378033725479543
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loss: 0.16639326958643458
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loss: 0.17260385595884606
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loss: 0.1635070737963417
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loss: 0.1607009962883921
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loss: 0.16592621411676356
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loss: 0.16732565277429282
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loss: 0.15820762260021226
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loss: 0.16560648853647097
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loss: 0.16909481870196258
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loss: 0.2011765517957127
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loss: 0.1712453023723836
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loss: 0.16425218158012453
epoch: 448
loss: 0.15643513638455914
epoch: 449
loss: 0.17057259748325837
IOU: [93.32, 76.93, 79.15, 8.06, 29.04, 47.53, 51.19, 56.77, 89.62, 45.14, 93.18, 71.99, 46.59, 84.13, 32.7, 66.9, 45.42, 24.64, 62.07]
mIOU: 58.13, mIOU_reduced: 59.96, accuracy: 91.22
epoch: 450
loss: 0.18763135204899986
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loss: 0.1805892347124709
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loss: 0.15423967251478823
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loss: 0.17918586698825148
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loss: 0.18962053972675472
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loss: 0.1702854303979488
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loss: 0.16966440319773965
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loss: 0.16950062322970028
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loss: 0.17959292279179848
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loss: 0.165567541961882
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loss: 0.16505489096728296
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loss: 0.15024086640208878
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loss: 0.15705694932982606
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loss: 0.16627955597365962
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loss: 0.15733746834842344
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loss: 0.1725165739535
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loss: 0.1708870107192556
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loss: 0.17870944023453644
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loss: 0.15267085231780364
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loss: 0.15543862741510822
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loss: 0.16466502313102996
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loss: 0.15835730028602313
epoch: 474
loss: 0.15845624140571712
IOU: [97.68, 81.92, 90.8, 37.91, 51.41, 59.78, 60.6, 70.81, 91.79, 63.54, 94.01, 76.55, 50.61, 93.5, 64.55, 78.46, 75.88, 43.59, 68.64]
mIOU: 71.16, mIOU_reduced: 70.82, accuracy: 95.17
epoch: 475
loss: 0.16990331923865243
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loss: 0.16764234944254242
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loss: 0.16083603432637983
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loss: 0.15965957801056035
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loss: 0.15535301552467912
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loss: 0.15177372706466608
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loss: 0.16661042597576614
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loss: 0.1876870323062907
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loss: 0.1690465235766375
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loss: 0.18023477617219452
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loss: 0.16125153529274497
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loss: 0.17150569813592093
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loss: 0.15706118891100998
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loss: 0.165695884036568
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loss: 0.1519538207115189
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loss: 0.15414250913174005
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loss: 0.1654965987183013
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loss: 0.15799193644539686
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loss: 0.16310327813390774
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loss: 0.16256668948821945
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loss: 0.1986114399211426
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loss: 0.17062814067798163
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loss: 0.16036206973852174
epoch: 498
loss: 0.1650874157037054
epoch: 499
loss: 0.15685746969399106
IOU: [97.28, 79.85, 91.11, 52.03, 56.48, 60.47, 63.6, 72.37, 91.94, 59.93, 94.27, 77.19, 55.4, 92.96, 60.2, 76.33, 63.31, 44.75, 71.44]
mIOU: 71.63, mIOU_reduced: 72.57, accuracy: 95.12
epoch: 500
loss: 0.15112897336001024
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loss: 0.17632400176194157
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loss: 0.15754655569872122
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loss: 0.15782828510530553
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loss: 0.16210415467338743
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loss: 0.17362458871381303
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loss: 0.18255366977414675
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loss: 0.17924376864317615
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loss: 0.17488851950496354
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loss: 0.16881597431682832
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loss: 0.15417757578133895
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loss: 0.15900901512235321
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loss: 0.15349557409389322
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loss: 0.15159475417792637
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loss: 0.16596230697840694
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loss: 0.16431413388075533
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loss: 0.14996549611625004
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loss: 0.17307381976566547
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loss: 0.16774944798403352
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loss: 0.1633211776935508
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loss: 0.1712407179960022
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loss: 0.15513012634535042
epoch: 522
loss: 0.15240539064143868
epoch: 523
loss: 0.16242189866031276
epoch: 524
loss: 0.1670592819463532
IOU: [97.66, 81.69, 90.47, 47.71, 55.64, 60.66, 61.98, 72.36, 91.23, 60.64, 94.0, 76.68, 55.09, 93.63, 55.02, 73.62, 63.12, 40.93, 70.06]
mIOU: 70.64, mIOU_reduced: 71.9, accuracy: 95.07
epoch: 525
loss: 0.1695255967926465
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loss: 0.1666627906845265
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loss: 0.16438178290334352
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loss: 0.16405675698804728
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loss: 0.16744900773959662
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loss: 0.1552533439267678
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loss: 0.1464492097055173
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loss: 0.14633428034274726
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loss: 0.14942463728375832
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loss: 0.1407400384304337
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loss: 0.15009753241371915
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loss: 0.1513962449852347
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loss: 0.1544349772348558
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loss: 0.16065585753827724
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loss: 0.17001524704164572
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loss: 0.16749560652235448
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loss: 0.17377328374636464
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loss: 0.16050259720765034
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loss: 0.1670681197607935
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loss: 0.16795840190668312
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loss: 0.1563329898885318
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loss: 0.16729843098358965
epoch: 547
loss: 0.15869167686071037
epoch: 548
loss: 0.15829896298299903
epoch: 549
loss: 0.15052703804163278
IOU: [97.73, 81.98, 91.38, 50.34, 53.19, 59.54, 63.3, 72.01, 91.56, 55.5, 94.37, 78.1, 59.34, 93.2, 63.75, 74.38, 49.1, 50.09, 71.48]
mIOU: 71.07, mIOU_reduced: 72.69, accuracy: 95.24
epoch: 550
loss: 0.15189487888726264
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loss: 0.15503105613581253
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loss: 0.14809620135395996
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loss: 0.15507868412289658
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loss: 0.16351033837567122
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loss: 0.14804427062645756
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loss: 0.14462045981797247
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loss: 0.15890616764919455
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loss: 0.1533764447123214
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loss: 0.16845675626132045
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loss: 0.1558374019284454
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loss: 0.16437785040255826
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loss: 0.14973745223968177
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loss: 0.15440222924208705
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loss: 0.15081432299070924
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loss: 0.14438293040843023
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loss: 0.14963185540187068
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loss: 0.15293200040923938
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loss: 0.14559507566802907
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loss: 0.1487396703254823
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loss: 0.14870250646798117
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loss: 0.1465071900634753
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loss: 0.15666371055770756
epoch: 573
loss: 0.1415891140056749
epoch: 574
loss: 0.15871594265866473
IOU: [96.94, 78.32, 90.8, 42.56, 55.18, 58.15, 54.59, 71.46, 91.58, 61.57, 94.02, 75.21, 56.01, 92.95, 60.51, 71.23, 44.86, 50.47, 71.97]
mIOU: 69.39, mIOU_reduced: 71.36, accuracy: 94.8
epoch: 575
loss: 0.16319704696415568
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loss: 0.1648585214568277
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loss: 0.14662441440589344
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loss: 0.1585087644443358
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loss: 0.1650887423890299
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loss: 0.1559345617368215
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loss: 0.15257354526506922
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loss: 0.15073540252495327
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loss: 0.17140926272078666
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loss: 0.1612891482937368
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loss: 0.15760323118087094
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loss: 0.15053328443971284
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loss: 0.15260664510196753
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loss: 0.1445230976992219
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loss: 0.14516342788774048
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loss: 0.15824534519101088
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loss: 0.16138262902148007
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loss: 0.15975766066672667
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loss: 0.14940656179366407
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loss: 0.1515196586916389
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loss: 0.1761420268133644
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loss: 0.1689723550751203
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loss: 0.15508429890854983
epoch: 598
loss: 0.15066412101296403
epoch: 599
loss: 0.15547744271086875
IOU: [97.73, 82.08, 89.66, 43.61, 51.71, 60.42, 63.29, 72.72, 91.71, 60.38, 93.2, 77.21, 54.36, 93.16, 58.73, 70.26, 74.47, 46.82, 71.54]
mIOU: 71.21, mIOU_reduced: 71.85, accuracy: 94.9
epoch: 600
loss: 0.1601354360700939
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loss: 0.14709666513930755
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loss: 0.1426271517482408
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loss: 0.14450623695500134
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loss: 0.13759177354869817
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loss: 0.1438020223154212
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loss: 0.14018130597640882
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loss: 0.15898609550976045
