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run: 1
epoch: 0
loss: 1.2061161207702924
IOU: [81.6, 13.41, 50.28, 0.0, 0.0, 0.0, 0.0, 0.0, 43.63, 19.4, 26.62, 0.0, 0.0, 36.81, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.3, mIOU_reduced: 16.98, accuracy: 69.73
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IOU: [95.6, 65.24, 83.75, 26.33, 28.15, 39.48, 30.1, 40.36, 87.42, 44.05, 89.69, 46.84, 2.54, 84.47, 20.4, 19.17, 16.4, 3.36, 43.19]
mIOU: 45.61, mIOU_reduced: 50.66, accuracy: 90.7
epoch: 25
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loss: 0.2888820965817033
IOU: [95.63, 68.65, 86.56, 25.41, 35.12, 47.87, 40.08, 53.86, 88.27, 50.73, 91.02, 65.35, 29.07, 86.87, 32.82, 52.17, 24.34, 16.8, 61.5]
mIOU: 55.38, mIOU_reduced: 58.93, accuracy: 92.23
epoch: 50
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loss: 0.256144313698991
IOU: [96.62, 74.31, 87.03, 30.98, 37.94, 43.74, 44.6, 58.58, 89.07, 50.39, 89.84, 67.06, 41.2, 88.9, 32.48, 55.62, 30.09, 25.79, 60.72]
mIOU: 58.16, mIOU_reduced: 61.67, accuracy: 92.8
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loss: 0.2564919246737205
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loss: 0.23941613061007141
IOU: [96.35, 72.57, 83.59, 27.49, 35.39, 42.25, 37.09, 58.05, 85.33, 51.56, 92.42, 64.88, 43.51, 87.31, 41.6, 45.34, 17.24, 19.27, 53.02]
mIOU: 55.49, mIOU_reduced: 59.38, accuracy: 91.79
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loss: 0.22246417027679735
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loss: 0.22584881593355272
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loss: 0.2052405772986759
IOU: [96.47, 72.57, 86.89, 39.29, 44.99, 50.83, 42.64, 64.85, 87.7, 49.5, 92.15, 72.68, 45.86, 90.95, 54.92, 61.98, 60.4, 25.88, 65.7]
mIOU: 63.49, mIOU_reduced: 64.31, accuracy: 93.25
epoch: 125
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loss: 0.21435635609205841
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loss: 0.2270016003289634
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loss: 0.216730658677871
IOU: [96.63, 74.05, 87.74, 26.78, 41.34, 48.78, 46.38, 60.28, 89.49, 56.46, 92.57, 70.38, 40.45, 90.06, 46.72, 68.99, 50.23, 40.01, 65.52]
mIOU: 62.78, mIOU_reduced: 64.18, accuracy: 93.47
epoch: 150
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loss: 0.210981598379959
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loss: 0.19569963660603262
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loss: 0.21296228902198555
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loss: 0.21316077413584666
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loss: 0.20375564393168188
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loss: 0.22932388631481365
IOU: [96.49, 76.62, 87.72, 35.33, 42.24, 45.48, 45.89, 57.45, 87.79, 49.21, 92.6, 70.98, 45.45, 89.25, 53.83, 65.06, 26.68, 25.55, 62.9]
mIOU: 60.87, mIOU_reduced: 63.18, accuracy: 93.19
epoch: 175
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loss: 0.20868896648809918
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loss: 0.19820347576931802
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loss: 0.18929376041471477
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loss: 0.20151449314185552
IOU: [97.15, 77.32, 89.29, 40.02, 50.81, 51.42, 51.83, 67.37, 90.01, 51.91, 93.11, 72.54, 49.54, 92.22, 43.69, 70.93, 67.59, 27.5, 60.66]
mIOU: 65.52, mIOU_reduced: 66.42, accuracy: 94.07
epoch: 200
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loss: 0.19208836852700883
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loss: 0.20414809631610495
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loss: 0.19675052798581574
IOU: [97.54, 79.78, 89.6, 41.68, 52.56, 57.53, 55.82, 65.23, 90.75, 51.56, 93.28, 73.69, 52.69, 90.44, 46.41, 70.59, 54.55, 42.7, 69.86]
mIOU: 67.17, mIOU_reduced: 69.05, accuracy: 94.44
epoch: 225
loss: 0.20113359958013755
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loss: 0.1813870763601961
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loss: 0.2059457105687365
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loss: 0.20310838273513027
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loss: 0.2005676647241546
IOU: [96.71, 75.45, 87.77, 32.71, 46.0, 53.27, 47.94, 65.83, 88.4, 44.44, 89.08, 70.44, 47.59, 89.35, 42.17, 74.13, 50.82, 36.61, 66.47]
mIOU: 63.43, mIOU_reduced: 64.88, accuracy: 93.23
epoch: 250
loss: 0.1942801147378037
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loss: 0.19464237516058103
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loss: 0.19270637912570304
IOU: [97.47, 79.79, 90.06, 46.27, 53.03, 58.26, 59.67, 69.63, 91.3, 59.55, 93.87, 75.71, 50.61, 91.95, 49.04, 68.12, 35.46, 40.51, 70.61]
mIOU: 67.42, mIOU_reduced: 70.52, accuracy: 94.75
epoch: 275
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loss: 0.20411652224163482
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loss: 0.19606312464751965
IOU: [96.96, 78.14, 90.15, 37.3, 47.31, 56.52, 56.26, 69.67, 90.95, 60.08, 93.83, 74.21, 52.32, 91.68, 46.35, 63.19, 29.77, 42.71, 67.19]
mIOU: 65.51, mIOU_reduced: 69.08, accuracy: 94.39
epoch: 300
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loss: 0.18275856234715634
IOU: [97.26, 78.46, 89.78, 50.26, 49.64, 57.59, 55.54, 71.11, 90.39, 53.95, 92.05, 72.28, 52.79, 90.52, 46.89, 70.25, 46.03, 36.95, 67.32]
mIOU: 66.79, mIOU_reduced: 69.12, accuracy: 94.39
epoch: 325
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loss: 0.19161883225498816
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loss: 0.1661585999145662
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loss: 0.166093924135532
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loss: 0.17714356333820647
epoch: 349
loss: 0.1746374049758654
IOU: [97.57, 80.83, 90.03, 38.3, 49.25, 59.28, 56.75, 67.61, 91.29, 57.97, 93.42, 75.58, 52.51, 91.39, 41.04, 74.16, 69.24, 33.75, 70.12]
mIOU: 67.9, mIOU_reduced: 69.1, accuracy: 94.75
epoch: 350
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loss: 0.1752607547088132
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loss: 0.17371667331119753
epoch: 373
loss: 0.17831802597103735
epoch: 374
loss: 0.20544950362807013
IOU: [96.78, 76.28, 89.24, 49.13, 49.61, 56.36, 50.18, 66.86, 90.11, 53.89, 92.71, 73.61, 47.34, 87.83, 36.07, 51.53, 27.19, 31.72, 68.63]
mIOU: 62.9, mIOU_reduced: 67.52, accuracy: 93.78
epoch: 375
loss: 0.18055133497457942
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loss: 0.16677832065245532
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loss: 0.18387144167387903
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loss: 0.17118346048493913
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loss: 0.19085660966419465
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loss: 0.17218092569925714
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loss: 0.16908398342903733
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loss: 0.1753113737927293
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loss: 0.17068374835737954
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loss: 0.1777630287079477
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loss: 0.1725950702783875
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loss: 0.18171653798166312
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loss: 0.17351078139643142
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loss: 0.16562591159761433
epoch: 399
loss: 0.17539603717002586
IOU: [96.6, 75.13, 89.65, 31.0, 53.67, 57.74, 56.27, 69.21, 90.7, 54.93, 92.99, 71.84, 46.46, 92.42, 60.2, 71.33, 45.01, 42.04, 67.29]
mIOU: 66.55, mIOU_reduced: 68.0, accuracy: 94.21
epoch: 400
loss: 0.16518018236057455
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loss: 0.17682189797616069
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loss: 0.1838839578660672
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loss: 0.16842083998446195
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loss: 0.161219630500859
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loss: 0.231591478672953
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loss: 0.18801237425874828
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loss: 0.17826341666943943
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loss: 0.18618804389093765
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loss: 0.18235092421345955
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loss: 0.16843975612497072
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loss: 0.18093986005956594
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loss: 0.17554738183789498
epoch: 424
loss: 0.1607312619927116
IOU: [97.07, 78.02, 90.44, 48.43, 52.34, 58.02, 59.88, 72.74, 91.06, 56.61, 94.36, 77.12, 56.1, 91.95, 54.39, 80.56, 71.24, 40.11, 69.83]
mIOU: 70.54, mIOU_reduced: 70.88, accuracy: 94.63
epoch: 425
loss: 0.1634434799982531
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loss: 0.15587317945581242
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loss: 0.16430654766344316
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loss: 0.16517426465158513
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loss: 0.16132059633089205
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loss: 0.15912094155974144
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loss: 0.16639253123590567
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loss: 0.16833718982587928
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loss: 0.16307115743584388
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loss: 0.16848168712902584
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loss: 0.1784915154915293
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loss: 0.18655628881685818
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loss: 0.1683979055510377
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loss: 0.15845872423639196
epoch: 448
loss: 0.15281330832252604
epoch: 449
loss: 0.1755257190438615
IOU: [97.46, 79.19, 87.09, 24.31, 27.91, 49.72, 53.68, 65.87, 90.23, 49.16, 93.43, 71.87, 50.85, 91.47, 47.48, 69.36, 57.13, 41.49, 65.95]
mIOU: 63.88, mIOU_reduced: 64.98, accuracy: 93.89
epoch: 450
loss: 0.18722214202353896
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loss: 0.19260266591917793
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loss: 0.15639825848074293
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loss: 0.15132862616661746
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loss: 0.169209558807936
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loss: 0.16172700797049505
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loss: 0.1598733397065147
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loss: 0.16229662202760536
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loss: 0.18461856374522104
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loss: 0.1723629193445743
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loss: 0.16381275882778784
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loss: 0.16647631092614562
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loss: 0.16080095659128096
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loss: 0.16862232031205274
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loss: 0.17484681398640425
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loss: 0.15863172832444672
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loss: 0.16928270308556903
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loss: 0.17255852351371812
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loss: 0.16575527363870987
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loss: 0.1542863464058249
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loss: 0.16280136681149268
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loss: 0.1554793585543684
epoch: 474
loss: 0.16404662217011026
IOU: [97.5, 80.87, 89.53, 36.8, 50.81, 56.63, 57.22, 69.6, 90.86, 60.29, 92.74, 72.75, 40.48, 92.33, 43.41, 74.83, 60.7, 26.07, 64.66]
mIOU: 66.21, mIOU_reduced: 67.45, accuracy: 94.58
epoch: 475
loss: 0.17614246854643936
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loss: 0.1687541459850224
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loss: 0.16381021912367838
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loss: 0.1621915792639686
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loss: 0.15433495608221168
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loss: 0.17113559918021257
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loss: 0.18377865535631335
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loss: 0.17977705951328227
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loss: 0.14915065019519502
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loss: 0.15133789740000775
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loss: 0.16478069972076184
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loss: 0.17067808589604344
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loss: 0.1723334674404638
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loss: 0.16485445251603012
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loss: 0.1716344840121719
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loss: 0.15798741958613666
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loss: 0.16429533807415203
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loss: 0.14993060514772677
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loss: 0.17785705736464247
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loss: 0.17350460918283847
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loss: 0.1754935752911709
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loss: 0.15693751102027226
epoch: 499
loss: 0.1534469790174312
IOU: [97.61, 80.77, 90.8, 48.42, 54.52, 59.82, 61.58, 73.02, 91.43, 57.58, 94.73, 77.0, 55.34, 93.19, 62.18, 72.87, 55.6, 50.64, 70.69]
mIOU: 70.94, mIOU_reduced: 72.32, accuracy: 95.09
epoch: 500
loss: 0.1463349187430346
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loss: 0.1618793494497348
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loss: 0.16310308058306855
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loss: 0.1555126635734283
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loss: 0.15815983813085324
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loss: 0.1661012872973221
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loss: 0.1707980495217354
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loss: 0.1609486978290216
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loss: 0.17855540030407455
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loss: 0.16465708687700673
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loss: 0.15872607131129648
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loss: 0.1734839555910334
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loss: 0.158102179372889
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loss: 0.1593778671199742
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loss: 0.1570789643696376
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loss: 0.15287613523295626
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loss: 0.16581039996240338
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loss: 0.1709868251835561
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loss: 0.15873302434975245
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loss: 0.17623842939372975
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loss: 0.15831940127109903
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loss: 0.1550773632213112
epoch: 523
loss: 0.17129142624589633
epoch: 524
loss: 0.16352363657758565
IOU: [97.12, 78.36, 88.79, 32.74, 46.0, 53.32, 47.94, 71.44, 89.15, 56.0, 93.32, 73.58, 52.35, 88.83, 32.24, 67.79, 54.56, 17.48, 54.05]
mIOU: 62.9, mIOU_reduced: 65.03, accuracy: 93.81
epoch: 525
loss: 0.17576562135287052
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loss: 0.15229571379741247
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loss: 0.1598500218393025
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loss: 0.1704276337054862
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loss: 0.17172020762114512
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loss: 0.16247222837653122
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loss: 0.1456707563964183
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loss: 0.14537573384869132
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loss: 0.15369037639178998
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loss: 0.14034445561729672
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loss: 0.16186277224930792
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loss: 0.15307970704495746
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loss: 0.14704431155621203
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loss: 0.14697973520527632
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loss: 0.15807998379205437
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loss: 0.18217049107317013
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loss: 0.19509882913686516
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loss: 0.1673342196968688
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loss: 0.17415439678893258
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loss: 0.16982158962285743
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loss: 0.1639671325884418
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loss: 0.16855217640933323
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loss: 0.15231908195102312
epoch: 548
loss: 0.1525414237837907
epoch: 549