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loss: 0.15409867849070427
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loss: 0.1430712961202683
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loss: 0.1620692937481757
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loss: 0.15305717524412185
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loss: 0.15763149968777707
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loss: 0.1493464055046881
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loss: 0.16491633478923629
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loss: 0.16553237897687845
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loss: 0.1437334256834097
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loss: 0.14222251678091496
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loss: 0.14436110693489446
epoch: 622
loss: 0.1439547518875721
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loss: 0.14855875617088976
epoch: 624
loss: 0.14019218952748974
IOU: [97.7, 81.83, 91.39, 54.21, 57.3, 61.59, 64.43, 73.03, 92.01, 59.42, 93.55, 78.5, 58.45, 93.35, 61.55, 73.86, 43.94, 53.29, 72.99]
mIOU: 71.7, mIOU_reduced: 73.94, accuracy: 95.37
epoch: 625
loss: 0.13887416599494107
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loss: 0.13565425044603424
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loss: 0.13794461555397414
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loss: 0.14509331874770295
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loss: 0.1478401262845312
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loss: 0.14372027715582733
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loss: 0.14783034778910506
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loss: 0.1445479908922933
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loss: 0.1355204314515597
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loss: 0.15911579668280892
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loss: 0.1408296088484741
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loss: 0.1436615617207761
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loss: 0.1401423158229522
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loss: 0.15037083420952696
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loss: 0.1423407966958866
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loss: 0.1388024207797012
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loss: 0.1448752358756618
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loss: 0.1408982737406566
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loss: 0.14212272487922178
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loss: 0.14788477110734205
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loss: 0.15389821300850404
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loss: 0.15890461160246575
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loss: 0.16264207498484223
epoch: 649
loss: 0.14675456904015452
IOU: [97.74, 81.97, 91.43, 46.28, 56.44, 61.29, 64.73, 74.61, 92.21, 62.68, 93.78, 79.09, 55.98, 94.04, 61.67, 73.93, 66.58, 55.0, 71.81]
mIOU: 72.7, mIOU_reduced: 73.69, accuracy: 95.42
epoch: 650
loss: 0.13622225710564867
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loss: 0.1373571936854455
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loss: 0.149553856799866
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loss: 0.14698801697746441
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loss: 0.15195200094235234
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loss: 0.14293583596973727
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loss: 0.14514987166679774
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loss: 0.14842186390228992
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loss: 0.16982829683231856
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loss: 0.16424127993477644
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loss: 0.1564996744985529
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loss: 0.15182761677272236
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loss: 0.1464484962772809
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loss: 0.13957212391407342
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loss: 0.1398499490356831
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loss: 0.15420527037263237
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loss: 0.1743841127083308
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loss: 0.14751134640123
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loss: 0.14012583670510115
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loss: 0.14436796968275645
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loss: 0.14771621836966903
IOU: [97.75, 82.16, 91.08, 52.99, 56.48, 61.04, 60.93, 73.63, 91.78, 61.97, 93.68, 78.77, 57.76, 93.4, 60.14, 79.16, 60.23, 50.05, 72.9]
mIOU: 72.42, mIOU_reduced: 73.52, accuracy: 95.32
epoch: 675
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loss: 0.14805924627337494
IOU: [97.76, 81.69, 90.83, 40.33, 51.26, 60.14, 62.75, 72.2, 91.04, 57.44, 94.14, 78.28, 57.94, 93.36, 68.27, 77.74, 70.52, 54.68, 72.58]
mIOU: 72.26, mIOU_reduced: 72.28, accuracy: 95.14
epoch: 700
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loss: 0.1541172204654654
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loss: 0.13849039182990708
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loss: 0.1531494607260285
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loss: 0.15083326122188825
IOU: [97.94, 83.36, 91.61, 51.15, 58.25, 60.32, 63.17, 69.89, 91.94, 61.61, 94.02, 78.18, 58.62, 93.77, 62.32, 77.26, 66.98, 50.39, 71.92]
mIOU: 72.77, mIOU_reduced: 73.51, accuracy: 95.5
epoch: 725
loss: 0.13541230776239277
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loss: 0.1328851230783925
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loss: 0.13657175482444042
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loss: 0.13269102322364432
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loss: 0.13597981609665158
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loss: 0.12859925764268942
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loss: 0.12476402071287047
IOU: [97.69, 82.15, 91.43, 47.17, 59.45, 61.56, 64.21, 75.11, 91.72, 59.99, 94.76, 78.5, 59.67, 93.85, 67.37, 82.43, 66.52, 48.85, 73.54]
mIOU: 73.47, mIOU_reduced: 73.73, accuracy: 95.43
epoch: 750
loss: 0.13679418230876125
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loss: 0.13188769824983618
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loss: 0.1310036948548173
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loss: 0.13237565699613318
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loss: 0.1299683961746185
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loss: 0.12690608621125593
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loss: 0.12414999059188077
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loss: 0.12198603382168433
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loss: 0.12214308153747548
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loss: 0.12739279657361322
epoch: 774
loss: 0.11906213536256086
IOU: [98.05, 83.91, 91.63, 42.79, 57.98, 63.29, 66.62, 75.18, 92.35, 62.18, 94.77, 79.27, 57.77, 94.12, 61.66, 80.94, 71.54, 57.59, 74.49]
mIOU: 74.01, mIOU_reduced: 74.5, accuracy: 95.67
epoch: 775
loss: 0.12927048763817534
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loss: 0.1362568832672831
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loss: 0.13135950616749148
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loss: 0.14693249139503006
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loss: 0.14108466013583212
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loss: 0.13620382348562507
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loss: 0.17179312211564288
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loss: 0.1536445089307114
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loss: 0.13762330183523364
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loss: 0.13085875188244
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loss: 0.1286590233284508
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loss: 0.1251632697739691
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loss: 0.12296176049105241
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loss: 0.1265180594315426
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loss: 0.12232578579948919
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loss: 0.125346514715178
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loss: 0.12497015444014593
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loss: 0.13015671582475827
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loss: 0.12430249518059656
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loss: 0.13840078691025628
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loss: 0.12655272686256552
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loss: 0.12802636599283657
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loss: 0.12208967471138808
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loss: 0.1211935679988077
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loss: 0.12098128643800628
IOU: [97.93, 83.69, 92.15, 59.07, 61.0, 62.68, 67.01, 75.87, 92.3, 61.12, 94.76, 80.02, 59.68, 94.35, 76.55, 84.64, 71.15, 59.88, 74.44]
mIOU: 76.23, mIOU_reduced: 76.0, accuracy: 95.83
epoch: 800
loss: 0.11658592773174661
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loss: 0.1230439091467793
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loss: 0.11944827278749641
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loss: 0.11748073221939914
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loss: 0.11754182914919609
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loss: 0.11624449830893879
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loss: 0.11841114317230138
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loss: 0.12399700510935642
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loss: 0.14197289120315543
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loss: 0.13229839720655323
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loss: 0.1257187742187649
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loss: 0.12122443099468545
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loss: 0.12092274644304157
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loss: 0.12711124212513716
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loss: 0.13704841913319019
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loss: 0.1344910013587327
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loss: 0.12587327058263867
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loss: 0.1207617935787314
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loss: 0.1308921033722371
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loss: 0.13029844868134938
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loss: 0.1229270593817986
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loss: 0.11884809719182732
epoch: 822
loss: 0.11784231443851785
epoch: 823
loss: 0.11814997394411068
epoch: 824
loss: 0.11968582497051142
IOU: [97.95, 83.61, 92.12, 58.71, 59.82, 63.25, 67.18, 75.92, 92.29, 62.34, 94.72, 79.33, 58.6, 94.08, 71.71, 84.53, 64.67, 56.95, 74.36]
mIOU: 75.38, mIOU_reduced: 75.7, accuracy: 95.79
epoch: 825
loss: 0.11546433108514853
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loss: 0.11361426693409922
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loss: 0.11247494077746759
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loss: 0.11525004180374171
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loss: 0.14264725455938967
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loss: 0.12500384269216955
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loss: 0.12881525879037992
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loss: 0.12981647556281153
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loss: 0.12280793008055649
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loss: 0.12319995956922156
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loss: 0.1307256182208858
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loss: 0.1200403603863202
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loss: 0.11936207147782062
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loss: 0.11935024341001023
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loss: 0.11754908292200367
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loss: 0.11776413828777174
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loss: 0.11645677280072575
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loss: 0.11438350793165017
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loss: 0.11347222240827476
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loss: 0.11539970659663414
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loss: 0.11438236794261276
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loss: 0.11356565852290537
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loss: 0.11760487435561306
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loss: 0.11849124169333604
epoch: 849
loss: 0.12734248635743184
IOU: [97.82, 82.94, 92.05, 54.71, 57.65, 63.68, 66.66, 76.47, 91.98, 61.57, 94.85, 79.56, 61.64, 94.27, 72.71, 79.9, 71.4, 53.12, 74.21]
mIOU: 75.12, mIOU_reduced: 75.2, accuracy: 95.66
epoch: 850
loss: 0.11683306856095951
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loss: 0.1168657760976781
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loss: 0.11420315984044113