loss: 0.1475513253933336
IOU: [97.89, 82.63, 90.64, 40.4, 52.86, 59.05, 61.1, 73.09, 91.28, 59.28, 93.46, 77.38, 53.6, 93.45, 59.52, 72.79, 54.67, 45.42, 71.27]
mIOU: 69.99, mIOU_reduced: 71.43, accuracy: 95.14
epoch: 550
loss: 0.14979560213349258
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loss: 0.14827992082284788
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loss: 0.15049890135578067
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loss: 0.1559792616858958
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loss: 0.160873631040523
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loss: 0.15552969807081146
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loss: 0.15211910230290857
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loss: 0.15578878891837564
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loss: 0.15127172841216033
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loss: 0.17529738274706663
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loss: 0.1596597083254323
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loss: 0.1583488001776834
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loss: 0.14403478522104715
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loss: 0.14900346765058703
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loss: 0.14811400028894534
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loss: 0.14589302565129297
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loss: 0.1516900197514948
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loss: 0.16228981125306569
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loss: 0.17841014400566363
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loss: 0.18123632171404652
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loss: 0.15205098379333065
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loss: 0.15675159672280206
epoch: 572
loss: 0.15562553633496445
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loss: 0.14287655529468207
epoch: 574
loss: 0.14540105019859226
IOU: [97.69, 82.12, 91.2, 56.68, 54.52, 60.6, 56.78, 72.55, 91.91, 64.31, 94.34, 77.45, 55.93, 92.78, 57.5, 75.33, 66.26, 14.3, 71.87]
mIOU: 70.22, mIOU_reduced: 70.94, accuracy: 95.3
epoch: 575
loss: 0.15067427063165006
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loss: 0.14295482796157466
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loss: 0.15802857354082508
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loss: 0.1574375511942848
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loss: 0.15469292800301168
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loss: 0.15448591595068775
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loss: 0.14560552567966542
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loss: 0.13946820050477982
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loss: 0.1590821071053451
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loss: 0.14810573114860412
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loss: 0.14726673297563975
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loss: 0.14669565663665451
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loss: 0.145003259824614
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loss: 0.14484129149235805
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loss: 0.14709386454438264
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loss: 0.15167317473181496
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loss: 0.1401751121340415
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loss: 0.1475199174407036
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loss: 0.14677768531995963
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loss: 0.14216973803274716
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loss: 0.14851506956102392
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loss: 0.1699521274900822
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loss: 0.14853117261533788
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loss: 0.1402136672217891
epoch: 599
loss: 0.15369651546937757
IOU: [97.43, 81.07, 90.01, 48.34, 51.53, 59.24, 58.1, 70.01, 91.04, 57.84, 94.15, 76.7, 53.55, 88.82, 25.96, 51.63, 44.95, 40.87, 68.23]
mIOU: 65.76, mIOU_reduced: 70.43, accuracy: 94.39
epoch: 600
loss: 0.15727696660152984
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loss: 0.16295947084288712
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loss: 0.15774254410495012
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loss: 0.1383638704280969
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loss: 0.1560087010987364
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loss: 0.15316443072978378
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loss: 0.14433349719185715
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loss: 0.16661772465288158
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loss: 0.17844358668976396
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loss: 0.15292103148775923
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loss: 0.14741332214476285
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loss: 0.1656078444417275
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loss: 0.1596881681777075
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loss: 0.14888768014560813
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loss: 0.14756100666972827
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loss: 0.15712605808382085
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loss: 0.14621817276403912
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loss: 0.14363242075289034
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loss: 0.14221704060417623
IOU: [97.69, 81.94, 91.47, 59.9, 56.02, 60.91, 63.6, 73.6, 91.77, 60.54, 94.35, 78.11, 57.44, 93.63, 58.0, 76.54, 66.4, 53.66, 72.76]
mIOU: 73.07, mIOU_reduced: 74.21, accuracy: 95.42
epoch: 625
loss: 0.13518559382450226
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loss: 0.13421727393595678
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loss: 0.15249423240876261
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loss: 0.14432179939875384
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loss: 0.14369050604153194
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loss: 0.14821201801862358
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loss: 0.13785215718244928
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loss: 0.14642449018527876
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loss: 0.14421733428606126
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loss: 0.15530042649520376
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loss: 0.1434932601941885
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loss: 0.15275365228681873
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loss: 0.14348188281621574
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loss: 0.14746067654893727
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loss: 0.14099219734617321
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loss: 0.13628364842375013
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loss: 0.14173605102252446
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loss: 0.14448827483021023
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loss: 0.13898168795433327
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loss: 0.13906539980613317
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loss: 0.14730183740028474
epoch: 649
loss: 0.14399298808645367
IOU: [97.84, 82.2, 91.29, 46.15, 57.69, 61.64, 64.0, 75.04, 92.25, 62.14, 93.6, 78.95, 54.87, 94.23, 65.46, 75.98, 73.16, 53.85, 71.69]
mIOU: 73.26, mIOU_reduced: 73.59, accuracy: 95.48
epoch: 650
loss: 0.14431274766629598
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loss: 0.14890419454828427
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loss: 0.15856189622149636
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loss: 0.1558563602621343
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loss: 0.16057665401070587
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loss: 0.14262629238100386
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loss: 0.13998383141029877
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loss: 0.13926001381118985
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loss: 0.16674051152647668
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loss: 0.1609057723833223
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loss: 0.1595809718950418
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loss: 0.16760208734845858
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loss: 0.1479738172535305
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loss: 0.13351196217328068
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loss: 0.14230863681700673
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loss: 0.1466222164645349
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loss: 0.14179487624820672
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loss: 0.1354664709127817
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loss: 0.1525927803948562
IOU: [97.77, 82.62, 90.85, 44.45, 57.85, 61.01, 62.82, 72.57, 91.31, 61.15, 93.73, 78.04, 57.31, 92.05, 47.29, 62.3, 46.2, 51.26, 71.76]
mIOU: 69.6, mIOU_reduced: 72.91, accuracy: 95.11
epoch: 675
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loss: 0.13929084571946984
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loss: 0.14391840681072193
IOU: [97.89, 82.79, 91.61, 52.46, 55.14, 62.07, 63.1, 73.37, 91.87, 59.74, 93.61, 79.7, 57.67, 93.83, 61.28, 75.21, 68.14, 55.66, 72.94]
mIOU: 73.06, mIOU_reduced: 73.97, accuracy: 95.49
epoch: 700
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loss: 0.12892746841007807
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loss: 0.13314349081799026
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loss: 0.13965674895401592
IOU: [97.85, 82.53, 90.87, 41.37, 54.53, 57.94, 61.42, 72.06, 91.24, 61.31, 94.29, 77.24, 52.61, 93.18, 52.85, 55.46, 71.99, 50.86, 72.16]
mIOU: 70.09, mIOU_reduced: 71.97, accuracy: 95.1
epoch: 725
loss: 0.133551151122687
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loss: 0.13390889978714066
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loss: 0.12588497261313417
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loss: 0.11818791544341013
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loss: 0.13515504317061922
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loss: 0.13078065656346452
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loss: 0.1326651608727049
IOU: [97.79, 82.54, 91.18, 45.08, 58.3, 61.95, 64.97, 74.84, 91.77, 60.93, 94.69, 77.59, 57.92, 93.88, 61.21, 75.05, 73.28, 52.83, 71.89]
mIOU: 73.04, mIOU_reduced: 73.63, accuracy: 95.41
epoch: 750
loss: 0.13637800966552646
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loss: 0.14150816017405363
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loss: 0.14337358302424216
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loss: 0.14876108371584884
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loss: 0.13080379870943626
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loss: 0.13092352921830996
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loss: 0.1265102849615552
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loss: 0.12389270087699042
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loss: 0.12558409316600816
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loss: 0.12365924968632726
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loss: 0.12416435997039481
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loss: 0.12064020518424376
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loss: 0.12531276069320438
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loss: 0.12616097907011078
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loss: 0.12476864374792479
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loss: 0.1283894382075801
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loss: 0.1262449915357677
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loss: 0.12574713892049866
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loss: 0.12533436850155139
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loss: 0.12517048932632024
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loss: 0.12072824933779529
IOU: [97.71, 82.49, 91.95, 47.79, 58.16, 62.93, 65.05, 76.01, 92.37, 63.96, 94.85, 79.25, 59.01, 94.16, 64.29, 78.19, 69.56, 57.72, 74.49]
mIOU: 74.21, mIOU_reduced: 74.87, accuracy: 95.6
epoch: 775
loss: 0.1283473193725807
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loss: 0.13540049811016838
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loss: 0.12914700836264542
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loss: 0.12728609524245532
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loss: 0.13448786566842277
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loss: 0.1490418364738197
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loss: 0.15118157672833882
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loss: 0.1528745700888878
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loss: 0.13240280054569886
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loss: 0.13138602674007416
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loss: 0.12632049529780595
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loss: 0.12613516092059426
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loss: 0.13667336383437853
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loss: 0.1240967497269741
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loss: 0.121656908500548
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loss: 0.12115699004612843
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loss: 0.12531783485990972
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loss: 0.11949903843296827
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loss: 0.1207204996495234
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loss: 0.1232096281133572
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loss: 0.1297521005582938
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loss: 0.12006445751196612
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loss: 0.12009673999406578
epoch: 799
loss: 0.11961805557385288
IOU: [97.63, 82.75, 91.37, 42.52, 53.8, 59.74, 66.18, 74.43, 92.12, 61.25, 94.16, 78.19, 52.3, 93.55, 54.64, 76.29, 72.0, 44.05, 71.42]
mIOU: 71.49, mIOU_reduced: 72.22, accuracy: 95.32
epoch: 800
loss: 0.12504928623328634
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loss: 0.1249568646326862
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loss: 0.1308586856104293
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loss: 0.11939712793558756
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loss: 0.12484598089501543
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loss: 0.12045133636004199
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loss: 0.12629819020749425
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loss: 0.12505815025529451
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loss: 0.12365114385628637
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loss: 0.12627627564006738
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loss: 0.12144579977359411
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loss: 0.11631503102753683
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loss: 0.12184136996492542
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loss: 0.12417767815432458
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loss: 0.1258353569075425
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loss: 0.1223535597264124
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loss: 0.11933235402377147
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loss: 0.11739829582265124
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loss: 0.12694293828907038
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loss: 0.1213160330916672
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loss: 0.12244007338812408
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loss: 0.12450543078129504
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loss: 0.12035640047968559
epoch: 823
loss: 0.12957735231141196
epoch: 824
loss: 0.1244794301025951
IOU: [97.58, 82.06, 92.09, 56.61, 59.41, 62.46, 66.9, 76.04, 92.17, 61.94, 94.49, 80.03, 60.04, 94.29, 66.1, 81.1, 75.49, 55.92, 74.61]
mIOU: 75.23, mIOU_reduced: 75.41, accuracy: 95.64
epoch: 825
loss: 0.11840908100823508
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loss: 0.11630599684712058
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loss: 0.11734759034413211
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loss: 0.11940441174166543
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loss: 0.1315650960224658
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loss: 0.12438042606465578
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loss: 0.12769009484194038
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loss: 0.12153096223937855
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loss: 0.12063207567702085
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loss: 0.1301814029721237
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loss: 0.1367328038434134
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loss: 0.12216407968348891
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loss: 0.11663308874214434
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loss: 0.11793065125328511
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loss: 0.11879812811584164
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loss: 0.12056135832058451
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loss: 0.11643376526726545
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loss: 0.1187215425335172
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loss: 0.11406512289355707
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loss: 0.1169098225243972
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loss: 0.11303418828551018
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loss: 0.11226498586630243
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loss: 0.11225701706870547
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loss: 0.11433842160671226
epoch: 849
loss: 0.11422284730682476
IOU: [98.07, 84.81, 92.03, 52.16, 58.32, 64.18, 67.19, 77.13, 92.45, 66.35, 95.07, 80.91, 61.84, 94.32, 73.04, 79.8, 75.37, 57.78, 74.66]
mIOU: 76.08, mIOU_reduced: 76.08, accuracy: 95.88
epoch: 850
loss: 0.11119439025130876
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loss: 0.11182051356831652
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loss: 0.11271659734676469
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loss: 0.11584794228128346
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loss: 0.11221110509492638
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loss: 0.11627524667432045
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loss: 0.11028218406912772
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loss: 0.1133529106280553
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loss: 0.11506901327972463
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loss: 0.11599306123597282
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loss: 0.11089314227155599
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loss: 0.10931008771021733
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loss: 0.1144350542814905
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loss: 0.1114941946860915
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loss: 0.11875696536504997
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loss: 0.11265437764861191
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loss: 0.10949173041511417
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loss: 0.10909331397145906
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loss: 0.10794642147911848
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loss: 0.10653276937308337
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loss: 0.12067055117810833
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loss: 0.11816475625749868
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loss: 0.11447904761027133
epoch: 873
loss: 0.11249523054597513
epoch: 874
loss: 0.11551840197686558
IOU: [98.06, 84.28, 92.01, 55.56, 61.77, 63.45, 67.38, 77.36, 91.34, 55.89, 94.98, 80.5, 60.36, 94.77, 74.05, 82.6, 72.04, 59.75, 74.72]
mIOU: 75.83, mIOU_reduced: 75.76, accuracy: 95.72
epoch: 875
loss: 0.11939624566434208
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loss: 0.11896211316563049
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loss: 0.1157968026909706
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loss: 0.11017119852359082
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loss: 0.12375410148155978
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loss: 0.11089485602558784
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loss: 0.1235027571291615
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loss: 0.11655343187385492
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loss: 0.11109439237419808
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loss: 0.10899278815745343
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loss: 0.11190245136859603
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loss: 0.11011354864205954
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loss: 0.11022447201240095
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loss: 0.10853034133377744
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loss: 0.105913376671606
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loss: 0.10686048820132836
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loss: 0.10838792685951505
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loss: 0.10365788092349738
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loss: 0.10298797114679434
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loss: 0.1049375375306028
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loss: 0.10558027627493814
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loss: 0.10234277301801825
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loss: 0.10195162493705429
epoch: 898
loss: 0.10951260263426606
epoch: 899
loss: 0.10608584292212908
IOU: [98.09, 84.24, 92.44, 60.97, 61.96, 64.17, 68.59, 77.28, 92.26, 63.39, 95.21, 81.01, 60.39, 94.71, 76.75, 84.12, 77.94, 60.58, 75.21]
mIOU: 77.33, mIOU_reduced: 76.91, accuracy: 96.0
epoch: 900
loss: 0.11350619456557572
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loss: 0.10858402670313407
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loss: 0.10478197285187534
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loss: 0.10414748893915161
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loss: 0.1051636201070968
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loss: 0.10315062446052815
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loss: 0.10981170689521452
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loss: 0.11085545285692755
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loss: 0.10595753191495841
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loss: 0.10463036592758569
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loss: 0.10433079759186169
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loss: 0.1018766027315447
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loss: 0.1025097171331673
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loss: 0.10245362528652516
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loss: 0.10028162933986463
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loss: 0.10083164247581258
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loss: 0.10080291852957476
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loss: 0.10152139542800076
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loss: 0.10031288694540125
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loss: 0.10112876126748532
epoch: 920
loss: 0.09994029805987993
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loss: 0.09851634026457358
epoch: 922
loss: 0.09902751911682581
epoch: 923
loss: 0.0977707814796755
epoch: 924
loss: 0.10045109058647464
IOU: [98.28, 85.83, 92.48, 58.86, 61.47, 65.25, 69.92, 78.05, 92.46, 65.32, 94.97, 81.19, 61.06, 94.63, 75.41, 86.55, 78.26, 60.35, 75.48]
mIOU: 77.68, mIOU_reduced: 77.23, accuracy: 96.1
epoch: 925
loss: 0.10006349768760713
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loss: 0.09924751249044089
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loss: 0.10015250896066026
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loss: 0.09869343363692497
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loss: 0.10487718493589815
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loss: 0.10013301448640477
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loss: 0.10074533240975074
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loss: 0.09965665153456184
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loss: 0.10691885025594433
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loss: 0.1034757299323609
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loss: 0.10196518326665192
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loss: 0.10541103006092044
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loss: 0.09920083896088792
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loss: 0.09979376072350217
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loss: 0.09921011804650735
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loss: 0.09899300135009373
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loss: 0.09986834634707945
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loss: 0.0971783041411815
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loss: 0.09622340162367513
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loss: 0.09816253348944001
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loss: 0.10049010673663365
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loss: 0.09608436428070712
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loss: 0.09740371337396436
epoch: 948
loss: 0.0956288565482412
epoch: 949
loss: 0.09678152989786912
IOU: [98.04, 84.63, 92.47, 58.95, 61.06, 65.25, 69.88, 78.49, 92.56, 65.73, 95.27, 81.41, 61.14, 94.81, 78.72, 86.53, 80.44, 59.61, 75.59]
mIOU: 77.93, mIOU_reduced: 77.18, accuracy: 96.06
epoch: 950
loss: 0.09560730615555436
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loss: 0.09520464539126244
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loss: 0.09710229148038957
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loss: 0.09500051124116803
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loss: 0.09705402149826368
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loss: 0.09659952110036042
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loss: 0.09491871178873144
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loss: 0.09543879216692519
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loss: 0.0948115590748922
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loss: 0.09596930952325985
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loss: 0.09353653289317441
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loss: 0.0978721110928412
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loss: 0.09509946983257395
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loss: 0.09439124651956109
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loss: 0.09373598249573913
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loss: 0.09534454558576856
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loss: 0.09339677786449538
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loss: 0.09393753489916215
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loss: 0.09579447674944074
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loss: 0.09344670214662655
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loss: 0.09269685723951884
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loss: 0.09195887429935913
epoch: 972
loss: 0.09161255430339803
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loss: 0.09360123065242548
epoch: 974
loss: 0.09206536274674447
IOU: [98.0, 84.21, 92.71, 62.75, 62.24, 65.73, 69.54, 78.27, 92.59, 64.91, 95.28, 81.54, 60.77, 95.01, 76.0, 85.71, 79.53, 58.8, 75.41]
mIOU: 77.84, mIOU_reduced: 77.36, accuracy: 96.09
epoch: 975
loss: 0.09312239500149241
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loss: 0.09343059140074285
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loss: 0.09208878929001302
epoch: 978
loss: 0.09382562324244056
epoch: 979
loss: 0.09308358060944112
epoch: 980
loss: 0.0911445385121271
IOU: [98.17, 85.16, 92.75, 60.4, 62.23, 65.24, 70.03, 77.95, 92.78, 66.47, 95.27, 81.75, 62.0, 94.94, 73.13, 84.67, 75.15, 60.23, 75.8]
mIOU: 77.59, mIOU_reduced: 77.57, accuracy: 96.18
epoch: 981
loss: 0.09179762844247316
IOU: [98.19, 85.26, 92.67, 58.85, 60.7, 65.68, 69.76, 77.85, 92.59, 64.69, 95.25, 81.52, 62.35, 94.98, 72.79, 86.39, 78.71, 59.16, 75.49]
mIOU: 77.52, mIOU_reduced: 77.19, accuracy: 96.13
epoch: 982
loss: 0.091802420200042
IOU: [98.11, 84.83, 92.75, 61.08, 62.61, 65.58, 69.95, 78.3, 92.71, 65.83, 95.28, 81.34, 60.55, 94.94, 73.38, 82.66, 71.67, 58.94, 75.86]
mIOU: 77.18, mIOU_reduced: 77.42, accuracy: 96.14
epoch: 983
loss: 0.0910709697421831
IOU: [98.19, 85.26, 92.76, 59.45, 62.33, 65.84, 70.49, 78.42, 92.75, 66.15, 95.26, 81.43, 60.91, 94.95, 74.28, 84.28, 77.6, 59.82, 76.01]
mIOU: 77.69, mIOU_reduced: 77.5, accuracy: 96.18
epoch: 984
loss: 0.0923171708927643
IOU: [98.13, 84.97, 92.72, 60.72, 62.18, 65.87, 70.51, 78.14, 92.7, 66.22, 95.35, 81.57, 61.39, 94.97, 74.63, 84.65, 76.24, 59.83, 75.75]
mIOU: 77.71, mIOU_reduced: 77.56, accuracy: 96.15
epoch: 985
loss: 0.09068955757185776
IOU: [98.17, 85.17, 92.71, 60.11, 62.69, 65.92, 70.5, 78.15, 92.66, 65.61, 95.27, 81.51, 61.33, 95.0, 76.6, 85.52, 75.86, 59.9, 75.97]
mIOU: 77.82, mIOU_reduced: 77.54, accuracy: 96.16
epoch: 986
loss: 0.0905956716911812
IOU: [98.18, 85.35, 92.67, 60.07, 62.0, 65.71, 70.34, 78.05, 92.72, 66.75, 95.32, 81.64, 61.81, 94.99, 76.96, 86.01, 76.25, 60.48, 76.07]
mIOU: 77.97, mIOU_reduced: 77.63, accuracy: 96.19
epoch: 987
loss: 0.0902489326552882
IOU: [98.17, 85.23, 92.77, 62.29, 61.48, 65.85, 70.13, 77.79, 92.74, 66.02, 95.31, 81.6, 61.61, 94.99, 75.82, 84.51, 74.52, 60.21, 75.97]
mIOU: 77.74, mIOU_reduced: 77.63, accuracy: 96.18
epoch: 988
loss: 0.08934367175974614
IOU: [98.07, 84.71, 92.78, 62.17, 62.32, 65.68, 70.26, 77.86, 92.74, 66.39, 95.25, 81.69, 62.14, 94.93, 74.09, 83.99, 73.8, 60.03, 75.98]
mIOU: 77.62, mIOU_reduced: 77.69, accuracy: 96.15
epoch: 989
loss: 0.09051589966021137
IOU: [98.12, 84.95, 92.77, 62.13, 61.81, 65.9, 70.3, 78.35, 92.7, 66.41, 95.32, 81.61, 61.21, 94.94, 75.22, 85.44, 76.14, 60.15, 75.76]
mIOU: 77.85, mIOU_reduced: 77.65, accuracy: 96.17
epoch: 990
loss: 0.09155006364309241
IOU: [98.16, 85.23, 92.77, 61.61, 61.94, 65.72, 70.33, 78.19, 92.69, 66.28, 95.26, 81.46, 61.38, 94.92, 74.18, 84.71, 75.61, 59.49, 75.91]
mIOU: 77.68, mIOU_reduced: 77.58, accuracy: 96.17
epoch: 991
loss: 0.09007844912274829
IOU: [98.18, 85.34, 92.82, 62.65, 62.41, 65.95, 70.43, 78.09, 92.76, 66.69, 95.25, 81.69, 61.92, 94.92, 72.46, 83.59, 75.17, 60.23, 75.95]
mIOU: 77.71, mIOU_reduced: 77.83, accuracy: 96.2
epoch: 992
loss: 0.09007000188139892
IOU: [98.11, 84.92, 92.8, 61.9, 62.21, 65.91, 70.32, 78.31, 92.73, 66.24, 95.32, 81.62, 61.39, 94.96, 75.46, 85.06, 76.35, 59.93, 75.94]
mIOU: 77.87, mIOU_reduced: 77.66, accuracy: 96.17
epoch: 993
loss: 0.0913155544800257
IOU: [98.12, 84.99, 92.76, 60.84, 61.82, 65.88, 70.19, 78.09, 92.72, 65.88, 95.33, 81.6, 61.24, 94.97, 75.7, 85.54, 76.68, 59.61, 76.0]
mIOU: 77.79, mIOU_reduced: 77.5, accuracy: 96.16
epoch: 994
loss: 0.09100213854741858
IOU: [98.1, 84.87, 92.77, 61.27, 62.17, 65.94, 70.29, 78.19, 92.71, 65.77, 95.31, 81.59, 61.29, 94.96, 74.16, 84.61, 76.76, 59.56, 75.88]
mIOU: 77.69, mIOU_reduced: 77.54, accuracy: 96.15
epoch: 995
loss: 0.09098953245624378
IOU: [98.1, 84.9, 92.8, 62.15, 61.83, 65.97, 70.4, 77.95, 92.7, 65.93, 95.35, 81.63, 61.35, 94.91, 76.34, 86.36, 77.71, 60.2, 75.88]
mIOU: 78.02, mIOU_reduced: 77.63, accuracy: 96.17
epoch: 996
loss: 0.09216144631774921
IOU: [98.11, 84.97, 92.78, 61.81, 61.81, 65.68, 70.41, 77.84, 92.7, 66.55, 95.33, 81.58, 61.1, 94.93, 74.7, 84.98, 76.82, 59.94, 75.73]
mIOU: 77.78, mIOU_reduced: 77.58, accuracy: 96.16
epoch: 997
loss: 0.08997677344919215
IOU: [98.12, 84.96, 92.83, 62.08, 62.34, 65.99, 70.56, 78.04, 92.68, 65.65, 95.32, 81.54, 61.04, 94.96, 74.35, 84.65, 74.9, 59.96, 75.97]
mIOU: 77.68, mIOU_reduced: 77.63, accuracy: 96.16
epoch: 998
loss: 0.09153902845964278
IOU: [98.11, 84.92, 92.83, 61.95, 62.12, 65.98, 70.49, 78.06, 92.72, 66.15, 95.3, 81.57, 61.3, 94.93, 74.94, 85.01, 76.07, 59.98, 75.77]
mIOU: 77.8, mIOU_reduced: 77.64, accuracy: 96.17
epoch: 999
loss: 0.08879765434406517
IOU: [98.12, 84.98, 92.81, 62.29, 62.33, 66.06, 70.58, 78.05, 92.73, 66.4, 95.31, 81.54, 61.01, 94.97, 74.31, 84.95, 76.69, 60.05, 76.01]
mIOU: 77.85, mIOU_reduced: 77.7, accuracy: 96.18
Best mIOU: 78.02488347103721
Best global accuracy: 96.19930982589722
Training time 1 day, 13:35:08
mIOUs: [78.02488347103721]
global_accuracies: [96.19930982589722]
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run: 1
epoch: 0
loss: 1.2119786803613133
IOU: [83.27, 3.64, 54.0, 0.0, 0.0, 0.0, 0.0, 0.0, 58.23, 8.04, 66.95, 0.0, 0.0, 33.23, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 16.18, mIOU_reduced: 19.21, accuracy: 72.33
epoch: 1
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epoch: 2
loss: 0.7565266858695974
epoch: 3
loss: 0.6974948676769945
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loss: 0.5052040588020315
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epoch: 11
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epoch: 12
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loss: 0.394465807875533
epoch: 14
loss: 0.3862428914986531
epoch: 15
loss: 0.3781965278550942
epoch: 16
loss: 0.3773818516506339
epoch: 17
loss: 0.3863603981598368
epoch: 18
loss: 0.35965773362837067
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loss: 0.3416660335266365
epoch: 20
loss: 0.34510550453174466
epoch: 21
loss: 0.34777402857725187
epoch: 22
loss: 0.3329244167255263
epoch: 23
loss: 0.3283121885074117
epoch: 24
loss: 0.3350546774918821
IOU: [95.34, 62.85, 84.26, 26.48, 33.17, 40.6, 27.68, 44.55, 87.46, 40.33, 87.52, 53.12, 1.07, 83.16, 11.23, 20.55, 13.67, 7.03, 49.38]
mIOU: 45.76, mIOU_reduced: 51.5, accuracy: 90.7
epoch: 25
loss: 0.31812288726597143
epoch: 26
loss: 0.30060505027558926
epoch: 27
loss: 0.3272424977664356
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loss: 0.32718444183830303
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loss: 0.3211581010943796
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loss: 0.30493316030245265
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loss: 0.28215870598577103
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loss: 0.2979836079952209