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loss: 0.11524397116706699
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loss: 0.1130926607834361
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loss: 0.11473970464619022
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loss: 0.11369218181246374
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loss: 0.11284350127865363
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loss: 0.11485068255036346
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loss: 0.11795044818898096
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loss: 0.11382008873106977
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loss: 0.11260282760360492
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loss: 0.11177106354275161
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loss: 0.11227585417482089
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loss: 0.11459468473803322
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loss: 0.11110658132323037
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loss: 0.10959253022371919
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loss: 0.10787767691994612
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loss: 0.10829971451563333
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loss: 0.1081237283678389
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loss: 0.10935731824597901
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loss: 0.10887592859224811
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loss: 0.11590876197316898
epoch: 873
loss: 0.11379118084987862
epoch: 874
loss: 0.12006800997289364
IOU: [98.13, 84.33, 91.88, 53.22, 58.6, 64.56, 68.06, 76.98, 91.81, 61.36, 94.96, 80.47, 61.3, 94.24, 73.75, 82.44, 68.15, 57.69, 74.48]
mIOU: 75.6, mIOU_reduced: 75.75, accuracy: 95.77
epoch: 875
loss: 0.12744916848978907
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loss: 0.11533153962815869
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loss: 0.11474249945737602
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loss: 0.10857737686916824
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loss: 0.11347902809191907
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loss: 0.10519902503514547
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loss: 0.1116874078012541
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loss: 0.10992871578330943
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loss: 0.10845935427033998
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loss: 0.10883880051159152
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loss: 0.10948803014752036
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loss: 0.10884903519944039
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loss: 0.10991580172810915
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loss: 0.10758510309289086
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loss: 0.10575486007686252
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loss: 0.10568971737134811
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loss: 0.10597718093353461
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loss: 0.1028741673840024
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loss: 0.10184194882603669
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loss: 0.10424815739863966
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loss: 0.1047918518397686
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loss: 0.10413370294511479
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loss: 0.10469890859811454
epoch: 898
loss: 0.10889148869805258
epoch: 899
loss: 0.1055104468228682
IOU: [97.84, 83.28, 92.39, 61.4, 59.09, 65.26, 68.71, 77.37, 92.23, 61.22, 95.04, 80.7, 61.77, 94.15, 74.59, 83.42, 72.43, 60.63, 75.15]
mIOU: 76.67, mIOU_reduced: 76.64, accuracy: 95.86
epoch: 900
loss: 0.12220324519670235
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loss: 0.11565378227966494
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loss: 0.11308569827611556
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loss: 0.11016855196088472
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loss: 0.10661359474745723
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loss: 0.10594777425505081
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loss: 0.10951741220494808
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loss: 0.11002287579916237
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loss: 0.10542864730014313
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loss: 0.10562102727571909
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loss: 0.10755794115786282
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loss: 0.10349647777099814
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loss: 0.10369204981829921
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loss: 0.10310892419352365
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loss: 0.10258464127618347
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loss: 0.10415931180561327
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loss: 0.10280587241013417
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loss: 0.10044596004839534
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loss: 0.10097168138968655
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loss: 0.1017113350974421
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loss: 0.10201684379513373
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loss: 0.09944041471958481
epoch: 922
loss: 0.10014229301975744
epoch: 923
loss: 0.09812928386775631
epoch: 924
loss: 0.0993145551341724
IOU: [98.2, 85.32, 92.48, 59.45, 60.65, 65.61, 69.36, 77.98, 92.36, 62.89, 94.93, 81.1, 62.22, 94.58, 71.26, 83.78, 79.61, 60.45, 75.88]
mIOU: 77.27, mIOU_reduced: 77.09, accuracy: 96.05
epoch: 925
loss: 0.0988577746577822
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loss: 0.09854923982946377
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loss: 0.09786447465941912
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loss: 0.0976306274633684
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loss: 0.10017521537820284
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loss: 0.09749980379307688
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loss: 0.09842901259178742
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loss: 0.09965404352007529
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loss: 0.10182329603644073
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loss: 0.10169307396538817
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loss: 0.10120006847494054
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loss: 0.10170196526937407
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loss: 0.09799446356344738
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loss: 0.09910059037475252
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loss: 0.10014723286514655
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loss: 0.09767842393197781
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loss: 0.09963373828809859
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loss: 0.0986162153476814
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loss: 0.095791106365842
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loss: 0.09678333353080518
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loss: 0.09966506590097741
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loss: 0.09608534226480199
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loss: 0.10138582072730334
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loss: 0.09577948377138842
epoch: 949
loss: 0.09755948418876874
IOU: [98.29, 85.85, 92.67, 63.71, 61.27, 65.21, 69.05, 78.05, 92.34, 63.61, 95.08, 81.5, 62.71, 94.56, 71.59, 83.52, 75.79, 60.01, 76.1]
mIOU: 77.42, mIOU_reduced: 77.5, accuracy: 96.13
epoch: 950
loss: 0.09763971634831711
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loss: 0.096972548867252
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loss: 0.09732582443205494
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loss: 0.09553667137805985
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loss: 0.09466100030269906
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loss: 0.09531307426303866
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loss: 0.09404132760197648
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loss: 0.09624713874168474
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loss: 0.09449034856978773
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loss: 0.09540203040982835
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loss: 0.09329188773734871
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loss: 0.0940085515440153
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loss: 0.09345393525461623
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loss: 0.09512202166563095
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loss: 0.09360429180680581
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loss: 0.09283381384217514
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loss: 0.09473680960883027
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loss: 0.09382692291690012
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loss: 0.09248902479994972
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loss: 0.09200737907518595
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loss: 0.09225306010270376
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loss: 0.09399858365121556
epoch: 974
loss: 0.09230197807447608
IOU: [98.25, 85.57, 92.73, 62.31, 61.18, 66.14, 69.74, 78.48, 92.57, 64.03, 95.21, 81.49, 63.01, 94.87, 74.3, 82.73, 76.47, 60.45, 76.11]
mIOU: 77.67, mIOU_reduced: 77.63, accuracy: 96.17
epoch: 975
loss: 0.09308407397443715
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loss: 0.09375317812447921
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loss: 0.09238940932238199
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loss: 0.09342090542506015
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loss: 0.09341766073737505
epoch: 980
loss: 0.0910354674043199
IOU: [98.26, 85.6, 92.64, 58.07, 60.85, 65.59, 70.07, 78.07, 92.69, 65.24, 95.21, 81.59, 63.28, 94.92, 77.85, 85.16, 75.91, 61.26, 76.28]
mIOU: 77.82, mIOU_reduced: 77.48, accuracy: 96.19
epoch: 981
loss: 0.09102034249476024
IOU: [98.21, 85.37, 92.61, 56.88, 60.72, 66.11, 70.09, 78.21, 92.58, 64.12, 95.2, 81.42, 63.15, 94.92, 77.89, 85.07, 77.41, 61.07, 75.95]
mIOU: 77.74, mIOU_reduced: 77.29, accuracy: 96.13
epoch: 982
loss: 0.09128548418776687
IOU: [98.24, 85.57, 92.7, 59.32, 61.12, 65.77, 69.93, 78.6, 92.6, 64.44, 95.21, 81.44, 62.7, 94.93, 77.22, 84.77, 76.7, 61.16, 76.4]
mIOU: 77.83, mIOU_reduced: 77.51, accuracy: 96.18
epoch: 983
loss: 0.09136073613624689
IOU: [98.28, 85.74, 92.7, 58.76, 61.85, 66.06, 70.02, 78.48, 92.61, 64.26, 95.21, 81.48, 62.67, 94.96, 77.13, 83.85, 78.69, 61.56, 76.42]
mIOU: 77.93, mIOU_reduced: 77.57, accuracy: 96.19
epoch: 984
loss: 0.09249720339866661
IOU: [98.22, 85.41, 92.61, 58.7, 60.64, 66.17, 70.04, 78.4, 92.64, 64.4, 95.25, 81.43, 62.89, 94.92, 76.68, 84.21, 77.12, 61.23, 76.22]
mIOU: 77.75, mIOU_reduced: 77.45, accuracy: 96.15
epoch: 985
loss: 0.09111783740856255
IOU: [98.18, 85.17, 92.65, 58.07, 61.35, 66.11, 70.01, 78.33, 92.57, 64.1, 95.24, 81.41, 63.25, 94.94, 77.94, 84.16, 76.24, 61.35, 76.41]
mIOU: 77.76, mIOU_reduced: 77.44, accuracy: 96.13
epoch: 986
loss: 0.09017505331060315
IOU: [98.2, 85.38, 92.65, 59.17, 61.05, 65.91, 70.1, 78.4, 92.58, 64.73, 95.22, 81.38, 62.64, 94.95, 77.7, 84.32, 76.43, 61.28, 76.46]
mIOU: 77.82, mIOU_reduced: 77.51, accuracy: 96.16
epoch: 987
loss: 0.09004714793834404
IOU: [98.23, 85.5, 92.83, 62.36, 60.59, 66.01, 69.86, 78.16, 92.61, 64.38, 95.23, 81.35, 62.81, 94.93, 77.03, 84.34, 76.38, 61.77, 76.47]
mIOU: 77.94, mIOU_reduced: 77.69, accuracy: 96.19
epoch: 988
loss: 0.08919241056448687
IOU: [98.19, 85.23, 92.79, 60.76, 62.35, 66.09, 69.73, 78.08, 92.6, 64.16, 95.2, 81.52, 63.09, 94.93, 76.49, 83.87, 77.52, 62.23, 76.44]
mIOU: 77.96, mIOU_reduced: 77.71, accuracy: 96.17
epoch: 989
loss: 0.09014184387385685
IOU: [98.2, 85.34, 92.69, 59.65, 60.65, 66.03, 69.72, 78.08, 92.56, 64.44, 95.24, 81.5, 62.8, 94.89, 76.08, 84.47, 77.66, 61.04, 76.28]
mIOU: 77.75, mIOU_reduced: 77.45, accuracy: 96.15
epoch: 990
loss: 0.09159788031462389
IOU: [98.18, 85.25, 92.77, 61.62, 61.31, 66.02, 69.91, 78.11, 92.56, 64.38, 95.22, 81.3, 62.91, 94.86, 74.17, 83.32, 77.4, 61.31, 76.43]
mIOU: 77.74, mIOU_reduced: 77.63, accuracy: 96.16
epoch: 991
loss: 0.09020229892910651
IOU: [98.21, 85.36, 92.85, 62.09, 61.21, 66.39, 69.79, 78.1, 92.64, 64.62, 95.22, 81.58, 63.49, 94.92, 76.73, 84.4, 78.22, 61.25, 76.4]
mIOU: 78.08, mIOU_reduced: 77.76, accuracy: 96.2
epoch: 992
loss: 0.0899120200314933
IOU: [98.18, 85.24, 92.8, 61.54, 61.22, 66.28, 69.87, 78.21, 92.62, 64.84, 95.26, 81.42, 63.19, 94.92, 75.91, 84.21, 78.26, 61.15, 76.4]
mIOU: 77.97, mIOU_reduced: 77.7, accuracy: 96.18
epoch: 993
loss: 0.09139109794502309
IOU: [98.2, 85.28, 92.72, 59.55, 60.96, 66.36, 69.9, 78.12, 92.62, 63.9, 95.26, 81.45, 62.83, 94.92, 76.22, 84.43, 77.93, 60.87, 76.45]
mIOU: 77.79, mIOU_reduced: 77.46, accuracy: 96.16
epoch: 994
loss: 0.09078742249434528
IOU: [98.16, 85.04, 92.68, 58.98, 61.12, 66.08, 69.92, 78.13, 92.59, 63.81, 95.26, 81.51, 63.09, 94.95, 77.13, 84.77, 78.46, 61.8, 76.34]
mIOU: 77.89, mIOU_reduced: 77.47, accuracy: 96.14
epoch: 995
loss: 0.09148427424324812
IOU: [98.18, 85.18, 92.78, 62.29, 60.69, 66.26, 69.79, 78.1, 92.58, 64.19, 95.25, 81.51, 63.15, 94.9, 77.58, 85.41, 77.95, 61.18, 76.33]
mIOU: 78.07, mIOU_reduced: 77.65, accuracy: 96.17