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loss: 0.29189855860410674
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loss: 0.2778457898415645
epoch: 38
loss: 0.292886301995609
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loss: 0.30861494989407995
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loss: 0.2904760463218483
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loss: 0.27128741739573825
epoch: 42
loss: 0.27806155873598115
epoch: 43
loss: 0.2866198105230486
epoch: 44
loss: 0.2736252248287201
epoch: 45
loss: 0.26246795632607856
epoch: 46
loss: 0.2797655776906206
epoch: 47
loss: 0.2815554813153018
epoch: 48
loss: 0.2716769961253652
epoch: 49
loss: 0.26681785002310643
IOU: [96.58, 74.69, 87.01, 34.07, 38.07, 48.47, 41.99, 57.3, 89.24, 48.26, 91.3, 63.46, 28.21, 84.57, 19.48, 33.15, 25.89, 11.15, 61.38]
mIOU: 54.43, mIOU_reduced: 59.73, accuracy: 92.5
epoch: 50
loss: 0.25860698870571475
epoch: 51
loss: 0.24772140821517316
epoch: 52
loss: 0.2687949269929665
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loss: 0.2522186905426799
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loss: 0.2655303677860296
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loss: 0.2538188224773844
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loss: 0.2539223926769434
epoch: 57
loss: 0.263415096704208
epoch: 58
loss: 0.25685121868096916
epoch: 59
loss: 0.2612437410255005
epoch: 60
loss: 0.25770553171313354
epoch: 61
loss: 0.24730415999728714
epoch: 62
loss: 0.26889814994727185
epoch: 63
loss: 0.24920392488292606
epoch: 64
loss: 0.24073424457379108
epoch: 65
loss: 0.24490937843637647
epoch: 66
loss: 0.23594717117091715
epoch: 67
loss: 0.2338509728725387
epoch: 68
loss: 0.23933551514727086
epoch: 69
loss: 0.23575451966083918
epoch: 70
loss: 0.23616275257579078
epoch: 71
loss: 0.23379529402101779
epoch: 72
loss: 0.26840862696061557
epoch: 73
loss: 0.24267454431304392
epoch: 74
loss: 0.23804152453684743
IOU: [96.52, 74.68, 87.24, 33.24, 39.37, 48.96, 44.48, 61.19, 89.47, 54.01, 92.56, 67.98, 46.34, 87.36, 9.9, 54.05, 26.83, 30.93, 63.39]
mIOU: 58.34, mIOU_reduced: 63.61, accuracy: 93.12
epoch: 75
loss: 0.2410160738101224
epoch: 76
loss: 0.23387245940310614
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loss: 0.24385861887764737
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loss: 0.23234445792484798
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loss: 0.23733701852132688
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loss: 0.23509225020350794
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loss: 0.2331384634875223
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loss: 0.23241928942762616
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loss: 0.22196773439645767
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loss: 0.22040355482673388
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loss: 0.2257468291731536
epoch: 86
loss: 0.23665168039962609
epoch: 87
loss: 0.2321952551683647
epoch: 88
loss: 0.23788296826926847
epoch: 89
loss: 0.22769055629997562
epoch: 90
loss: 0.24864373876238768
epoch: 91
loss: 0.22998416397690452
epoch: 92
loss: 0.2254765982415798
epoch: 93
loss: 0.22933652472865548
epoch: 94
loss: 0.21313526997508386
epoch: 95
loss: 0.22267583671284494
epoch: 96
loss: 0.2212985874306802
epoch: 97
loss: 0.2188380683930415
epoch: 98
loss: 0.2308561037974859
epoch: 99
loss: 0.2214930434673623
IOU: [96.82, 76.86, 88.29, 34.57, 44.49, 53.17, 48.9, 65.02, 89.4, 58.16, 93.15, 70.15, 47.5, 90.05, 43.11, 63.38, 31.48, 33.14, 66.01]
mIOU: 62.82, mIOU_reduced: 65.98, accuracy: 93.62
epoch: 100
loss: 0.21756700807906226
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loss: 0.21369447635431496
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loss: 0.23258690570162313
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loss: 0.22038267966550637
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loss: 0.22503432551162905
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loss: 0.23224897256919316
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loss: 0.21497412463725415
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loss: 0.20624327344312823
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loss: 0.22268794354483123
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loss: 0.20837415756803318
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loss: 0.21074270800438852
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loss: 0.21557083209810873
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loss: 0.22936821967925666
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loss: 0.20253696617974104
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loss: 0.20909669198035552
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loss: 0.2139176360640243
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loss: 0.2155769926237289
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loss: 0.21748910000864066
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loss: 0.20345039177696017
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loss: 0.19802955184583715
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loss: 0.21407059867266376
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loss: 0.244830667611081
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loss: 0.23049036895409428
epoch: 123
loss: 0.21941883635087156
epoch: 124
loss: 0.2095432957669474
IOU: [97.27, 78.66, 89.49, 44.38, 44.54, 54.37, 50.8, 63.12, 90.97, 57.27, 93.21, 69.02, 46.81, 90.83, 48.63, 63.23, 44.79, 27.24, 62.83]
mIOU: 64.08, mIOU_reduced: 66.3, accuracy: 94.17
epoch: 125
loss: 0.2195748898459252
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loss: 0.21974034597369216
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loss: 0.21647607621478263
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loss: 0.21728277089942818
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loss: 0.21929804135284656
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loss: 0.23705354718506497
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loss: 0.19803998346196994
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loss: 0.19795827798525278
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loss: 0.2161812097275996
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loss: 0.21062277994467563
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loss: 0.22371433564835802
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loss: 0.21571874182741596
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loss: 0.21364711743159437
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loss: 0.2204507928331586
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loss: 0.19898202061412149
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loss: 0.2079344428372833
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loss: 0.19646108959804007
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loss: 0.19536494122280906
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loss: 0.2575569423743978
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loss: 0.21831782865074445
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loss: 0.20219967484152862
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loss: 0.21101364907068063
epoch: 147
loss: 0.22531119999136887
epoch: 148
loss: 0.1941518105586584
epoch: 149
loss: 0.19925003044929787
IOU: [97.17, 78.18, 88.97, 42.09, 41.99, 52.44, 49.57, 64.56, 89.82, 58.89, 92.59, 72.17, 48.6, 90.78, 33.72, 58.79, 51.01, 39.98, 66.65]
mIOU: 64.1, mIOU_reduced: 67.15, accuracy: 94.07
epoch: 150
loss: 0.19861107946165166
epoch: 151
loss: 0.19374865313585235
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loss: 0.21770412069205647
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loss: 0.22525548264183445
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loss: 0.20491837477185976
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loss: 0.2041683434194953
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loss: 0.19571925267938656
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loss: 0.17612707098780295
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loss: 0.19062754794995418
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loss: 0.198582280356929
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loss: 0.18344254247502817
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loss: 0.20100454421779215
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loss: 0.23726374744324671
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loss: 0.20238858585891056
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loss: 0.1989462467618387
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loss: 0.19290360272171683
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loss: 0.20474202549361153
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loss: 0.20524550285541787
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loss: 0.19073048687848762
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loss: 0.20486747160192448
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loss: 0.17279357346643334
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loss: 0.2041339029600678
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loss: 0.17849317205080767
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loss: 0.20285691712503484
epoch: 174
loss: 0.21557103099447056
IOU: [96.71, 77.13, 87.66, 37.73, 42.73, 47.07, 43.19, 53.72, 89.17, 53.76, 92.3, 69.02, 45.83, 88.78, 0.0, 53.26, 38.35, 26.92, 64.52]
mIOU: 58.31, mIOU_reduced: 63.51, accuracy: 93.22
epoch: 175
loss: 0.20790293650084107
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loss: 0.1849355014427653
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loss: 0.2179289864843104
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loss: 0.19722086458273655
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loss: 0.1916350452605926
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loss: 0.17702689873320715
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loss: 0.18313381863090228
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loss: 0.2034302560707951
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loss: 0.18235003249343193
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loss: 0.19116828259271432
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loss: 0.18640698102927916
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loss: 0.18609509352002182
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loss: 0.18639567825752448
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loss: 0.19134331767690793
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loss: 0.1927185634356946
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loss: 0.18731309851064193
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loss: 0.21124896615984626
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loss: 0.2051984688061267
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loss: 0.1990697269611603
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loss: 0.20345911668799316
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loss: 0.1872854736254543
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loss: 0.18069632899648738
epoch: 198
loss: 0.18048644485579668
epoch: 199
loss: 0.18390441125615267
IOU: [97.6, 80.77, 90.15, 46.63, 51.04, 56.87, 51.62, 68.69, 91.14, 57.88, 93.81, 75.0, 50.48, 92.05, 51.81, 72.66, 47.42, 20.33, 58.92]
mIOU: 66.05, mIOU_reduced: 67.69, accuracy: 94.62
epoch: 200
loss: 0.18802237797859866
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loss: 0.1807633644205862
epoch: 202
loss: 0.17991194219361098
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loss: 0.22183595647950058
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loss: 0.2066030516979508
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loss: 0.20095334364718825
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loss: 0.19922504481681275
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loss: 0.1760231145228337
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loss: 0.17886523707616683
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loss: 0.1854445247074986
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loss: 0.19062046270887806
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loss: 0.19226435399200073
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loss: 0.1846180727097866
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loss: 0.1830816631810363
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loss: 0.2067407484685957
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loss: 0.21368780436943163
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loss: 0.1895725789336824
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loss: 0.17714780085090034
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loss: 0.1884580634112628
epoch: 222
loss: 0.22114297934378574
epoch: 223
loss: 0.18809563941711363
epoch: 224
loss: 0.1742784351190788
IOU: [97.19, 77.74, 89.21, 40.7, 50.08, 54.45, 52.78, 67.32, 90.61, 56.76, 93.41, 72.51, 48.79, 90.21, 37.5, 66.12, 45.22, 37.32, 66.2]
mIOU: 64.95, mIOU_reduced: 67.83, accuracy: 94.23
epoch: 225
loss: 0.17391063274961277
epoch: 226
loss: 0.19977138299906672
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loss: 0.1762808533209675
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loss: 0.1857263237599414
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loss: 0.18210568642519875
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loss: 0.1851238083405636
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loss: 0.17614204970733174
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loss: 0.1768085463148243
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loss: 0.18560759108664213
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loss: 0.19293844205831903
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loss: 0.199539262249142
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loss: 0.19322971824928115
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loss: 0.18279873696218604
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loss: 0.18406505286291924
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loss: 0.18593987894829392
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loss: 0.17959219424149417
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loss: 0.19181959339068586
epoch: 248
loss: 0.1876321143176999
epoch: 249
loss: 0.18246309402978644
IOU: [97.48, 80.23, 89.81, 49.89, 52.73, 57.82, 55.69, 71.05, 90.6, 59.2, 93.61, 70.76, 48.93, 91.97, 56.12, 63.98, 30.78, 41.15, 68.98]
mIOU: 66.88, mIOU_reduced: 69.99, accuracy: 94.61
epoch: 250
loss: 0.18026042030747688
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loss: 0.19531549539447152
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loss: 0.17762427654549118
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loss: 0.17538915928001353
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loss: 0.17821882444250617
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loss: 0.19314479936325968
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loss: 0.19490788272529277
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loss: 0.17250902035005009
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loss: 0.17067643901649512
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loss: 0.17038786071892376
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loss: 0.1608888404268139
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loss: 0.16714373146587946
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loss: 0.16773140291881689
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loss: 0.18769768800214937
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loss: 0.17465052060843156
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loss: 0.17362812677564005
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loss: 0.18066494293370336
epoch: 274
loss: 0.20295618982568905
IOU: [97.02, 77.9, 89.75, 27.63, 51.33, 56.72, 56.88, 68.85, 90.9, 58.83, 93.61, 72.96, 44.68, 91.34, 51.54, 70.18, 38.78, 26.46, 66.8]
mIOU: 64.85, mIOU_reduced: 66.98, accuracy: 94.37
epoch: 275
loss: 0.18278247535710707
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loss: 0.17508349003335535
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loss: 0.2069133523138707
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loss: 0.20295163183761736
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loss: 0.19096439110863242
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loss: 0.18590568160673357
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loss: 0.18315727484595742
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loss: 0.16742400381202005
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loss: 0.16823700032224553
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loss: 0.176818681353668
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loss: 0.17993885075869265
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loss: 0.1689701171898135
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loss: 0.17627428313390905
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loss: 0.1808819942316919
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loss: 0.16819268635742748
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loss: 0.16233527286836721
epoch: 298
loss: 0.16085486865107904
epoch: 299
loss: 0.16319800565907897
IOU: [97.52, 81.12, 87.27, 37.24, 54.57, 58.16, 59.65, 70.64, 91.33, 61.25, 93.83, 76.0, 53.23, 91.6, 47.43, 67.66, 3.96, 44.56, 70.34]
mIOU: 65.65, mIOU_reduced: 70.52, accuracy: 93.99
epoch: 300
loss: 0.17490351165963633
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loss: 0.18129921746703814
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loss: 0.20130321331261947
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loss: 0.1760490803986868
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loss: 0.17577589216900644
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loss: 0.18252838971319224
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loss: 0.16590254679523067
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loss: 0.16676408966194908
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loss: 0.1747682175907806
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loss: 0.18229746800468297
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loss: 0.17656913036204414
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loss: 0.1639332792186994
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loss: 0.16080353766519104
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loss: 0.17845103518178843
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loss: 0.177481317275136
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loss: 0.16891544649623474
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loss: 0.17202179969321044
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loss: 0.1676385326366219
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loss: 0.17185298459870474
epoch: 324
loss: 0.15771285741717989
IOU: [97.48, 80.86, 90.22, 43.71, 54.62, 57.86, 58.49, 70.5, 91.08, 60.48, 93.5, 75.44, 53.48, 92.45, 49.71, 72.32, 54.6, 35.72, 69.38]
mIOU: 68.52, mIOU_reduced: 70.33, accuracy: 94.8
epoch: 325
loss: 0.16646833504949296
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loss: 0.17924252266912769
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loss: 0.16172219232487872
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loss: 0.17142830519984675
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loss: 0.2027657588497005
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loss: 0.183357639574619
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loss: 0.18053622116056092
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loss: 0.17815160612774023
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loss: 0.17692684520768992
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loss: 0.17399389346976166
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loss: 0.1655354990430598
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loss: 0.16843211532362065
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loss: 0.16744568590526632
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loss: 0.17308145847844306
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loss: 0.1688457305098801
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loss: 0.17607877799121519
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loss: 0.17431010653307497
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loss: 0.16766825175751252
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loss: 0.19228300213251473
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loss: 0.16561669195598028
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loss: 0.1707973935894889
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loss: 0.18446185554294894
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loss: 0.18887978930759303
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loss: 0.16447267432338145
epoch: 349
loss: 0.17375025299761815
IOU: [97.65, 80.91, 90.48, 53.62, 50.98, 57.96, 58.3, 68.71, 91.19, 57.65, 93.65, 75.42, 51.04, 91.89, 50.13, 66.09, 32.73, 42.02, 69.62]
mIOU: 67.37, mIOU_reduced: 70.69, accuracy: 94.84
epoch: 350
loss: 0.15772868943905252
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loss: 0.179879641376255
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loss: 0.1609876699082935
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loss: 0.1556093438335185
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loss: 0.16664846396108843
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loss: 0.1567817197013094
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loss: 0.15714240608350286
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loss: 0.16124051670742162
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loss: 0.1548779925527277
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loss: 0.19033093543627835
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loss: 0.15887224706356737
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loss: 0.1515719985986013
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loss: 0.1689015406603119
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loss: 0.16125758922084002
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loss: 0.15599345650795013
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loss: 0.1461537269087172
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loss: 0.14745524350925276
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loss: 0.15867541690239045
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loss: 0.1685070109495898
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loss: 0.17615094953630814
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loss: 0.15954022766203893
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loss: 0.1580889283847616
epoch: 372
loss: 0.1579668340335959
epoch: 373
loss: 0.16606101737109155
epoch: 374
loss: 0.17071208717286426
IOU: [97.52, 80.86, 89.94, 40.76, 53.28, 56.64, 60.56, 69.87, 90.88, 58.22, 92.71, 75.84, 54.81, 92.48, 59.01, 71.37, 52.73, 42.5, 67.61]
mIOU: 68.82, mIOU_reduced: 70.28, accuracy: 94.71
epoch: 375
loss: 0.1706697383338229
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loss: 0.16273987166724116
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loss: 0.1841282831289055
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loss: 0.16976973715657495
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loss: 0.1569948257260888
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loss: 0.17485256971053356
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loss: 0.16761542475127145
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loss: 0.15533207634067278
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loss: 0.1710748432500343
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loss: 0.17599875331326637
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loss: 0.15886820298481502
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loss: 0.17966709390403127
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loss: 0.16161165478817535
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loss: 0.1587823156438105
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loss: 0.16321451889697433
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loss: 0.16746161335883436
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loss: 0.17059090711437466
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loss: 0.1642653515155746
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loss: 0.15725321481330698
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loss: 0.16210270082613207
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loss: 0.17832970577028562
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loss: 0.15622135004746623
epoch: 397
loss: 0.15264947306756382
epoch: 398
loss: 0.1568562624589452
epoch: 399
loss: 0.15211591658727178
IOU: [97.18, 79.04, 90.5, 42.6, 51.97, 59.47, 60.05, 69.05, 91.0, 56.36, 93.7, 76.24, 53.09, 92.33, 58.83, 66.82, 33.4, 44.61, 70.55]
mIOU: 67.73, mIOU_reduced: 70.48, accuracy: 94.69
epoch: 400
loss: 0.16564232066795834
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loss: 0.1709612823641204
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loss: 0.17887306432277367
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loss: 0.21028715390159755
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loss: 0.1755391931678407
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loss: 0.19126059861999317
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loss: 0.169514111331049
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loss: 0.1665339752670247
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loss: 0.1721933207341603
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loss: 0.15815244197363482
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loss: 0.15542014222341086
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loss: 0.154427772543501
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loss: 0.15914969357117167
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loss: 0.15739451698215823
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loss: 0.1693009945621709
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loss: 0.15387814745025816
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loss: 0.16244362756569752
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loss: 0.1536911466733786
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loss: 0.15227403598172323
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loss: 0.16265580427614504
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loss: 0.15433653088592775
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loss: 0.1486670419854938
epoch: 422
loss: 0.1532269765665589
epoch: 423
loss: 0.1527014928405497
epoch: 424
loss: 0.15082525152642773
IOU: [97.65, 81.65, 90.72, 40.1, 57.67, 59.02, 61.14, 72.63, 90.85, 58.04, 94.21, 74.59, 56.47, 93.01, 62.33, 65.09, 49.44, 44.11, 67.46]
mIOU: 69.27, mIOU_reduced: 71.21, accuracy: 94.96
epoch: 425
loss: 0.15361375962145565
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loss: 0.15356348918856316
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loss: 0.14366822496980347
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loss: 0.147415413006618
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loss: 0.1509430368714577
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loss: 0.15777001194555484
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loss: 0.14971321411531247
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loss: 0.1600993321631154
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loss: 0.1560904827280186
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loss: 0.1531436386696412
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loss: 0.15825760334408828
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loss: 0.167874295194194
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loss: 0.16034771102377668
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loss: 0.14308367008870504
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loss: 0.161306683626779
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loss: 0.16154386303977503
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loss: 0.1748364479594796
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loss: 0.18140340526148957
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loss: 0.16576126533136212
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loss: 0.18838896514029516
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loss: 0.16751843961984964
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loss: 0.1754386435661997
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loss: 0.17052809297636834
epoch: 448
loss: 0.15650929906217237
epoch: 449
loss: 0.14877152820481765
IOU: [97.89, 82.64, 91.14, 51.65, 53.25, 60.82, 63.56, 72.25, 91.83, 58.26, 94.47, 76.33, 53.58, 93.05, 52.46, 65.93, 60.03, 44.39, 72.43]
mIOU: 70.31, mIOU_reduced: 72.35, accuracy: 95.25
epoch: 450
loss: 0.14924887234390263
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loss: 0.1596044131486885
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loss: 0.14853004639280454
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loss: 0.1455018872801827
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loss: 0.16863358852194968
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loss: 0.14374095229607708
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loss: 0.153794406037125
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loss: 0.14501281658995827
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loss: 0.1439948013489137
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loss: 0.16488782151770398
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loss: 0.14638680836180792
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loss: 0.1525102195071403
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loss: 0.155475312547703
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loss: 0.1432785551663679
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loss: 0.15970346307497463
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loss: 0.1634655714115364
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loss: 0.15839810826065084
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loss: 0.1589748218173608
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loss: 0.156951669171814
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loss: 0.1548355365538533
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loss: 0.14583726355811014
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loss: 0.14398067390340358
epoch: 472
loss: 0.1401069827598703
epoch: 473
loss: 0.15346900974161862
epoch: 474
loss: 0.1548352229667481
IOU: [97.58, 80.83, 90.04, 34.54, 51.76, 59.89, 60.52, 73.64, 90.01, 51.69, 93.45, 76.38, 54.34, 93.14, 46.95, 67.75, 24.07, 47.11, 70.99]
mIOU: 66.56, mIOU_reduced: 70.37, accuracy: 94.71
epoch: 475
loss: 0.1587138033780769
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loss: 0.14937225976240925
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loss: 0.15652941826058206
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loss: 0.15054305158856743
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loss: 0.15123275099096273
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loss: 0.1700085156730243
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loss: 0.15107151066678554
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loss: 0.13993614608788427
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loss: 0.14557629233261324
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loss: 0.1407375185677626
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loss: 0.1487331500432562
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loss: 0.14621395533377268
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loss: 0.15915590108967212
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loss: 0.1634111689991064
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loss: 0.17141536573033447
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loss: 0.1520467938960723
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loss: 0.1489841736391227
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loss: 0.15817714827963605
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loss: 0.14563140799253776
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loss: 0.14066142486433456
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loss: 0.15653336499980838
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loss: 0.15511614469826382
epoch: 497
loss: 0.17710089398362244
epoch: 498
loss: 0.15816603106951135
epoch: 499
loss: 0.14491657637601915
IOU: [97.31, 79.36, 91.21, 39.85, 54.47, 58.03, 61.6, 72.44, 91.05, 61.35, 94.69, 72.68, 49.66, 91.73, 54.0, 64.06, 47.33, 37.72, 67.25]
mIOU: 67.67, mIOU_reduced: 70.03, accuracy: 94.76
epoch: 500
loss: 0.1435973108859075
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loss: 0.15269071428039968
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loss: 0.13857366867624524
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loss: 0.1353518599568994
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loss: 0.18356603010484793
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loss: 0.16996421930041275
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loss: 0.16275059532203442
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loss: 0.1454632491114326
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loss: 0.15525594829629374
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loss: 0.1787216845508213
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loss: 0.1562086335330639
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loss: 0.14970135493982192
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loss: 0.13777461641962638
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loss: 0.15285786624867317
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loss: 0.1491138507333406
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loss: 0.14640216983232215
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loss: 0.1478312547316127
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loss: 0.1593176969942057
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loss: 0.1425534480143429
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loss: 0.14714487764552597
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loss: 0.1370081536351349
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loss: 0.13597683230982316
epoch: 522
loss: 0.1597591887988813
epoch: 523
loss: 0.16424141601330508
epoch: 524
loss: 0.1668941822214268
IOU: [97.62, 80.96, 91.34, 54.48, 59.2, 61.1, 62.55, 72.54, 91.81, 60.8, 93.84, 77.58, 57.76, 93.35, 60.64, 74.03, 50.39, 45.38, 70.44]
mIOU: 71.36, mIOU_reduced: 73.17, accuracy: 95.27
epoch: 525
loss: 0.1464062663663751
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loss: 0.14017344360563633