epoch: 996
loss: 0.09167770130655194
IOU: [98.18, 85.25, 92.71, 59.77, 61.15, 66.21, 69.99, 78.08, 92.6, 64.59, 95.25, 81.51, 63.3, 94.88, 77.29, 85.33, 77.86, 61.36, 76.42]
mIOU: 77.99, mIOU_reduced: 77.58, accuracy: 96.16
epoch: 997
loss: 0.08927135902514677
IOU: [98.2, 85.34, 92.87, 62.02, 61.75, 66.45, 69.99, 78.17, 92.59, 64.17, 95.26, 81.35, 63.03, 94.89, 76.26, 85.0, 77.63, 61.62, 76.53]
mIOU: 78.06, mIOU_reduced: 77.76, accuracy: 96.19
epoch: 998
loss: 0.0915466703253615
IOU: [98.21, 85.32, 92.86, 62.26, 61.65, 66.27, 69.96, 78.13, 92.61, 64.27, 95.25, 81.47, 63.37, 94.88, 76.65, 84.93, 77.9, 61.09, 76.27]
mIOU: 78.07, mIOU_reduced: 77.74, accuracy: 96.19
epoch: 999
loss: 0.08845466397441622
IOU: [98.21, 85.33, 92.85, 62.58, 61.64, 66.35, 70.04, 78.23, 92.59, 64.24, 95.27, 81.44, 63.12, 94.9, 75.94, 84.63, 78.12, 61.44, 76.44]
mIOU: 78.07, mIOU_reduced: 77.79, accuracy: 96.19
Best mIOU: 78.07726368151214
Best global accuracy: 96.19824886322021
Training time 1 day, 15:22:12
mIOUs: [78.07726368151214]
global_accuracies: [96.19824886322021]
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run: 3
epoch: 0
loss: 1.476535821378713
IOU: [85.13, 18.76, 59.82, 0.0, 0.0, 0.0, 0.0, 0.0, 62.92, 13.87, 76.53, 0.3, 0.0, 45.33, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 19.09, mIOU_reduced: 22.67, accuracy: 76.84
epoch: 1
loss: 1.3404776990574325
epoch: 2
loss: 1.2967463179097343
epoch: 3
loss: 1.2768666646229931
epoch: 4
loss: 1.2545731705475367
epoch: 5
loss: 1.249760755149502
epoch: 6
loss: 1.2189101398473159
epoch: 7
loss: 1.2265841350401188
epoch: 8
loss: 1.1937054993328702
epoch: 9
loss: 1.180633027277224
epoch: 10
loss: 1.1915185967224307
epoch: 11
loss: 1.146043766219661
epoch: 12
loss: 1.1653761441174222
epoch: 13
loss: 1.1449536785603855
epoch: 14
loss: 1.1352280050596457
epoch: 15
loss: 1.138007073389552
epoch: 16
loss: 1.115076561501084
epoch: 17
loss: 1.1127884132521493
epoch: 18
loss: 1.10882971309266
epoch: 19
loss: 1.0921181984988826
epoch: 20
loss: 1.0896168961679196
epoch: 21
loss: 1.0872881118499365
epoch: 22
loss: 1.0900979597934815
epoch: 23
loss: 1.0824303694491118
epoch: 24
loss: 1.068475059261219
IOU: [95.0, 65.24, 84.89, 28.73, 30.5, 42.46, 37.53, 50.68, 88.65, 46.26, 89.08, 57.07, 26.78, 84.85, 29.62, 40.81, 32.82, 4.05, 52.75]
mIOU: 51.99, mIOU_reduced: 55.28, accuracy: 91.34
epoch: 25
loss: 1.0734620736936995
epoch: 26
loss: 1.0634299214638148
epoch: 27
loss: 1.0646208339945646
epoch: 28
loss: 1.0804416251311084
epoch: 29
loss: 1.0611207960750857
epoch: 30
loss: 1.0636655627235247
epoch: 31
loss: 1.0531986760643293
epoch: 32
loss: 1.056432803043458
epoch: 33
loss: 1.0559913106363097
epoch: 34
loss: 1.0586942569264826
epoch: 35
loss: 1.0387121058217277
epoch: 36
loss: 1.04547232132395
epoch: 37
loss: 1.0571064280692457
epoch: 38
loss: 1.0466553875699518
epoch: 39
loss: 1.0341369716947613
epoch: 40
loss: 1.0290833166988713
epoch: 41
loss: 1.0292165734054586
epoch: 42
loss: 1.0269138012934889
epoch: 43
loss: 1.028071702329939
epoch: 44
loss: 1.043590010819088
epoch: 45
loss: 1.0266240038319097
epoch: 46
loss: 1.032328868330007
epoch: 47
loss: 1.0219543529649309
epoch: 48
loss: 1.0214868875526675
epoch: 49
loss: 1.0091446194687301
IOU: [96.41, 73.74, 87.92, 30.12, 41.94, 50.77, 45.99, 56.21, 89.89, 49.38, 92.82, 70.0, 44.22, 89.86, 33.98, 61.36, 36.54, 26.63, 64.72]
mIOU: 60.13, mIOU_reduced: 63.16, accuracy: 93.33
epoch: 50
loss: 1.01041901609647
epoch: 51
loss: 1.0333682321152597
epoch: 52
loss: 1.0097735397256609
epoch: 53
loss: 1.0118111357534672
epoch: 54
loss: 1.0231963887690212
epoch: 55
loss: 1.0117463085529297
epoch: 56
loss: 1.0114369540201686
epoch: 57
loss: 1.0253602732223963
epoch: 58
loss: 1.000909369268186
epoch: 59
loss: 1.0068872906769704
epoch: 60
loss: 0.9982072889322862
epoch: 61
loss: 1.0090904974873176
epoch: 62
loss: 1.000460465802658
epoch: 63
loss: 0.9866953463245917
epoch: 64
loss: 1.0137281771297404
epoch: 65
loss: 0.9865476018334978
epoch: 66
loss: 0.99382167138822
epoch: 67
loss: 0.9771639911954937
epoch: 68
loss: 1.0130203192767429
epoch: 69
loss: 1.0032407127300684
epoch: 70
loss: 0.9857568372934655
epoch: 71
loss: 0.9931634589025595
epoch: 72
loss: 0.9887457101171551
epoch: 73
loss: 1.0024464964224
epoch: 74
loss: 0.9984669312633916
IOU: [96.49, 73.83, 87.34, 39.14, 42.56, 48.98, 46.44, 58.9, 89.54, 49.75, 92.47, 67.73, 46.15, 89.79, 36.03, 53.62, 51.66, 14.76, 58.62]
mIOU: 60.2, mIOU_reduced: 62.66, accuracy: 93.25
epoch: 75
loss: 0.9913296320367695
epoch: 76
loss: 1.003605007322008
epoch: 77
loss: 0.9832083631075939
epoch: 78
loss: 0.9902228447947541
epoch: 79
loss: 0.9791817486768142
epoch: 80
loss: 0.9767178493047339
epoch: 81
loss: 0.9912452456764776
epoch: 82
loss: 0.9886387038745006
epoch: 83
loss: 0.9919759170064386
epoch: 84
loss: 0.981756331464351
epoch: 85
loss: 0.9787445585682707
epoch: 86
loss: 0.9938473240384516
epoch: 87
loss: 0.9803712501358793
epoch: 88
loss: 0.9742072120188382
epoch: 89
loss: 0.9655246402054142
epoch: 90
loss: 0.9768214420166941
epoch: 91
loss: 0.9713710819614544
epoch: 92
loss: 0.9766185392909295
epoch: 93
loss: 0.9601628393175788
epoch: 94
loss: 0.963717103968412
epoch: 95
loss: 0.9831855852970216
epoch: 96
loss: 0.9756242121968951
epoch: 97
loss: 1.005664806320982
epoch: 98
loss: 0.9703411839079021
epoch: 99
loss: 0.9753346761281921
IOU: [97.48, 79.87, 88.99, 47.68, 45.7, 55.87, 52.94, 67.54, 89.22, 52.78, 93.92, 71.72, 48.71, 88.99, 17.77, 68.96, 64.48, 28.92, 63.79]
mIOU: 64.49, mIOU_reduced: 67.13, accuracy: 94.09
epoch: 100
loss: 0.9640753105322948
epoch: 101
loss: 0.9689266300908318
epoch: 102
loss: 0.9698825995877104
epoch: 103
loss: 0.9898942022953393
epoch: 104
loss: 0.971574163340494
epoch: 105
loss: 0.9728881416295095
epoch: 106
loss: 0.981013770212703
epoch: 107
loss: 0.9741925071834554
epoch: 108
loss: 0.9591313669623712
epoch: 109
loss: 0.9630507256464175
epoch: 110
loss: 0.9606913983661209
epoch: 111
loss: 0.9626668728586798
epoch: 112
loss: 0.9821850418080538
epoch: 113
loss: 0.9766293968151843
epoch: 114
loss: 0.9778742171683401
epoch: 115
loss: 0.9561732218593278
epoch: 116
loss: 0.9815191983212679
epoch: 117
loss: 0.9793949466188642
epoch: 118
loss: 0.957187782079383
epoch: 119
loss: 0.964109556533577
epoch: 120
loss: 0.967529272776087
epoch: 121
loss: 0.9718163146805571
epoch: 122
loss: 0.9646374081986934
epoch: 123
loss: 0.9570617360888787
epoch: 124
loss: 0.9601154417361853
IOU: [97.36, 79.23, 89.85, 45.71, 47.7, 53.65, 54.75, 65.7, 90.94, 53.64, 93.57, 74.76, 53.24, 91.98, 56.25, 67.55, 53.74, 33.65, 66.35]
mIOU: 66.82, mIOU_reduced: 68.26, accuracy: 94.48
epoch: 125
loss: 0.9607286270095332
epoch: 126
loss: 0.9680085803941897
epoch: 127
loss: 0.9593353586376838
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loss: 0.9489355611029983
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loss: 0.9537436158830586
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loss: 0.9658315209044279
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loss: 0.9486265836378956
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loss: 0.96116692116961
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loss: 0.9442060520706793
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loss: 0.9532987353294043
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loss: 0.9469446322988628
epoch: 136
loss: 0.9714005886705095
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loss: 0.9565378710266073
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loss: 0.9638189623619347
epoch: 139
loss: 0.952806802130131
epoch: 140
loss: 0.9510286146739744
epoch: 141
loss: 0.9706814158958887
epoch: 142
loss: 0.9431671575715921
epoch: 143
loss: 0.9499351578260047
epoch: 144
loss: 0.9495000699459704
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loss: 0.9423508803156829
epoch: 146
loss: 0.9361920009726141
epoch: 147
loss: 0.9395056577384311
epoch: 148
loss: 0.938944307138335
epoch: 149
loss: 0.9445247646933296
IOU: [97.5, 79.35, 90.5, 49.74, 52.72, 56.22, 58.12, 68.8, 91.32, 59.93, 93.83, 74.21, 38.01, 90.73, 54.62, 75.91, 44.72, 22.06, 67.53]
mIOU: 66.62, mIOU_reduced: 68.16, accuracy: 94.74
epoch: 150
loss: 0.9345451633563903
epoch: 151
loss: 0.9399359632695139
epoch: 152
loss: 0.9545789932947596
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loss: 0.9762349246004521
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loss: 0.9670300875712597
epoch: 155
loss: 0.9588898608305384
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loss: 0.9646349862579386
epoch: 157
loss: 0.9564430242921464
epoch: 158
loss: 0.9484546311460736
epoch: 159
loss: 0.9566333706809504
epoch: 160
loss: 0.9353819918439716
epoch: 161
loss: 0.9321146657203407
epoch: 162
loss: 0.9407134610366307
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loss: 0.9481990464292768
epoch: 164
loss: 0.9420151369912284
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loss: 0.9389622873373109
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loss: 0.9388833246783748
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loss: 0.9388496380931927
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loss: 0.9527427229598526
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loss: 0.9694607068264902
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loss: 0.9459341031843118
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loss: 0.9343901170553223
epoch: 172
loss: 0.9462274303333458
epoch: 173
loss: 0.9577116543713284
epoch: 174
loss: 0.9427343584456533
IOU: [97.28, 79.26, 89.61, 43.38, 50.86, 56.25, 58.33, 70.93, 90.89, 58.62, 94.14, 74.67, 52.0, 92.26, 66.99, 75.46, 46.88, 46.13, 69.47]
mIOU: 69.13, mIOU_reduced: 70.25, accuracy: 94.63
epoch: 175
loss: 0.953642903473178
epoch: 176
loss: 0.9417031587294813
epoch: 177
loss: 0.9312885750657465
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loss: 0.930279666201445
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loss: 0.9311654783002129
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loss: 0.9355039432685008
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loss: 0.9400658694238997
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loss: 0.94210558567407
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loss: 0.9530447229863498
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loss: 0.9414839689943668
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loss: 0.9706806702755211
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loss: 0.9430357312577754
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loss: 0.9380059539468462
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loss: 0.9365547247974056
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loss: 0.9485621219375384
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loss: 0.9300912621850274
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loss: 0.9417988053871936
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loss: 0.9361400086924715
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loss: 0.9451037271003517
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loss: 0.9236271672171724
epoch: 195
loss: 0.928421304232348
epoch: 196
loss: 0.9475856678826469
epoch: 197
loss: 0.9410104100916263
epoch: 198
loss: 0.937847131346114
epoch: 199
loss: 0.9409221690298734
IOU: [97.44, 80.14, 90.39, 51.37, 55.34, 57.9, 57.15, 69.07, 90.67, 57.4, 92.91, 74.33, 51.52, 92.06, 52.19, 79.48, 52.41, 28.67, 67.2]
mIOU: 68.3, mIOU_reduced: 69.6, accuracy: 94.76
epoch: 200
loss: 0.9309787247380157
epoch: 201
loss: 0.9438048438884499
epoch: 202
loss: 0.9302305728598746
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loss: 0.9407243807360811
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loss: 0.9392273689537357
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loss: 0.9260030718183903
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loss: 0.9233738259485147
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loss: 0.9437187746207347
epoch: 208
loss: 0.939070851173041
epoch: 209
loss: 0.9292499382862184
epoch: 210
loss: 0.9344469675156627
epoch: 211
loss: 0.9253807554669136
epoch: 212
loss: 0.9197552406562949
epoch: 213
loss: 0.9131794979951452
epoch: 214
loss: 0.9170287362327473
epoch: 215
loss: 0.9356549337225141
epoch: 216
loss: 0.9267439612481151
epoch: 217
loss: 0.9574387394835685
epoch: 218
loss: 0.9423880594759938
epoch: 219
loss: 0.9278586138933496
epoch: 220
loss: 0.9283776117784958
epoch: 221
loss: 0.9358674835644643
epoch: 222
loss: 0.9205846269175691
epoch: 223
loss: 0.9290341280220011
epoch: 224
loss: 0.9348595307843705
IOU: [97.47, 80.41, 90.71, 34.01, 51.09, 60.2, 60.05, 72.76, 91.74, 57.55, 94.16, 74.13, 39.87, 92.55, 58.27, 62.96, 69.04, 47.19, 68.85]
mIOU: 68.58, mIOU_reduced: 69.55, accuracy: 94.87
epoch: 225
loss: 0.9244345183963725
epoch: 226
loss: 0.9491359062914578
epoch: 227
loss: 0.9210521374751294
epoch: 228
loss: 0.9204794107421711
epoch: 229
loss: 0.9434690313197853
epoch: 230
loss: 0.9266001958088733
epoch: 231
loss: 0.9184764530459504
epoch: 232
loss: 0.9270277900515862
epoch: 233
loss: 0.9321993195785666
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loss: 0.9196398574708285
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loss: 0.9248054001851865
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loss: 0.9234824349295419
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loss: 0.9240008897858488
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loss: 0.932809813645972
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loss: 0.9211320138041864
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loss: 0.9283660532971919
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loss: 0.9149441564822133
epoch: 243
loss: 0.9390110074670488