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loss: 0.15256361301857826
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loss: 0.15015758505728688
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loss: 0.13938639549955203
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loss: 0.14771829561563837
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loss: 0.1691684816685327
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loss: 0.1513940203944949
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loss: 0.139455609445302
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loss: 0.146962228851177
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loss: 0.14707800886541042
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loss: 0.16276255735971856
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loss: 0.16878840775101012
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loss: 0.1512989779768607
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loss: 0.14160798076349448
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loss: 0.14944777151725364
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loss: 0.14902878588823618
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loss: 0.14277404281649628
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loss: 0.14100102409519596
epoch: 544
loss: 0.13933878779571976
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loss: 0.144349771428783
epoch: 546
loss: 0.16252951952566033
epoch: 547
loss: 0.1363708528506788
epoch: 548
loss: 0.14722711741522637
epoch: 549
loss: 0.15303731631397238
IOU: [97.67, 81.43, 91.19, 46.25, 55.03, 60.16, 62.74, 73.16, 91.28, 59.08, 93.65, 77.14, 54.34, 91.94, 53.75, 73.65, 30.99, 43.29, 70.72]
mIOU: 68.81, mIOU_reduced: 71.82, accuracy: 95.06
epoch: 550
loss: 0.141593160373824
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loss: 0.1563335590646916
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loss: 0.148466246127279
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loss: 0.15082474504760654
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loss: 0.1561057348697976
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loss: 0.13595851707570958
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loss: 0.13414112100945008
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loss: 0.13389906130550364
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loss: 0.1322547109782535
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loss: 0.14087415946461762
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loss: 0.16014195287806005
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loss: 0.16366437565525266
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loss: 0.14675343295714927
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loss: 0.15506751720876386
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loss: 0.1574055071709291
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loss: 0.1542651670962331
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loss: 0.14298352842141354
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loss: 0.16810262412073798
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loss: 0.146691832500648
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loss: 0.15676630808497374
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loss: 0.13820339181031177
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loss: 0.1358865119536932
epoch: 572
loss: 0.14110225266362778
epoch: 573
loss: 0.14946835729070107
epoch: 574
loss: 0.15753470901450056
IOU: [96.33, 72.65, 89.13, 30.01, 49.32, 52.79, 57.77, 66.5, 90.23, 57.94, 94.03, 73.77, 54.49, 91.52, 57.14, 72.66, 57.28, 40.67, 68.97]
mIOU: 67.01, mIOU_reduced: 67.88, accuracy: 93.99
epoch: 575
loss: 0.14018649093786661
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loss: 0.13765288290951772
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loss: 0.13462430656438246
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loss: 0.15025882067465074
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loss: 0.14957099205078783
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loss: 0.14123563524687066
epoch: 581
loss: 0.15585740816320048
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loss: 0.13397907054006572
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loss: 0.14458195067881896
epoch: 599
loss: 0.1565006739808864
IOU: [97.58, 81.03, 90.29, 48.05, 52.29, 59.63, 61.35, 69.82, 91.48, 61.5, 93.58, 76.8, 53.66, 92.17, 54.06, 66.32, 6.52, 47.0, 71.14]
mIOU: 67.07, mIOU_reduced: 71.71, accuracy: 94.84
epoch: 600
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loss: 0.15232605993185402
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loss: 0.14531176904783738
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loss: 0.14246120637237544
IOU: [97.9, 82.97, 91.93, 59.23, 56.8, 62.42, 64.98, 74.26, 92.0, 60.57, 94.71, 77.98, 57.56, 93.69, 69.04, 84.74, 69.9, 53.12, 73.04]
mIOU: 74.57, mIOU_reduced: 74.57, accuracy: 95.65
epoch: 625
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loss: 0.13395628784946353
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loss: 0.15023950123883323
epoch: 649
loss: 0.15458599893712613
IOU: [97.65, 81.29, 91.15, 42.55, 56.44, 60.26, 61.92, 72.84, 91.43, 59.44, 94.39, 77.86, 50.25, 93.26, 74.15, 82.78, 59.11, 47.81, 71.01]
mIOU: 71.87, mIOU_reduced: 71.85, accuracy: 95.22
epoch: 650
loss: 0.1484538968803105
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loss: 0.12840960022172518
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loss: 0.120707877040552
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loss: 0.12006710116272024
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loss: 0.11959186302764076
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loss: 0.11632383654943373
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loss: 0.15279587599225442
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loss: 0.14081222640295235
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loss: 0.13131909389701493
IOU: [97.6, 81.93, 90.86, 50.9, 55.08, 61.47, 62.86, 73.74, 91.49, 63.01, 91.76, 78.22, 57.51, 93.48, 60.82, 74.3, 47.04, 47.02, 73.43]
mIOU: 71.18, mIOU_reduced: 73.15, accuracy: 95.17
epoch: 675
loss: 0.12670547517162128
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loss: 0.13342526169478733
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loss: 0.15640014885972453
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loss: 0.13841365653308577
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loss: 0.13113886260520416
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loss: 0.12461405307697157
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loss: 0.1513762967686126
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loss: 0.13065471897790373
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loss: 0.13674836328649778
IOU: [94.48, 71.21, 86.23, 24.99, 47.04, 52.93, 50.09, 68.92, 89.16, 55.84, 94.27, 68.16, 53.81, 89.72, 48.91, 69.16, 34.35, 38.75, 68.03]
mIOU: 63.48, mIOU_reduced: 65.85, accuracy: 92.63
epoch: 700
loss: 0.13239558043103977
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loss: 0.1236144422159362
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loss: 0.12323137208056258
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loss: 0.12177517708903053
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loss: 0.1310572596492793
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loss: 0.12882081226438202
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loss: 0.12691634525908935
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loss: 0.1287986215836597
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loss: 0.12162468373534494
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loss: 0.12626415094476184
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loss: 0.128834013668996
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loss: 0.12327987031955924
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loss: 0.12288848437228293
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loss: 0.14930379872694813
epoch: 724
loss: 0.13702198977499316
IOU: [97.59, 81.84, 91.78, 53.45, 58.15, 61.6, 66.33, 75.32, 91.85, 61.45, 94.69, 78.71, 59.6, 92.92, 51.81, 72.31, 49.5, 51.13, 72.98]
mIOU: 71.74, mIOU_reduced: 74.34, accuracy: 95.35
epoch: 725
loss: 0.12120967253922131
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loss: 0.1210378490368311
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loss: 0.11891085248832112
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loss: 0.1187657849346049
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loss: 0.11612038119542953
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loss: 0.11603791873169074
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loss: 0.11289238135488529
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loss: 0.12262298427823419
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loss: 0.11523961000686707
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loss: 0.1207100243340284
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loss: 0.11712901924819638
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loss: 0.12229994909380967
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loss: 0.12041989551239579
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loss: 0.11595221362867446
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loss: 0.11728859588383343
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loss: 0.12189389385704724
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loss: 0.12440002727701337
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loss: 0.1225449392255747
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loss: 0.1397971483173396
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loss: 0.12232684605124826
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loss: 0.119630229059416
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loss: 0.12943375339565893
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loss: 0.13443023036673385
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loss: 0.13103964595460507
epoch: 749
loss: 0.117835670287879
IOU: [97.23, 83.58, 91.49, 54.25, 54.98, 63.81, 67.38, 76.16, 92.01, 63.38, 95.07, 79.29, 57.98, 93.71, 66.79, 76.39, 15.49, 57.5, 74.12]
mIOU: 71.61, mIOU_reduced: 75.12, accuracy: 95.27
epoch: 750
loss: 0.11938796423355524
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loss: 0.160162568975973
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loss: 0.1509006368021438
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loss: 0.13007958241389447
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loss: 0.13195403787806992
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loss: 0.11913797636880387
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loss: 0.12520174507423232
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loss: 0.12587918714692972
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loss: 0.11782804940829701
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loss: 0.11934023645688903
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loss: 0.11447060292943147
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loss: 0.11730143387683961
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loss: 0.11457803407608659
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loss: 0.11058067152843963
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loss: 0.11359915496766407
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loss: 0.10961949571244158
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loss: 0.11139211299605768
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loss: 0.11290441018672323
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loss: 0.11647615170061107
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loss: 0.11877381371841277
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loss: 0.1240881582235069
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loss: 0.1246976929734338
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loss: 0.12053825722309457
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loss: 0.11749061355693642
epoch: 774
loss: 0.12759727757735395
IOU: [97.96, 83.57, 91.37, 49.37, 55.72, 62.86, 66.97, 75.31, 91.89, 63.33, 94.77, 78.37, 57.75, 93.78, 65.99, 81.44, 61.76, 53.31, 73.45]
mIOU: 73.63, mIOU_reduced: 74.36, accuracy: 95.57
epoch: 775
loss: 0.12414630010442913
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loss: 0.11291736649535095
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loss: 0.12275122180380268
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loss: 0.11629652591407139
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loss: 0.11218968738683793
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loss: 0.11479948496200004
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loss: 0.11478750405687528
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loss: 0.11418988059633825
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loss: 0.11608254369298082
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loss: 0.12113120760316798
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loss: 0.11726535922995796
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loss: 0.11278208927565186
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loss: 0.11160718647617536
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loss: 0.11212980706053924
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loss: 0.11183489392187718
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loss: 0.11200024941660001
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loss: 0.11264335392218716
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loss: 0.11246724659702527
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loss: 0.11074225856568615
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loss: 0.11476492534348907
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loss: 0.11397449545702844
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loss: 0.10612173659621545
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loss: 0.11585712866641762
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loss: 0.11295457700433115
epoch: 799
loss: 0.10980954073429751
IOU: [97.66, 81.8, 92.09, 55.17, 61.26, 63.4, 66.95, 76.36, 92.22, 60.78, 94.9, 80.21, 60.01, 94.34, 73.7, 83.33, 76.68, 59.73, 74.28]
mIOU: 76.05, mIOU_reduced: 75.7, accuracy: 95.69
epoch: 800
loss: 0.10920716181517932
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loss: 0.10918788475328378
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loss: 0.11190356462792245
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loss: 0.10826910829367342
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loss: 0.11369670665448887
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loss: 0.11803453042099096
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loss: 0.11419515346862236
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loss: 0.11509416281494168
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loss: 0.1085393932068123
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loss: 0.11023863255375158
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loss: 0.11406153143255537
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loss: 0.11683689795856206
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loss: 0.12435532475738834
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loss: 0.12477643249651814
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loss: 0.11442219587469679
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loss: 0.10855372296269691
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loss: 0.11110359860077058
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loss: 0.11666232910800495
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loss: 0.11678947532434027
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loss: 0.1126993193599895
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loss: 0.10864438343481876
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loss: 0.11210058511026465
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loss: 0.10969785339829093
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loss: 0.10914285013055544
epoch: 824
loss: 0.10755721438485336
IOU: [98.01, 84.19, 92.16, 54.69, 62.2, 63.14, 67.35, 76.25, 92.03, 62.0, 94.85, 79.16, 57.42, 94.19, 63.82, 81.0, 73.32, 58.32, 73.69]
mIOU: 75.15, mIOU_reduced: 75.6, accuracy: 95.79
epoch: 825
loss: 0.10725143622114973
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loss: 0.1070341482517533
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loss: 0.10647451748062337
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loss: 0.1129118998878889
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loss: 0.10869110764237748
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loss: 0.10575083844022289
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loss: 0.10779954417736703
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loss: 0.10608457702631256
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loss: 0.11390516935092099
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loss: 0.10842345741318886
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loss: 0.12469528703837382
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loss: 0.1093981221037091
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loss: 0.10917893426638407
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loss: 0.11266877018216485