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loss: 0.9415122204713744
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loss: 0.9236645062336061
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loss: 0.9262569170756482
epoch: 247
loss: 0.9258051582102506
epoch: 248
loss: 0.9361279296746472
epoch: 249
loss: 0.9244617475974913
IOU: [97.79, 81.67, 90.23, 41.65, 54.36, 56.42, 59.08, 71.69, 90.93, 57.76, 93.54, 77.41, 56.39, 92.94, 59.33, 64.07, 14.5, 43.03, 68.21]
mIOU: 66.9, mIOU_reduced: 70.82, accuracy: 94.89
epoch: 250
loss: 0.9429878324189919
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loss: 0.9205876874795178
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loss: 0.9433993706806008
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loss: 0.941050813204516
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loss: 0.9344735037927037
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loss: 0.9133576193267123
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loss: 0.9112614014078022
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loss: 0.9223164707181267
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loss: 0.9146070955898562
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loss: 0.9121784787936352
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loss: 0.9191299426266447
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loss: 0.9021370208488321
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loss: 0.9095537021475019
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loss: 0.9050274155531932
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loss: 0.9247324068269961
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loss: 0.9392561689220027
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loss: 0.9239791006733465
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loss: 0.9125807204979128
epoch: 272
loss: 0.9105133332332189
epoch: 273
loss: 0.9055114706571533
epoch: 274
loss: 0.9444271722893831
IOU: [97.21, 80.69, 90.42, 41.93, 50.16, 57.3, 60.76, 72.62, 91.05, 61.08, 93.37, 73.38, 51.91, 91.11, 40.76, 64.73, 39.5, 46.42, 68.41]
mIOU: 66.99, mIOU_reduced: 70.49, accuracy: 94.69
epoch: 275
loss: 0.9265439733662053
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loss: 0.9229936970854705
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loss: 0.9392936149376101
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loss: 0.9108358248867436
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loss: 0.9085962656694603
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loss: 0.9031103034867752
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loss: 0.9027935256855186
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loss: 0.912931469733503
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loss: 0.9067181443589717
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loss: 0.939709701146077
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loss: 0.9328998356173944
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loss: 0.9174190047937584
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loss: 0.9313662606429539
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loss: 0.9197112615860376
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loss: 0.9137464207459011
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loss: 0.904236891680972
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loss: 0.9073642673839456
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loss: 0.9223981747087443
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loss: 0.9314277363273332
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loss: 0.9129428701259377
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loss: 0.9061047627598128
epoch: 297
loss: 0.9095531401608511
epoch: 298
loss: 0.9052422443490145
epoch: 299
loss: 0.9010033358460809
IOU: [97.43, 80.14, 89.99, 43.71, 49.7, 58.73, 56.9, 72.54, 90.33, 57.32, 93.83, 77.2, 54.91, 92.4, 57.27, 64.78, 12.5, 38.44, 71.44]
mIOU: 66.29, mIOU_reduced: 70.31, accuracy: 94.67
epoch: 300
loss: 0.9151578558423127
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loss: 0.9276272892309327
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loss: 0.907532277775582
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loss: 0.9214938115880817
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loss: 0.907506195682721
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loss: 0.9072326547052019
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loss: 0.9417377565748929
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loss: 0.9226424062669759
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loss: 0.9178511918073073
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loss: 0.9196635224427174
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loss: 0.9144997956617823
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loss: 0.8980022061545894
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loss: 0.9016892453730909
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loss: 0.901827523971825
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loss: 0.9175842288690758
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loss: 0.8932040537785327
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loss: 0.9096000856466371
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loss: 0.9242438739843446
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loss: 0.9159646504972823
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loss: 0.9568215504168179
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loss: 0.9130832639665938
epoch: 322
loss: 0.8937633681811412
epoch: 323
loss: 0.9193765178844935
epoch: 324
loss: 0.9123448912666814
IOU: [97.62, 80.98, 90.51, 51.53, 50.38, 53.02, 57.76, 71.53, 91.35, 58.04, 94.27, 76.98, 53.93, 93.08, 49.51, 41.35, 33.52, 51.49, 69.67]
mIOU: 66.66, mIOU_reduced: 71.38, accuracy: 94.85
epoch: 325
loss: 0.903654569082183
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loss: 0.8897869283298276
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loss: 0.9001937400941258
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loss: 0.8973997914887503
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loss: 0.8931992129495523
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loss: 0.9018830873895527
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loss: 0.9035035333222134
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loss: 0.9017233281444025
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loss: 0.8981151124537794
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loss: 0.9120772590213067
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loss: 0.9113040425064107
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loss: 0.9103764163837279
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loss: 0.9017771153115841
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loss: 0.9084664882032698
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loss: 0.9126379869054912
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loss: 0.9024339059613785
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loss: 0.8950473033192987
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loss: 0.9012604959891491
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loss: 0.8981099244397927
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loss: 0.8998273566084088
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loss: 0.9053893249953854
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loss: 0.9338529564620992
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loss: 0.9029734010966319
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loss: 0.9139111845319805
epoch: 349
loss: 0.9257476892111436
IOU: [97.84, 82.43, 91.18, 49.68, 54.33, 60.4, 61.56, 72.01, 91.85, 59.21, 94.21, 77.13, 54.4, 93.21, 68.18, 79.62, 61.62, 44.91, 71.5]
mIOU: 71.86, mIOU_reduced: 72.24, accuracy: 95.35
epoch: 350
loss: 0.9165679068578222
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loss: 0.913845635649329
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loss: 0.9199493080779227
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loss: 0.8984095979572306
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loss: 0.9073043732308956
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loss: 0.9164616819019267
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loss: 0.9053162782982674
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loss: 0.8988246970742217
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loss: 0.8916313137326922
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loss: 0.8967689547255997
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loss: 0.9022943419266262
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loss: 0.8973055690767952
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loss: 0.9159007360029092
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loss: 0.9028355871249402
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loss: 0.8893408017017128
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loss: 0.9381617519733398
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loss: 0.9167781661784231
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loss: 0.8958937263874353
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loss: 0.9017297717117556
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loss: 0.917719750712824
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loss: 0.9033721049198243
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loss: 0.9052395790092386
epoch: 372
loss: 0.8969221362527812
epoch: 373
loss: 0.899176621372809
epoch: 374
loss: 0.8991180452696397
IOU: [97.16, 78.31, 89.88, 37.55, 52.0, 57.04, 54.64, 73.18, 90.09, 52.28, 93.83, 74.97, 54.23, 90.97, 65.24, 56.82, 41.03, 11.83, 63.89]
mIOU: 65.0, mIOU_reduced: 66.99, accuracy: 94.35
epoch: 375
loss: 0.8955606591669376
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loss: 0.9083918895361558
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loss: 0.9304506862259939
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loss: 0.9281630135289421
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loss: 0.895292596514977
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loss: 0.8952041896527025
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loss: 0.8841112011847791
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loss: 0.8869696908562652
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loss: 0.8971468329108307
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loss: 0.885391811797561
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loss: 0.886606938434097
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loss: 0.8810011418360584
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loss: 0.8908608893178543
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loss: 0.8840963965798967
epoch: 389
loss: 0.8898988971813027
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loss: 0.9069545783122595
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loss: 0.9223779211789771
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loss: 0.914582672466165
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loss: 0.9042064536292598
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loss: 0.8880991781496937
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loss: 0.8983015466250499
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loss: 0.9024879397407696
epoch: 397
loss: 0.9088041616899948
epoch: 398
loss: 0.9215571822503185
epoch: 399
loss: 0.9017091530031272
IOU: [97.17, 78.25, 87.97, 25.19, 50.68, 53.48, 53.38, 69.05, 89.05, 56.61, 92.26, 71.77, 46.77, 91.36, 40.37, 72.73, 44.72, 21.37, 63.08]
mIOU: 63.44, mIOU_reduced: 65.47, accuracy: 93.85
epoch: 400
loss: 0.9129048394707014
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loss: 0.9144868138986778
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loss: 0.8961546438723561
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loss: 0.9155086818731056
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loss: 0.8987045092081445
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loss: 0.8904142771769726
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loss: 0.9022407409637122
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loss: 0.8921632403633344
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loss: 0.8818114404729755
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loss: 0.9060193099422917
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loss: 0.918922174330349
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loss: 0.9017942986398373
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loss: 0.8998613494104453
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loss: 0.8952453371006844
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loss: 0.9089612557560286
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loss: 0.8922363288319014
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loss: 0.882853908840858
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loss: 0.8781422503553632
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loss: 0.8831908990430704
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loss: 0.8745909158110298
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loss: 0.8821574586099692
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loss: 0.897331023633962
epoch: 422
loss: 0.8997489303912757
epoch: 423
loss: 0.8787866546458633
epoch: 424
loss: 0.8843196580673485
IOU: [97.96, 83.22, 91.48, 48.67, 58.08, 61.06, 64.24, 73.23, 91.53, 59.03, 94.34, 76.2, 50.97, 92.84, 46.42, 69.94, 65.16, 46.37, 72.05]
mIOU: 70.67, mIOU_reduced: 72.58, accuracy: 95.35
epoch: 425
loss: 0.9046982431990117
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loss: 0.8913729974844385
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loss: 0.8778618508272094
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loss: 0.9062488562655899
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loss: 0.9159688506164962
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loss: 0.9158209279541056
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loss: 0.890920055523073
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loss: 0.8807615756667206
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loss: 0.8835227879873826
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loss: 0.8794518644918972
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loss: 0.8865826804682894
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loss: 0.8898338805633093
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loss: 0.8910114072725137
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loss: 0.8867335923598462
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loss: 0.8829138772185601
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loss: 0.8805054114513963
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loss: 0.9191971326452703
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loss: 0.8950284364409845
epoch: 443
loss: 0.9022831683852923
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loss: 0.8863242461353621
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loss: 0.8933618711332748
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loss: 0.8802358956349828
epoch: 447
loss: 0.8859281721462137
epoch: 448
loss: 0.8755332080501752
epoch: 449
loss: 0.9042469320914174
IOU: [97.68, 80.73, 90.78, 38.1, 52.74, 60.88, 62.43, 74.15, 91.38, 57.42, 94.27, 73.25, 58.2, 92.62, 67.46, 72.89, 42.94, 48.99, 71.84]
mIOU: 69.93, mIOU_reduced: 71.59, accuracy: 95.04
epoch: 450
loss: 0.9071415903754633
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loss: 0.8814740460516629
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loss: 0.8983467958686808
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loss: 0.8871353615647699
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loss: 0.8874367759876817
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loss: 0.90615995521494
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loss: 0.898678194641103
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loss: 0.8861454095480576
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loss: 0.8762973068216741
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loss: 0.8853737212255637
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loss: 0.892897085841454
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loss: 0.895465825124571
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loss: 0.8866283594758684
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loss: 0.9003292463539103
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loss: 0.8891909591592547
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loss: 0.8935273675263089
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loss: 0.8966090404441093
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loss: 0.8777679179235288
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loss: 0.8809368793533818
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loss: 0.8764788061782035
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loss: 0.8756582548997472
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loss: 0.8691046748842511
epoch: 472
loss: 0.8748621381518011
epoch: 473
loss: 0.8858462646001112
epoch: 474
loss: 0.8792887031228716
IOU: [97.26, 79.03, 89.69, 35.29, 51.84, 56.69, 61.07, 68.23, 91.25, 62.12, 94.04, 74.4, 54.13, 92.76, 65.06, 65.22, 20.12, 49.74, 69.98]
mIOU: 67.26, mIOU_reduced: 70.47, accuracy: 94.69
epoch: 475
loss: 0.8976914474584986
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loss: 0.9040189496269123
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loss: 0.8937055407508686
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loss: 0.8885176493472488
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loss: 0.9034665749079455
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loss: 0.8817206759337145
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loss: 0.8780814295187793
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loss: 0.880433333048602
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loss: 0.8877233323061241
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loss: 0.8926639911942084
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loss: 0.8762960478944598
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loss: 0.874488658660827
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loss: 0.8849589037445357
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loss: 0.8695563073106853
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loss: 0.8682624511320315
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loss: 0.8859512635639736
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loss: 0.8684408597226413
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loss: 0.9140404310187882
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loss: 0.8955360848627322
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loss: 0.8781277706038277
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loss: 0.8920700056854927
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loss: 0.8745810212793376
epoch: 497
loss: 0.8750053187907545
epoch: 498
loss: 0.8712992518738595
epoch: 499
loss: 0.8730037933732622
IOU: [97.77, 81.88, 91.58, 47.91, 53.05, 62.37, 67.16, 76.35, 91.85, 57.05, 94.68, 78.52, 55.29, 93.32, 54.89, 80.87, 68.38, 50.85, 73.55]
mIOU: 72.49, mIOU_reduced: 73.32, accuracy: 95.41
epoch: 500
loss: 0.8906803804266485
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loss: 0.8968120951536852
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loss: 0.8939366404900975
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loss: 0.870879342935156
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loss: 0.8715503556387765
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loss: 0.870999340901799
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loss: 0.8869993818416749
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loss: 0.8974594131634241
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loss: 0.8901898841652266
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loss: 0.8878294345182228
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loss: 0.8770279024810482
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loss: 0.9008784739155011
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loss: 0.8773497163124804
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loss: 0.8906193812581086
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loss: 0.8698555065615158
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loss: 0.8693222543300001
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loss: 0.8928318879996349
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loss: 0.8811899224381563
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loss: 0.8785634905180199
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loss: 0.8702258589775415
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loss: 0.8748201710194591
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loss: 0.8672698742617173
epoch: 522
loss: 0.8821684935022236
epoch: 523
loss: 0.8793495422746294
epoch: 524
loss: 0.8869669458294172
IOU: [97.66, 82.15, 90.77, 50.99, 52.94, 60.4, 65.53, 73.31, 91.68, 62.56, 94.0, 76.15, 51.44, 81.17, 16.59, 22.83, 44.07, 30.79, 68.23]
mIOU: 63.86, mIOU_reduced: 70.61, accuracy: 94.13
epoch: 525
loss: 0.8893703725138764
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loss: 0.8768097151000545
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loss: 0.8723327874173372
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loss: 0.8630966232472032
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loss: 0.872761462897946
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loss: 0.8859881376320461
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loss: 0.880020175822019
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loss: 0.8738576074173509
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loss: 0.8875891635360101
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loss: 0.8749224228679009
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loss: 0.8705654862434716
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loss: 0.8680939422142152
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loss: 0.8691581808974479
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loss: 0.8659648903296643
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loss: 0.8626730980256175
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loss: 0.8634526303836277
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loss: 0.8594730477127425
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loss: 0.8664779878369561
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loss: 0.8598774880411811
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loss: 0.853482139721071
epoch: 545
loss: 0.8740945214209852
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loss: 0.8586311084883553
epoch: 547
loss: 0.8554728244835476
epoch: 548
loss: 0.8631506350162537
epoch: 549
loss: 0.8495240074926309
IOU: [97.94, 83.2, 91.23, 49.7, 45.7, 63.23, 64.57, 76.18, 92.05, 61.87, 94.51, 79.52, 56.95, 93.72, 74.61, 79.26, 76.04, 59.77, 74.57]
mIOU: 74.45, mIOU_reduced: 74.04, accuracy: 95.55
epoch: 550
loss: 0.8537198613596091
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loss: 0.8681895429233335
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loss: 0.8581125755515703
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loss: 0.858326457902749
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loss: 0.879560275540519
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loss: 0.9101502037433923
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loss: 0.8937580330031258
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loss: 0.9050047053802367
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loss: 0.8675475314942331
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loss: 0.8780814730574821
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loss: 0.8853552996951615
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loss: 0.8676460830349164
epoch: 562
loss: 0.8631182094468582
epoch: 563
loss: 0.8569066550211123
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loss: 0.857555530623927
epoch: 565
loss: 0.8663279913827737
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loss: 0.8662452731492385
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loss: 0.8710435691548165
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loss: 0.8734582442478992
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loss: 0.8658532169308624
epoch: 570
loss: 0.8592995544970838
epoch: 571
loss: 0.85991728209421
epoch: 572
loss: 0.8605442413422618
epoch: 573
loss: 0.8533426677441661
epoch: 574
loss: 0.8548492556312335
IOU: [97.74, 82.1, 91.82, 47.66, 55.95, 63.21, 66.66, 77.37, 92.11, 62.74, 94.88, 80.09, 59.67, 93.92, 68.08, 75.7, 69.92, 55.87, 73.02]
mIOU: 74.13, mIOU_reduced: 74.68, accuracy: 95.59
epoch: 575
loss: 0.860716407832431
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loss: 0.8732337220659796
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loss: 0.8835448079674713
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loss: 0.8795124012826266
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loss: 0.8724059282608752
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loss: 0.8710143479375505
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loss: 0.8730364151078093
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loss: 0.8651545211632619
epoch: 583
loss: 0.8577279777861027
epoch: 584
loss: 0.8604556220882343
epoch: 585
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loss: 0.8584991439654821
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loss: 0.8661732182027194
epoch: 599
loss: 0.871993271488385
IOU: [97.22, 79.69, 91.18, 39.3, 56.43, 60.16, 63.67, 69.97, 92.02, 64.19, 94.35, 79.62, 61.49, 93.52, 61.6, 78.98, 74.68, 57.52, 74.54]
mIOU: 73.16, mIOU_reduced: 73.43, accuracy: 95.18
epoch: 600
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loss: 0.8700585071288672
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loss: 0.8601211217857114
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loss: 0.8528503014070968
IOU: [98.02, 83.38, 91.13, 44.16, 55.64, 62.11, 67.73, 75.88, 91.8, 61.45, 94.48, 78.92, 56.14, 94.12, 68.45, 77.69, 76.61, 59.29, 74.19]
mIOU: 74.27, mIOU_reduced: 74.28, accuracy: 95.47
epoch: 625
loss: 0.8453054712467759
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loss: 0.8497226602947615
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loss: 0.839365517032757
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loss: 0.8647374385450728
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loss: 0.847213996709839
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loss: 0.8437376040011403
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loss: 0.8444263999352879
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loss: 0.8531026416069093
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loss: 0.9018492801491462
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loss: 0.8588559362444916