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loss: 0.10878218192295887
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loss: 0.10639850588420009
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loss: 0.11323077496733627
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loss: 0.11580768765786266
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loss: 0.11197278827348488
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loss: 0.10950966123140084
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loss: 0.10746235000798002
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loss: 0.10784275862928028
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loss: 0.11354778437922906
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loss: 0.1054970721370287
epoch: 849
loss: 0.11131929979732416
IOU: [97.64, 81.95, 91.77, 52.34, 57.13, 62.39, 66.54, 75.85, 91.81, 59.53, 94.76, 79.37, 59.63, 93.64, 62.55, 80.41, 60.25, 43.8, 72.87]
mIOU: 72.85, mIOU_reduced: 73.81, accuracy: 95.45
epoch: 850
loss: 0.11364725040337147
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loss: 0.10598496110693142
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loss: 0.10455042773461085
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loss: 0.10367405070167668
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loss: 0.1054986092460284
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loss: 0.10270708964038087
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loss: 0.10299122820525478
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loss: 0.1015646356757921
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loss: 0.10814848099395914
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loss: 0.10460807975492066
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loss: 0.10408116792732815
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loss: 0.10409543937388456
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loss: 0.10837754922494734
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loss: 0.10378415216854962
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loss: 0.10844610852372615
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loss: 0.10156112986634362
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loss: 0.10359849989655204
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loss: 0.1055466741363636
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loss: 0.10372392959752173
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loss: 0.10263310339693432
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loss: 0.10195679787917922
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loss: 0.0991874456285145
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loss: 0.10475240785357444
epoch: 873
loss: 0.09988706019729617
epoch: 874
loss: 0.09958809092038404
IOU: [97.39, 80.26, 91.84, 51.42, 60.19, 63.93, 67.55, 77.28, 91.57, 61.33, 94.72, 79.41, 59.08, 93.53, 60.68, 79.7, 69.66, 51.16, 73.96]
mIOU: 73.93, mIOU_reduced: 74.66, accuracy: 95.4
epoch: 875
loss: 0.10214880855899615
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loss: 0.09945524326272089
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loss: 0.09793475273283665
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loss: 0.09861387615656916
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loss: 0.10060176904993559
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loss: 0.10660477345081353
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loss: 0.1019238183058979
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loss: 0.10198684607072661
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loss: 0.09951632283125926
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loss: 0.10415571316514376
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loss: 0.09949328108738374
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loss: 0.0997086230695569
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loss: 0.09884847666455729
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loss: 0.09866935763799277
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loss: 0.1022328312666911
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loss: 0.10041444850056319
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loss: 0.09657204925331143
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loss: 0.09588001499760826
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loss: 0.09306149737974705
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loss: 0.09338809208407235
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loss: 0.09529136223693421
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loss: 0.0993668195613311
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loss: 0.09601269730660472
epoch: 899
loss: 0.0950085692649903
IOU: [97.95, 83.95, 92.42, 53.57, 60.41, 65.37, 69.08, 77.81, 92.27, 65.17, 95.14, 80.5, 59.68, 94.57, 72.03, 83.17, 66.48, 61.48, 75.36]
mIOU: 76.13, mIOU_reduced: 76.54, accuracy: 95.9
epoch: 900
loss: 0.09325404985333388
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loss: 0.09526542893477849
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loss: 0.09203317665025551
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loss: 0.0961117024189539
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loss: 0.098591603037482
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loss: 0.09480682840806776
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loss: 0.09939904126396398
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loss: 0.09479899685378024
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loss: 0.09329032623824084
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loss: 0.09244680005022779
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loss: 0.0916993353827141
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loss: 0.0917609641353557
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loss: 0.09152630359095063
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loss: 0.09486448961608815
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loss: 0.09395875366068272
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loss: 0.10017639367447066
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loss: 0.09609157178360175
epoch: 920
loss: 0.09417634942340401
epoch: 921
loss: 0.09127836730682624
epoch: 922
loss: 0.0904483717246197
epoch: 923
loss: 0.09256114920154415
epoch: 924
loss: 0.09371870849532579
IOU: [97.99, 83.86, 92.32, 56.63, 61.09, 65.44, 68.94, 77.27, 92.33, 64.2, 95.15, 80.49, 60.89, 94.69, 69.67, 80.31, 72.77, 59.06, 75.54]
mIOU: 76.24, mIOU_reduced: 76.62, accuracy: 95.91
epoch: 925
loss: 0.09119366636534906
epoch: 926
loss: 0.09426686679818881
epoch: 927
loss: 0.09206265547486008
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loss: 0.0905219665013073
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loss: 0.09114225574259488
epoch: 930
loss: 0.08823194416023972
epoch: 931
loss: 0.08968484193849756
epoch: 932
loss: 0.09243110573356042
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loss: 0.09285076005720706
epoch: 934
loss: 0.09227189172631647
epoch: 935
loss: 0.08973556196673539
epoch: 936
loss: 0.08953056267570614
epoch: 937
loss: 0.0895125726965881
epoch: 938
loss: 0.08904449668815836
epoch: 939
loss: 0.08941979237362702
epoch: 940
loss: 0.08813299857220559
epoch: 941
loss: 0.08774422725657569
epoch: 942
loss: 0.08877630012657121
epoch: 943
loss: 0.0879310120971537
epoch: 944
loss: 0.08824905262120329
epoch: 945
loss: 0.08914650149261855
epoch: 946
loss: 0.09648260670008685
epoch: 947
loss: 0.09393535990197703
epoch: 948
loss: 0.0921519890407507
epoch: 949
loss: 0.08964727417317363
IOU: [98.03, 84.1, 92.32, 57.87, 59.6, 65.39, 68.9, 78.38, 92.25, 63.92, 94.98, 81.1, 61.5, 94.74, 75.32, 82.33, 67.33, 62.74, 75.53]
mIOU: 76.65, mIOU_reduced: 76.96, accuracy: 95.94
epoch: 950
loss: 0.08905285062654963
epoch: 951
loss: 0.08861234244913103
epoch: 952
loss: 0.08914410950480446
epoch: 953
loss: 0.0877385808712228
epoch: 954
loss: 0.08798884044117683
epoch: 955
loss: 0.08776171930194544
epoch: 956
loss: 0.086769141668499
epoch: 957
loss: 0.08749553755006058
epoch: 958
loss: 0.08694612417580946
epoch: 959
loss: 0.08760838327060813
epoch: 960
loss: 0.08607835641929082
epoch: 961
loss: 0.08703008573251272
epoch: 962
loss: 0.0854943307201978
epoch: 963
loss: 0.08697068429177983
epoch: 964
loss: 0.09115763868122409
epoch: 965
loss: 0.08621577040927429
epoch: 966
loss: 0.08564384506558473
epoch: 967
loss: 0.08476537971122246
epoch: 968
loss: 0.08635271397843515
epoch: 969
loss: 0.08534372556763839
epoch: 970
loss: 0.08561842441759662
epoch: 971
loss: 0.08509250833700609
epoch: 972
loss: 0.08444102583427956
epoch: 973
loss: 0.08545343184246207
epoch: 974
loss: 0.08414576111255952
IOU: [98.03, 84.28, 92.64, 58.87, 60.36, 66.0, 69.95, 78.67, 92.45, 64.11, 95.13, 81.61, 62.48, 94.98, 81.03, 86.42, 73.83, 63.14, 76.1]
mIOU: 77.9, mIOU_reduced: 77.43, accuracy: 96.07
epoch: 975
loss: 0.08313830075358766
epoch: 976
loss: 0.08500125799378294
epoch: 977
loss: 0.08395406072632965
epoch: 978
loss: 0.08472058894941106
epoch: 979
loss: 0.0851088147660632
epoch: 980
loss: 0.08317962131209451
IOU: [97.96, 83.85, 92.61, 57.59, 62.03, 65.42, 69.96, 78.09, 92.49, 63.55, 94.97, 81.73, 62.94, 94.94, 78.9, 84.78, 74.01, 62.38, 75.8]
mIOU: 77.58, mIOU_reduced: 77.27, accuracy: 96.02
epoch: 981
loss: 0.08404237921588183
IOU: [98.02, 84.18, 92.71, 58.97, 62.1, 65.66, 70.02, 78.28, 92.44, 63.33, 95.11, 81.71, 63.13, 94.98, 79.61, 85.56, 75.42, 62.37, 75.87]
mIOU: 77.87, mIOU_reduced: 77.43, accuracy: 96.06
epoch: 982
loss: 0.08308170639440376
IOU: [98.05, 84.39, 92.7, 61.0, 62.08, 65.97, 70.02, 78.4, 92.45, 63.98, 95.11, 81.8, 63.1, 94.96, 78.92, 85.01, 74.24, 61.87, 75.94]
mIOU: 77.89, mIOU_reduced: 77.61, accuracy: 96.09
epoch: 983
loss: 0.08319664168148992
IOU: [98.04, 84.42, 92.75, 59.76, 62.39, 65.76, 69.99, 78.47, 92.43, 64.1, 95.01, 81.36, 62.84, 94.93, 78.83, 84.92, 73.79, 61.62, 76.02]
mIOU: 77.76, mIOU_reduced: 77.49, accuracy: 96.08
epoch: 984
loss: 0.08300044978002333
IOU: [98.07, 84.49, 92.72, 58.69, 61.71, 66.11, 70.04, 78.67, 92.46, 63.74, 95.13, 81.42, 62.62, 95.01, 79.42, 85.17, 73.27, 62.64, 75.91]
mIOU: 77.75, mIOU_reduced: 77.46, accuracy: 96.09
epoch: 985
loss: 0.08238813814247715
IOU: [98.06, 84.42, 92.64, 58.22, 61.73, 65.86, 70.06, 78.63, 92.44, 64.04, 95.17, 81.63, 63.1, 94.96, 78.89, 84.1, 70.24, 62.38, 75.92]
mIOU: 77.5, mIOU_reduced: 77.45, accuracy: 96.07
epoch: 986
loss: 0.08182406490743964
IOU: [98.05, 84.42, 92.68, 58.95, 61.81, 66.0, 70.37, 78.55, 92.43, 63.9, 95.07, 81.5, 63.17, 94.96, 78.07, 84.81, 72.86, 61.51, 75.84]
mIOU: 77.63, mIOU_reduced: 77.45, accuracy: 96.07
epoch: 987
loss: 0.0823648643863169
IOU: [98.08, 84.5, 92.74, 59.66, 62.16, 66.18, 70.15, 78.5, 92.5, 63.6, 95.08, 81.45, 62.92, 95.02, 79.54, 84.88, 72.73, 62.06, 76.03]
mIOU: 77.78, mIOU_reduced: 77.54, accuracy: 96.1
epoch: 988
loss: 0.08260012851812126
IOU: [98.08, 84.51, 92.77, 58.77, 62.18, 65.75, 70.0, 78.58, 92.47, 63.12, 95.11, 81.48, 62.69, 95.03, 79.77, 85.05, 73.03, 62.27, 76.05]
mIOU: 77.72, mIOU_reduced: 77.43, accuracy: 96.1
epoch: 989
loss: 0.08329117072198912
IOU: [98.1, 84.61, 92.76, 59.87, 61.7, 65.85, 70.1, 78.55, 92.51, 63.43, 95.13, 81.7, 62.48, 95.04, 80.42, 85.02, 73.12, 62.47, 75.9]
mIOU: 77.83, mIOU_reduced: 77.51, accuracy: 96.12
epoch: 990
loss: 0.08264640228687271
IOU: [98.07, 84.55, 92.8, 60.2, 62.07, 65.95, 70.2, 78.43, 92.52, 64.2, 95.14, 81.62, 62.9, 95.02, 79.95, 85.3, 74.26, 62.1, 76.11]
mIOU: 77.97, mIOU_reduced: 77.62, accuracy: 96.12
epoch: 991
loss: 0.08272251710697326
IOU: [98.1, 84.58, 92.78, 60.21, 62.01, 66.06, 70.34, 78.41, 92.47, 63.75, 95.14, 81.48, 62.7, 95.03, 80.27, 85.28, 72.73, 62.66, 76.1]
mIOU: 77.9, mIOU_reduced: 77.61, accuracy: 96.12
epoch: 992
loss: 0.08149999124060744
IOU: [98.04, 84.42, 92.77, 60.24, 62.47, 66.1, 70.37, 78.37, 92.46, 63.97, 95.09, 81.51, 62.74, 95.03, 79.44, 84.74, 72.95, 62.8, 76.14]
mIOU: 77.88, mIOU_reduced: 77.66, accuracy: 96.1
epoch: 993
loss: 0.08291937286320401
IOU: [98.05, 84.36, 92.74, 59.39, 62.14, 65.99, 70.35, 78.44, 92.43, 63.89, 95.19, 81.53, 62.99, 94.97, 79.29, 85.27, 73.59, 62.91, 76.14]
mIOU: 77.88, mIOU_reduced: 77.59, accuracy: 96.09
epoch: 994
loss: 0.0827787949068527
IOU: [98.09, 84.58, 92.78, 60.53, 62.05, 66.09, 70.25, 78.45, 92.47, 63.78, 95.17, 81.66, 63.12, 95.04, 80.34, 84.97, 73.03, 62.72, 76.02]
mIOU: 77.95, mIOU_reduced: 77.67, accuracy: 96.12
epoch: 995
loss: 0.08264775400494308
IOU: [98.06, 84.47, 92.77, 60.67, 61.92, 66.12, 70.23, 78.45, 92.49, 63.93, 95.16, 81.67, 63.26, 95.02, 80.09, 85.3, 73.23, 62.84, 76.06]
mIOU: 77.99, mIOU_reduced: 77.69, accuracy: 96.12
epoch: 996
loss: 0.08310736989918745
IOU: [98.05, 84.44, 92.78, 60.26, 62.11, 65.98, 70.27, 78.36, 92.48, 63.85, 95.16, 81.56, 63.09, 94.97, 79.37, 85.54, 73.99, 62.59, 76.03]
mIOU: 77.94, mIOU_reduced: 77.63, accuracy: 96.11
epoch: 997
loss: 0.08142166092710675
IOU: [98.08, 84.54, 92.79, 60.38, 62.08, 66.03, 70.16, 78.45, 92.48, 63.81, 95.11, 81.57, 63.01, 94.98, 78.94, 85.07, 72.54, 63.06, 76.1]
mIOU: 77.85, mIOU_reduced: 77.67, accuracy: 96.11
epoch: 998
loss: 0.08360976189615912
IOU: [98.11, 84.69, 92.75, 59.71, 61.76, 65.96, 70.14, 78.47, 92.46, 63.75, 95.14, 81.55, 63.03, 95.0, 79.73, 85.05, 73.11, 62.92, 76.0]
mIOU: 77.86, mIOU_reduced: 77.59, accuracy: 96.12
epoch: 999
loss: 0.08238098189997865
IOU: [98.1, 84.66, 92.76, 60.11, 62.0, 66.0, 70.29, 78.44, 92.49, 64.14, 95.16, 81.56, 63.1, 95.02, 79.17, 84.69, 72.36, 63.16, 76.21]
mIOU: 77.86, mIOU_reduced: 77.7, accuracy: 96.12
Best mIOU: 77.98542223478618
Best global accuracy: 96.12404108047485
Training time 1 day, 13:52:55
mIOUs: [77.98542223478618]
global_accuracies: [96.12404108047485]
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run: 1
epoch: 0
loss: 1.4773184324531863
IOU: [84.02, 11.16, 59.44, 0.0, 0.0, 0.0, 0.0, 0.0, 63.71, 18.73, 76.7, 1.07, 0.0, 38.91, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 18.62, mIOU_reduced: 22.11, accuracy: 75.95
epoch: 1
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epoch: 2
loss: 1.2918479955099984
epoch: 3
loss: 1.2831788215675766
epoch: 4
loss: 1.2563344151825917
epoch: 5
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epoch: 6
loss: 1.2145918347443532
epoch: 7
loss: 1.2246078254398953
epoch: 8
loss: 1.1920187622710379
epoch: 9
loss: 1.1865001296740014
epoch: 10
loss: 1.1940172639175888
epoch: 11
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epoch: 12
loss: 1.1637828941293804
epoch: 13
loss: 1.1467575564217374
epoch: 14
loss: 1.1363905184673813
epoch: 15
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epoch: 16
loss: 1.1122772102407368
epoch: 17
loss: 1.1089411419678248
epoch: 18
loss: 1.105007470296721
epoch: 19
loss: 1.0884789408377882
epoch: 20
loss: 1.0919869463398773
epoch: 21
loss: 1.080620621413876
epoch: 22
loss: 1.0875243986391956
epoch: 23
loss: 1.0821721892793865
epoch: 24
loss: 1.0615732897966699
IOU: [95.31, 67.0, 85.24, 29.37, 36.85, 42.58, 34.3, 50.49, 88.18, 51.37, 88.96, 59.07, 24.84, 84.73, 23.52, 49.09, 23.5, 6.38, 55.96]
mIOU: 52.46, mIOU_reduced: 56.29, accuracy: 91.53
epoch: 25
loss: 1.0690211523575281
epoch: 26
loss: 1.0551653899593816
epoch: 27
loss: 1.0602399711660297
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loss: 1.0797633499790715
epoch: 29
loss: 1.0569165647833174
epoch: 30
loss: 1.0496695875478883
epoch: 31
loss: 1.0513012886368682
epoch: 32
loss: 1.0471277810492605
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loss: 1.0505084350423992
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loss: 1.0461486441427164
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loss: 1.039223902630356
epoch: 36
loss: 1.0448529246361107
epoch: 37
loss: 1.0396060289719677
epoch: 38
loss: 1.0404441061045604
epoch: 39
loss: 1.0364401147693316
epoch: 40
loss: 1.027031500866471
epoch: 41
loss: 1.0281227329027942
epoch: 42
loss: 1.034527478513692
epoch: 43
loss: 1.0278289568713412
epoch: 44
loss: 1.026961433758954
epoch: 45
loss: 1.0247619084592134
epoch: 46
loss: 1.0308780925614494
epoch: 47
loss: 1.0114875578816047
epoch: 48
loss: 1.0162888108238055
epoch: 49
loss: 1.0063602495386272
IOU: [96.24, 72.24, 88.65, 31.03, 45.5, 52.68, 48.62, 60.23, 90.39, 50.87, 93.55, 69.61, 44.18, 90.15, 16.01, 56.28, 35.39, 27.41, 60.72]
mIOU: 59.46, mIOU_reduced: 63.88, accuracy: 93.43
epoch: 50
loss: 1.0086224639833457
epoch: 51
loss: 1.025770488614342
epoch: 52
loss: 1.006172970941446
epoch: 53
loss: 1.0211023312373302
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loss: 1.0149738335545173
epoch: 55
loss: 1.0059178961576478
epoch: 56
loss: 1.0070480551681107
epoch: 57
loss: 1.0303523447314362
epoch: 58
loss: 1.0076391627846382
epoch: 59
loss: 1.0060904748998885
epoch: 60
loss: 1.003513608338698
epoch: 61
loss: 1.0020021781767154
epoch: 62
loss: 1.009098188575066
epoch: 63
loss: 0.9830284920342849
epoch: 64
loss: 1.0038144742703503
epoch: 65
loss: 0.9918352315689354
epoch: 66
loss: 0.9898565904792107
epoch: 67
loss: 0.9768620093235109
epoch: 68
loss: 0.9973283710505442
epoch: 69
loss: 1.00956712434234
epoch: 70
loss: 0.987920644630319
epoch: 71
loss: 0.988419300141039
epoch: 72
loss: 0.9902910930769784
epoch: 73
loss: 0.9967889750421529
epoch: 74
loss: 0.988543259165679
IOU: [95.78, 70.95, 87.07, 31.15, 39.42, 49.17, 41.44, 64.62, 89.1, 49.85, 91.62, 66.94, 45.27, 88.28, 42.63, 55.1, 20.41, 16.67, 56.32]
mIOU: 57.99, mIOU_reduced: 61.48, accuracy: 92.88
epoch: 75
loss: 0.9998723727994852
epoch: 76
loss: 0.9946866527079251
epoch: 77
loss: 0.9912841014784944
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loss: 0.9857571653600009
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loss: 0.9764233360072031