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loss: 0.8476268176762563
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loss: 0.8498813117932117
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loss: 0.8912186479632745
IOU: [97.66, 81.68, 91.21, 36.15, 55.72, 60.7, 63.07, 73.82, 91.0, 58.78, 94.03, 75.01, 50.52, 93.33, 47.45, 64.97, 64.11, 50.31, 72.24]
mIOU: 69.57, mIOU_reduced: 71.58, accuracy: 95.07
epoch: 650
loss: 0.8670309775601821
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loss: 0.8936667843970327
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loss: 0.8488062374354052
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loss: 0.8548203080169595
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loss: 0.8434053034473944
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loss: 0.8421353742761432
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loss: 0.8445637348205896
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loss: 0.8420252907629604
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loss: 0.8832741174093797
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loss: 0.8712287659272351
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loss: 0.8544074459217308
IOU: [97.7, 81.76, 91.3, 37.43, 56.49, 63.25, 68.81, 76.94, 91.71, 58.57, 94.45, 80.03, 59.49, 93.9, 66.81, 79.62, 71.98, 56.67, 73.85]
mIOU: 73.72, mIOU_reduced: 73.9, accuracy: 95.38
epoch: 675
loss: 0.8514647446874017
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loss: 0.8496629528279575
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loss: 0.8498857069529613
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loss: 0.8387880606471367
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loss: 0.8335220967984264
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loss: 0.8420259547683427
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loss: 0.8347207241945189
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loss: 0.8350503311324312
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loss: 0.8371063192899658
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loss: 0.8480029707006367
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loss: 0.837518278157936
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loss: 0.8411945016236319
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loss: 0.8391128373595903
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loss: 0.8337532471453726
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loss: 0.8331000530173515
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loss: 0.835976194821278
IOU: [97.97, 82.93, 91.99, 49.73, 56.38, 63.99, 69.34, 77.42, 92.23, 60.46, 94.87, 80.62, 61.29, 94.39, 69.96, 76.57, 64.94, 58.52, 75.6]
mIOU: 74.7, mIOU_reduced: 75.48, accuracy: 95.73
epoch: 700
loss: 0.8300941743940677
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loss: 0.8521733770794624
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loss: 0.838688214834167
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loss: 0.8319757124484388
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loss: 0.845049037444945
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loss: 0.8593804747910513
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loss: 0.8392886140275837
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loss: 0.8446971870496909
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loss: 0.8318698046342382
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loss: 0.8415249515415202
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loss: 0.8412327286046791
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loss: 0.8671788226240729
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loss: 0.8525363862353836
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loss: 0.850706228188106
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loss: 0.8481946341753649
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loss: 0.8354421094100108
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loss: 0.8398043506871657
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loss: 0.8381517394533697
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loss: 0.8389751278165216
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loss: 0.8318103203233683
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loss: 0.8321269487113644
epoch: 724
loss: 0.8294453113226877
IOU: [97.95, 83.31, 92.15, 55.93, 60.02, 63.88, 68.97, 77.36, 92.31, 60.48, 94.73, 80.4, 58.79, 94.5, 70.01, 81.23, 75.57, 60.43, 75.06]
mIOU: 75.95, mIOU_reduced: 76.02, accuracy: 95.79
epoch: 725
loss: 0.8251445055650573
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loss: 0.8344067527920088
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loss: 0.8485928905620729
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loss: 0.834082807813372
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loss: 0.8300328802548329
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loss: 0.8446739724061559
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loss: 0.8682369612297922
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loss: 0.8635877330669496
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loss: 0.8767026425050597
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loss: 0.8720055543830131
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loss: 0.8537549082480994
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loss: 0.8463387097309863
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loss: 0.838905177508403
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loss: 0.8416953504567519
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loss: 0.8319925510015771
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loss: 0.8301793637301401
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loss: 0.8414266898304305
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loss: 0.8343967735928024
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loss: 0.8314772847527764
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loss: 0.8359339360920888
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loss: 0.834583289700377
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loss: 0.8327482307374959
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loss: 0.841722687621001
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loss: 0.8509998850102695
epoch: 749
loss: 0.8473970740631905
IOU: [98.04, 83.97, 91.57, 45.01, 55.16, 64.1, 67.85, 76.85, 92.05, 62.37, 94.61, 80.5, 60.03, 93.96, 64.79, 61.14, 5.48, 58.33, 75.24]
mIOU: 70.06, mIOU_reduced: 74.98, accuracy: 95.56
epoch: 750
loss: 0.8491969939190743
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loss: 0.8443110106447637
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loss: 0.8400299892913942
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loss: 0.8273773214245099
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loss: 0.8216789557606062
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loss: 0.8277554078243492
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loss: 0.8268334955539344
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loss: 0.8160853639767176
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loss: 0.821496452122043
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loss: 0.8212805886795579
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loss: 0.8202604036125533
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loss: 0.8317268288360452
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loss: 0.8270951358455854
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loss: 0.8194855658834515
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loss: 0.8331002748880103
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loss: 0.8278216385455787
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loss: 0.8223048837358418
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loss: 0.8161383880116547
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loss: 0.8199602477955368
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loss: 0.8188202152997657
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loss: 0.8121475919558996
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loss: 0.8142085893134865
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loss: 0.8172247252374325
epoch: 773
loss: 0.8218990328176966
epoch: 774
loss: 0.8165821942357683
IOU: [97.9, 83.33, 91.32, 42.02, 56.17, 62.94, 67.25, 66.48, 91.66, 63.46, 91.6, 80.32, 62.12, 92.33, 46.04, 74.4, 76.98, 52.05, 74.22]
mIOU: 72.24, mIOU_reduced: 73.45, accuracy: 95.32
epoch: 775
loss: 0.8173951130671643
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loss: 0.8296263397864576
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loss: 0.8279739629547551
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loss: 0.8690516743055894
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loss: 0.8357185179975155
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loss: 0.831782341003418
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loss: 0.822404427830421
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loss: 0.8189951200690874
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loss: 0.8260826370465466
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loss: 0.8450122210536042
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loss: 0.826987101864622
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loss: 0.816630078615204
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loss: 0.8169132649416551
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loss: 0.8204250930133213
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loss: 0.8173701525377135
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loss: 0.811547132354541
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loss: 0.8173775764488467
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loss: 0.8191814986521986
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loss: 0.8264968867571849
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loss: 0.8232421674175725
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loss: 0.8182634595590782
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loss: 0.8221300679718387
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loss: 0.8159088879582695
epoch: 798
loss: 0.8159451219592133
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loss: 0.8249924839988872
IOU: [97.46, 81.18, 91.24, 47.78, 56.33, 63.08, 66.21, 77.01, 90.67, 52.28, 94.62, 80.42, 61.72, 94.02, 61.68, 69.18, 59.06, 55.72, 75.98]
mIOU: 72.4, mIOU_reduced: 74.11, accuracy: 95.14
epoch: 800
loss: 0.8122011880990309
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loss: 0.8191742754046808
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loss: 0.8180514019775905
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loss: 0.8140105486237457
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loss: 0.810379203760399
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loss: 0.820560991924728
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loss: 0.8166350105380755
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loss: 0.8149494591427621
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loss: 0.8153859902263652
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loss: 0.814442355035129
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loss: 0.815797303082808
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loss: 0.8143027971054344
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loss: 0.8329688532333168
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loss: 0.8394136186237284
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loss: 0.8164163509790466
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loss: 0.8185246013245493
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loss: 0.8152928109760234
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loss: 0.8189002683541845
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loss: 0.8110637015730866
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loss: 0.8263497402404518
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loss: 0.8198865470539206
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loss: 0.8156256492568477
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loss: 0.8062478062920172
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loss: 0.8197978739789875
epoch: 824
loss: 0.8162947060926905
IOU: [98.02, 83.77, 92.03, 45.46, 61.11, 64.75, 69.21, 77.34, 92.38, 61.44, 94.83, 81.23, 61.15, 94.47, 64.41, 75.46, 76.84, 57.77, 75.72]
mIOU: 75.13, mIOU_reduced: 75.67, accuracy: 95.81
epoch: 825
loss: 0.8053994406908349
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loss: 0.810844976304355
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loss: 0.8295254503298962
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loss: 0.8121818443835584
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loss: 0.8120569620492324
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loss: 0.8083056079730834
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loss: 0.8109484265114097
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loss: 0.8134271833453217
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loss: 0.8244591252501763
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loss: 0.8167724292875943
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loss: 0.799152847891548
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loss: 0.807482965551618
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loss: 0.801876496915226
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loss: 0.799948751123125
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loss: 0.8073422168143033
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loss: 0.8218579517220551
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loss: 0.8095708677389551
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loss: 0.8118173274389817
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loss: 0.8098654268244206
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loss: 0.8025563854091572
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loss: 0.8012784533102236
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loss: 0.8007578812840814
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loss: 0.798669742927397
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loss: 0.8006528040790815
epoch: 849
loss: 0.7979606250225695
IOU: [97.77, 82.6, 92.12, 52.24, 59.04, 63.97, 69.07, 78.68, 92.28, 63.1, 94.53, 80.56, 60.6, 94.09, 70.16, 76.46, 74.53, 55.0, 75.75]
mIOU: 75.4, mIOU_reduced: 75.71, accuracy: 95.73
epoch: 850
loss: 0.7998043658598414
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loss: 0.8057257112145745
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loss: 0.7975863456083436
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loss: 0.8009606930766144
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loss: 0.796449739014042
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loss: 0.7986013349497093
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loss: 0.8014710219401233
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loss: 0.7978852763972835
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loss: 0.8143183854069671
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loss: 0.7946628473518351
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loss: 0.7937447881762872
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loss: 0.786067686633601
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loss: 0.7970877101800512
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loss: 0.7936157241985804
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loss: 0.7991175540695293
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loss: 0.7919630490223353
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loss: 0.7926064512800335
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loss: 0.7893916516291163
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loss: 0.8040566155210017
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loss: 0.7989080567565569
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loss: 0.7939856116662449
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loss: 0.7946574646186314
epoch: 872
loss: 0.8139313806420709
epoch: 873
loss: 0.8104011445353937
epoch: 874
loss: 0.8140866838375513
IOU: [98.3, 85.65, 92.26, 48.63, 57.25, 65.49, 70.53, 78.3, 92.38, 59.37, 95.06, 81.52, 61.58, 94.47, 66.74, 80.14, 74.15, 62.6, 76.29]
mIOU: 75.83, mIOU_reduced: 76.23, accuracy: 95.96
epoch: 875
loss: 0.8020896183833922
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loss: 0.8018312675933632
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loss: 0.808171999261707
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loss: 0.7980340756174689
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loss: 0.7968738665477928
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loss: 0.7892515154861697
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loss: 0.7943075691271985
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loss: 0.7855937646405716
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loss: 0.7896152331501326
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loss: 0.7759539689015186
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loss: 0.7866063571040521
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loss: 0.7739982733508005
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loss: 0.8037859961350331
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loss: 0.817939768904303
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loss: 0.8010917654577291
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loss: 0.8215477588684411
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loss: 0.8042182368088283
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loss: 0.79198395402605
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loss: 0.7953074331874797
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loss: 0.7938092718869849
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loss: 0.7834262065489016
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loss: 0.780206173096063
epoch: 897
loss: 0.7845897923582648
epoch: 898
loss: 0.8008180133737323
epoch: 899
loss: 0.7868691883639827
IOU: [98.22, 85.28, 92.45, 52.91, 59.07, 65.64, 71.38, 78.48, 92.54, 63.82, 95.0, 81.64, 62.28, 94.57, 68.19, 79.33, 75.49, 62.54, 76.43]
mIOU: 76.59, mIOU_reduced: 77.02, accuracy: 96.04
epoch: 900
loss: 0.78094993656215
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loss: 0.7764754327481005
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loss: 0.7758551786209373
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loss: 0.7816627338890116
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loss: 0.7772877674218458
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loss: 0.7818177308676377
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loss: 0.7719696358529062
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loss: 0.7772246142924635
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loss: 0.7782253393265758
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loss: 0.7709379997857497
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loss: 0.7739813263525539
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loss: 0.7711699314194548
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loss: 0.767010550935956
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loss: 0.7644768792663944
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loss: 0.763841018201206
epoch: 915
loss: 0.7680956570285993
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loss: 0.7619653784361169
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loss: 0.7713533519413271
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loss: 0.7554413507569511
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loss: 0.7619019229457064
epoch: 920
loss: 0.7514267380668147
epoch: 921
loss: 0.7557255042531098
epoch: 922
loss: 0.7555206422857197
epoch: 923
loss: 0.7674422392626657
epoch: 924
loss: 0.7600762860151635
IOU: [98.19, 85.08, 92.61, 57.87, 60.79, 66.07, 70.95, 78.63, 92.62, 64.8, 94.84, 82.04, 63.46, 94.82, 72.04, 81.95, 76.18, 61.29, 76.28]
mIOU: 77.39, mIOU_reduced: 77.52, accuracy: 96.11
epoch: 925
loss: 0.7554322606469743
epoch: 926
loss: 0.7695289840595421
epoch: 927
loss: 0.7633468940894237
epoch: 928
loss: 0.7649859876002906
epoch: 929
loss: 0.7532596988176721
epoch: 930
loss: 0.7561178249168911
epoch: 931
loss: 0.7573533594768966
epoch: 932
loss: 0.7657425284707
epoch: 933
loss: 0.7557819538681976
epoch: 934
loss: 0.7491011428383162
epoch: 935
loss: 0.7502991558727871
epoch: 936
loss: 0.7509399634808543
epoch: 937
loss: 0.7476995847617198
epoch: 938
loss: 0.7467883876713138
epoch: 939
loss: 0.7470767986420994
epoch: 940
loss: 0.7517035754543109
epoch: 941
loss: 0.746348123344771
epoch: 942
loss: 0.7498843922126647
epoch: 943
loss: 0.7364922384367477
epoch: 944
loss: 0.7460303049524518
epoch: 945
loss: 0.756494126229916
epoch: 946
loss: 0.7354610176741916
epoch: 947
loss: 0.7373238128793207
epoch: 948
loss: 0.7391136497500129
epoch: 949
loss: 0.7353548582673394
IOU: [98.21, 85.03, 92.6, 54.79, 60.57, 66.14, 71.32, 78.91, 92.68, 63.64, 95.01, 82.08, 63.8, 94.93, 72.53, 82.54, 77.62, 63.21, 76.78]
mIOU: 77.49, mIOU_reduced: 77.48, accuracy: 96.12
epoch: 950
loss: 0.7412203222593529
epoch: 951
loss: 0.7354834056446816
epoch: 952
loss: 0.7440126581654716
epoch: 953
loss: 0.7293308414217596
epoch: 954
loss: 0.7339191026282761
epoch: 955
loss: 0.7317278240568875
epoch: 956
loss: 0.7275578699343288
epoch: 957
loss: 0.7350263518464533
epoch: 958
loss: 0.7309591185371831
epoch: 959
loss: 0.7321216476895417
epoch: 960
loss: 0.7326004893953266
epoch: 961
loss: 0.7346410402711833
epoch: 962
loss: 0.7229142320766603
epoch: 963
loss: 0.7319218903538994
epoch: 964
loss: 0.7307510750313011
epoch: 965
loss: 0.7212615985112049
epoch: 966
loss: 0.7297118196108271
epoch: 967
loss: 0.719374127465117
epoch: 968
loss: 0.727332252215825
epoch: 969
loss: 0.7222597017442441
epoch: 970
loss: 0.7295827411737725
epoch: 971
loss: 0.7250680598929886
epoch: 972
loss: 0.7245177472376759
epoch: 973
loss: 0.7160719090073577
epoch: 974
loss: 0.7140014979717224
IOU: [98.3, 85.77, 92.52, 51.68, 59.99, 66.35, 71.46, 79.47, 92.71, 63.65, 94.95, 82.5, 64.3, 94.93, 75.99, 84.99, 80.05, 62.12, 77.09]
mIOU: 77.83, mIOU_reduced: 77.36, accuracy: 96.17
epoch: 975
loss: 0.718530433518546
epoch: 976
loss: 0.7207477048561579
epoch: 977
loss: 0.712822005273197
epoch: 978
loss: 0.7273066095264774
epoch: 979
loss: 0.7253934419701363
epoch: 980
loss: 0.7108029776185028
IOU: [98.33, 85.94, 92.6, 54.09, 61.05, 66.01, 71.79, 79.86, 92.7, 63.67, 94.97, 82.67, 65.6, 94.93, 73.99, 83.29, 77.14, 63.59, 76.87]
mIOU: 77.85, mIOU_reduced: 77.79, accuracy: 96.2
epoch: 981
loss: 0.722419821348473
IOU: [98.32, 85.85, 92.52, 51.93, 60.98, 66.53, 72.24, 79.88, 92.69, 63.53, 94.97, 82.54, 65.33, 95.0, 76.15, 84.85, 78.96, 64.68, 76.72]
mIOU: 78.09, mIOU_reduced: 77.73, accuracy: 96.19
epoch: 982
loss: 0.7108848467670039
IOU: [98.3, 85.85, 92.69, 54.87, 61.39, 66.54, 71.87, 79.94, 92.71, 63.33, 95.07, 82.46, 64.52, 94.98, 75.52, 84.47, 77.98, 63.5, 77.16]
mIOU: 78.06, mIOU_reduced: 77.82, accuracy: 96.21
epoch: 983
loss: 0.7155595232212961
IOU: [98.3, 85.71, 92.67, 54.44, 60.86, 66.68, 71.98, 80.04, 92.7, 63.2, 95.07, 82.64, 65.52, 95.02, 75.3, 84.32, 77.82, 64.75, 77.03]
mIOU: 78.11, mIOU_reduced: 77.91, accuracy: 96.21
epoch: 984
loss: 0.7126607457903839
IOU: [98.28, 85.69, 92.7, 55.9, 61.34, 66.7, 71.91, 79.95, 92.74, 63.56, 95.05, 82.71, 65.5, 95.04, 76.08, 84.61, 78.9, 64.56, 76.84]
mIOU: 78.32, mIOU_reduced: 78.03, accuracy: 96.22
epoch: 985
loss: 0.7162622773261725
IOU: [98.29, 85.77, 92.66, 54.2, 61.45, 66.81, 71.94, 80.04, 92.72, 63.89, 94.99, 82.77, 65.85, 94.99, 75.56, 83.53, 75.7, 64.02, 77.05]
mIOU: 78.01, mIOU_reduced: 77.97, accuracy: 96.21
epoch: 986
loss: 0.7072020280714626
IOU: [98.3, 85.83, 92.6, 54.22, 60.96, 66.31, 71.8, 79.74, 92.66, 63.73, 95.05, 82.65, 65.57, 95.0, 76.45, 84.78, 77.55, 64.56, 76.87]
mIOU: 78.14, mIOU_reduced: 77.87, accuracy: 96.2
epoch: 987
loss: 0.7061839979292569
IOU: [98.27, 85.65, 92.67, 53.94, 61.54, 66.72, 71.8, 80.04, 92.7, 63.45, 95.08, 82.58, 64.85, 95.01, 76.11, 84.1, 77.1, 63.78, 76.94]
mIOU: 78.02, mIOU_reduced: 77.81, accuracy: 96.2
epoch: 988
loss: 0.7104701186929431
IOU: [98.32, 85.88, 92.62, 54.96, 60.82, 66.49, 71.71, 79.81, 92.61, 62.63, 94.91, 82.62, 64.85, 95.03, 76.77, 84.6, 77.97, 64.22, 77.04]
mIOU: 78.1, mIOU_reduced: 77.78, accuracy: 96.19
epoch: 989
loss: 0.7126219046083744
IOU: [98.32, 85.89, 92.55, 51.94, 61.09, 66.58, 71.95, 79.95, 92.67, 63.06, 95.02, 82.5, 65.01, 94.98, 76.32, 84.91, 78.44, 64.32, 76.98]
mIOU: 78.03, mIOU_reduced: 77.68, accuracy: 96.18
epoch: 990
loss: 0.7090863333236818
IOU: [98.32, 85.98, 92.58, 52.94, 61.47, 66.44, 72.05, 79.83, 92.64, 63.39, 94.97, 82.63, 65.46, 95.0, 76.14, 84.75, 77.8, 64.88, 77.09]
mIOU: 78.12, mIOU_reduced: 77.85, accuracy: 96.2
epoch: 991
loss: 0.7087791234335167
IOU: [98.3, 85.79, 92.65, 53.96, 61.49, 66.71, 72.07, 79.81, 92.69, 63.43, 95.03, 82.57, 65.02, 95.04, 76.64, 84.56, 76.5, 63.98, 77.07]
mIOU: 78.07, mIOU_reduced: 77.85, accuracy: 96.21
epoch: 992
loss: 0.7049983036164646
IOU: [98.3, 85.83, 92.62, 53.61, 61.67, 66.59, 72.1, 79.75, 92.67, 63.38, 95.04, 82.56, 64.91, 95.01, 76.42, 84.9, 78.46, 64.09, 77.14]
mIOU: 78.16, mIOU_reduced: 77.83, accuracy: 96.2
epoch: 993
loss: 0.7080690073517134
IOU: [98.3, 85.85, 92.61, 52.95, 61.63, 66.72, 72.11, 79.72, 92.68, 63.3, 95.05, 82.54, 64.81, 95.02, 76.31, 84.9, 78.3, 64.4, 77.11]
mIOU: 78.12, mIOU_reduced: 77.8, accuracy: 96.2
epoch: 994
loss: 0.7102179159372644
IOU: [98.31, 85.81, 92.65, 55.36, 61.17, 66.55, 72.03, 79.84, 92.67, 63.0, 95.0, 82.6, 65.18, 95.07, 75.4, 83.93, 76.73, 64.47, 77.02]
mIOU: 78.04, mIOU_reduced: 77.92, accuracy: 96.2
epoch: 995
loss: 0.7110503335204729
IOU: [98.29, 85.78, 92.6, 54.1, 61.18, 66.52, 72.12, 79.87, 92.67, 63.73, 94.94, 82.68, 65.57, 95.03, 76.48, 84.7, 78.11, 64.36, 77.06]
mIOU: 78.2, mIOU_reduced: 77.91, accuracy: 96.2
epoch: 996
loss: 0.7001058067272937
IOU: [98.29, 85.75, 92.59, 53.81, 61.48, 66.48, 72.03, 79.87, 92.66, 63.37, 95.01, 82.56, 64.64, 95.03, 76.44, 84.92, 78.86, 65.03, 77.16]
mIOU: 78.21, mIOU_reduced: 77.86, accuracy: 96.19
epoch: 997
loss: 0.7094306524873101
IOU: [98.33, 85.97, 92.65, 54.43, 61.4, 66.61, 72.06, 79.78, 92.68, 63.44, 95.01, 82.58, 64.91, 95.06, 76.38, 84.93, 78.33, 65.2, 77.19]
mIOU: 78.26, mIOU_reduced: 77.95, accuracy: 96.22
epoch: 998
loss: 0.7079785173794009
IOU: [98.33, 85.97, 92.6, 52.86, 60.94, 66.63, 72.1, 79.88, 92.7, 63.71, 95.03, 82.61, 65.1, 95.02, 76.51, 84.73, 78.4, 64.58, 77.0]
mIOU: 78.14, mIOU_reduced: 77.82, accuracy: 96.21
epoch: 999
loss: 0.7093369939899188
IOU: [98.32, 85.9, 92.57, 52.14, 61.23, 66.61, 72.03, 79.78, 92.68, 63.57, 94.99, 82.61, 65.0, 95.03, 75.57, 84.3, 77.68, 64.23, 77.04]
mIOU: 77.96, mIOU_reduced: 77.73, accuracy: 96.19
Best mIOU: 78.31867659719367
Best global accuracy: 96.22364044189453
Training time 2 days, 0:57:42
mIOUs: [78.31867659719367]
global_accuracies: [96.22364044189453]