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loss: 0.9976682842902418
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loss: 0.9887473514137884
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loss: 0.9879698393479833
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loss: 0.9772749120655728
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loss: 0.9747485476684056
epoch: 86
loss: 0.9990403697175799
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loss: 0.9885866307826697
epoch: 88
loss: 0.9838572806425172
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loss: 0.9733954579682363
epoch: 90
loss: 0.9672081414258705
epoch: 91
loss: 0.9732168405203806
epoch: 92
loss: 0.9749576258209517
epoch: 93
loss: 0.9584360347603852
epoch: 94
loss: 0.9645405402080711
epoch: 95
loss: 0.9859229610615342
epoch: 96
loss: 0.971035758440064
epoch: 97
loss: 0.9996465796408949
epoch: 98
loss: 0.9809559406938578
epoch: 99
loss: 0.9613247851155838
IOU: [97.5, 80.53, 89.72, 46.77, 45.68, 56.49, 55.39, 68.76, 89.31, 47.79, 93.66, 73.27, 51.66, 91.35, 24.44, 69.63, 71.93, 32.61, 66.85]
mIOU: 65.96, mIOU_reduced: 67.96, accuracy: 94.28
epoch: 100
loss: 0.9603202101997931
epoch: 101
loss: 0.9644757489952437
epoch: 102
loss: 0.9702326102719474
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loss: 0.9822812567181343
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loss: 0.9757479999585935
epoch: 105
loss: 0.985396289118538
epoch: 106
loss: 0.971244286012778
epoch: 107
loss: 0.9758572782467639
epoch: 108
loss: 0.9579773601495994
epoch: 109
loss: 0.9635585899944255
epoch: 110
loss: 0.960132330254403
epoch: 111
loss: 0.9640776298116802
epoch: 112
loss: 0.9805541613673907
epoch: 113
loss: 0.9632390670056613
epoch: 114
loss: 0.9495516295702953
epoch: 115
loss: 0.9614025106969869
epoch: 116
loss: 0.986160424681044
epoch: 117
loss: 0.9799969610820883
epoch: 118
loss: 0.9589728192499063
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loss: 0.9631850369214369
epoch: 120
loss: 0.9991542615016515
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loss: 0.9744315136153743
epoch: 122
loss: 0.9680431493209057
epoch: 123
loss: 0.9627104404801629
epoch: 124
loss: 0.9583685267967677
IOU: [97.72, 81.41, 90.36, 47.66, 48.64, 56.08, 57.64, 65.0, 90.68, 51.7, 93.86, 75.8, 54.14, 92.6, 64.73, 80.92, 76.6, 33.68, 68.22]
mIOU: 69.87, mIOU_reduced: 69.07, accuracy: 94.83
epoch: 125
loss: 0.9638421249518176
epoch: 126
loss: 0.9672419684273856
epoch: 127
loss: 0.9595948735658691
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loss: 0.9513937463014916
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loss: 0.9490362606601253
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loss: 0.9633395411576222
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loss: 0.9492207278781182
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loss: 0.9507894218771284
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loss: 0.9401090909849923
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loss: 0.9495582108227711
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loss: 0.9403844867755139
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loss: 0.9831781266834536
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loss: 0.943084844199795
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loss: 0.9617629377347119
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loss: 0.9701935467373007
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loss: 0.945325918917386
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loss: 0.9555633810331237
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loss: 0.9380485007383753
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loss: 0.9455829013711359
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loss: 0.9548939146764195
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loss: 0.9528467006117829
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loss: 0.9475963829019963
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loss: 0.9515612872463031
epoch: 148
loss: 0.9489407034897097
epoch: 149
loss: 0.9421209700987988
IOU: [97.48, 79.32, 90.36, 45.3, 53.93, 58.58, 58.38, 70.66, 91.17, 59.05, 94.25, 75.5, 49.91, 92.38, 63.48, 79.33, 67.5, 36.12, 69.91]
mIOU: 70.14, mIOU_reduced: 70.14, accuracy: 94.87
epoch: 150
loss: 0.9432585168720256
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loss: 0.9499715834936363
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loss: 0.9341977320591395
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loss: 0.9341421156238031
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loss: 0.9515056577975538
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loss: 0.950725559275748
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loss: 0.9311409497839421
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loss: 0.9496471528415731
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loss: 0.948909048442892
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loss: 0.9441231770335503
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loss: 0.9365925281195627
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loss: 0.9430884628925683
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loss: 0.9509092498661051
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loss: 0.9465152216407487
epoch: 172
loss: 0.9347687757240152
epoch: 173
loss: 0.966556881315946
epoch: 174
loss: 0.9747146674886226
IOU: [96.99, 76.73, 90.02, 46.74, 50.24, 55.76, 54.5, 70.76, 91.21, 50.79, 93.74, 75.11, 53.48, 91.72, 48.59, 65.69, 46.14, 35.55, 67.45]
mIOU: 66.38, mIOU_reduced: 68.8, accuracy: 94.43
epoch: 175
loss: 0.9624940968266716
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loss: 0.9437710009816522
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loss: 0.9470973429332846
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loss: 0.9433435068297579
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loss: 0.9496700816720001
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loss: 0.948833751067961
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loss: 0.9394162914181012
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loss: 0.9238690989358085
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loss: 0.9204920435530156
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loss: 0.9308969540737388
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loss: 0.9309244008077123
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loss: 0.9327342829935634
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loss: 0.945631600936468
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loss: 0.9451208882576051
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loss: 0.9449949055669121
epoch: 198
loss: 0.9430986686215568
epoch: 199
loss: 0.9425742871999098
IOU: [97.55, 80.85, 90.39, 46.81, 54.39, 59.23, 61.46, 69.35, 90.86, 56.0, 94.11, 74.82, 55.72, 92.53, 52.78, 53.74, 59.26, 38.07, 69.72]
mIOU: 68.3, mIOU_reduced: 70.74, accuracy: 94.78
epoch: 200
loss: 0.9370693156340052
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loss: 0.9362742669498824
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loss: 0.9281359719780257
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loss: 0.9239954321853555
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loss: 0.9236908379912055
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loss: 0.935617361910581
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loss: 0.9352950397527443
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loss: 0.9470269116108629
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loss: 0.9315127153602251
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loss: 0.9230787715500577
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loss: 0.9226152083944439
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loss: 0.9329990007164022
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loss: 0.917876449235366
epoch: 223
loss: 0.9281605935161005
epoch: 224
loss: 0.9363128726051824
IOU: [97.27, 78.89, 88.84, 36.45, 49.46, 55.73, 52.49, 73.0, 89.94, 57.68, 94.0, 73.88, 42.55, 91.18, 53.22, 59.51, 58.62, 34.77, 68.41]
mIOU: 66.1, mIOU_reduced: 67.78, accuracy: 94.27
epoch: 225
loss: 0.9365389928663516
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loss: 0.9442633213701274
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loss: 0.9270470654868052
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loss: 0.9347787001383594
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loss: 0.9152016426032444
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loss: 0.9342748763747614
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loss: 0.9294144965888997
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loss: 0.9229404166380992
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loss: 0.928143235229739
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loss: 0.9186156626660226
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loss: 0.9092664040645178
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loss: 0.9118237248006856
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loss: 0.9192837677554622
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loss: 0.948672403222467
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loss: 0.9257339701819612
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loss: 0.919243295559022
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loss: 0.9203790299333331
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loss: 0.9425780912936537
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loss: 0.9394434009279523
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loss: 0.9209287540931907
epoch: 247
loss: 0.9323198043432519
epoch: 248
loss: 0.9457135205320271
epoch: 249
loss: 0.9359227905697578
IOU: [97.17, 76.37, 88.94, 24.54, 50.63, 52.49, 56.81, 70.22, 89.14, 51.56, 94.01, 73.73, 51.93, 91.46, 51.66, 66.84, 41.09, 48.79, 68.01]
mIOU: 65.55, mIOU_reduced: 67.86, accuracy: 94.0
epoch: 250
loss: 0.9233267424562871
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loss: 0.9154456815308316
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loss: 0.9204688056138648
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loss: 0.9522028513995785
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loss: 0.9228131467441343
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loss: 0.9741514864957558
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loss: 0.9430427638025618
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loss: 0.9521410497372362
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loss: 0.9223808728138392
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loss: 0.9219633369754267
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loss: 0.9458360969216997
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loss: 0.9225183685192201
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loss: 0.9428435432300414
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loss: 0.9312509070188209
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loss: 0.904690099373018
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loss: 0.9117545001911667
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loss: 0.918508182638739
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loss: 0.9349790106243843
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loss: 0.9207346641792441
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loss: 0.9297088648109745
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loss: 0.9144362608056185
epoch: 272
loss: 0.9106281952395272
epoch: 273
loss: 0.947472947627065
epoch: 274
loss: 0.9401955771639019
IOU: [97.48, 80.72, 90.17, 46.6, 51.48, 56.96, 60.19, 72.2, 90.82, 63.27, 94.04, 75.65, 45.0, 92.28, 59.95, 76.18, 66.77, 39.11, 69.24]
mIOU: 69.9, mIOU_reduced: 70.33, accuracy: 94.91
epoch: 275
loss: 0.9351857153553205
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loss: 0.9143095874400794
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loss: 0.9274095480011479
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loss: 0.919347677590712
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loss: 0.918356490103061
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loss: 0.9059365049526698
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loss: 0.902657138208816
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loss: 0.9030710817026
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loss: 0.9039284786124113
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loss: 0.9061844538485586
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loss: 0.9407566098190061
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loss: 0.9352214288197438
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loss: 0.9160209177639285
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loss: 0.9263617618064675
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loss: 0.9219548859686222
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loss: 0.9064505472980098
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loss: 0.9181671693639936
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loss: 0.9066312684203094
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loss: 0.9117256366017694
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loss: 0.9222872254019477
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loss: 0.9287971767453813
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loss: 0.9089315737675464
epoch: 297
loss: 0.917909771123665
epoch: 298
loss: 0.9131158532479381
epoch: 299
loss: 0.9064466713895052
IOU: [97.35, 80.11, 90.21, 37.19, 49.15, 58.07, 63.17, 73.08, 91.1, 58.45, 94.6, 77.0, 55.23, 93.08, 68.16, 74.74, 51.57, 53.09, 72.39]
mIOU: 70.41, mIOU_reduced: 71.45, accuracy: 94.87
epoch: 300
loss: 0.9001122626332902
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loss: 0.9068592012410537
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loss: 0.9213540189349748
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loss: 0.9081743296908561
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loss: 0.9276589174476274
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loss: 0.9226887391583939
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loss: 0.9104170375114503
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loss: 0.9042279223868789
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loss: 0.9002973046906875
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loss: 0.8954707270041309
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loss: 0.9137801177739454
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loss: 0.9144392776682049
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loss: 0.9032315934764729
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loss: 0.9165324981643184
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loss: 0.9382967119910968
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loss: 0.9150521650789883
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loss: 0.9176166141129568
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loss: 0.9183857240124211
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loss: 0.911927807684536
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loss: 0.9054778787003694
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loss: 0.9117805970646943
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loss: 0.9069109229707333
epoch: 322
loss: 0.9014436547968265
epoch: 323
loss: 0.9151749500045879
epoch: 324
loss: 0.903488267624796
IOU: [97.23, 79.29, 90.24, 42.15, 50.78, 55.23, 59.86, 71.77, 91.47, 61.88, 94.04, 76.25, 47.87, 93.01, 60.93, 70.92, 59.43, 45.46, 69.93]
mIOU: 69.35, mIOU_reduced: 70.4, accuracy: 94.86
epoch: 325
loss: 0.9036213847183474
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loss: 0.8947624483841128
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loss: 0.9397189732831764
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loss: 0.9209672204567737
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loss: 0.9083930315033123
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loss: 0.897227235078169
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loss: 0.9160679133754535
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loss: 0.9027744986297628
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loss: 0.901369088422256
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loss: 0.8999621970955574
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loss: 0.9027754312576952
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loss: 0.9264749073275337
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loss: 0.9220190335798135
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loss: 0.8957751619847958
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loss: 0.9059429287589142
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loss: 0.9002487126065072
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loss: 0.894242866019997
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loss: 0.9262439581261812
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loss: 0.934851551955601
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loss: 0.9035470143482691
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loss: 0.9007680006425657
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loss: 0.9138743091786325
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loss: 0.911399855928601
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loss: 0.900982181659606
epoch: 349
loss: 0.8968943754296419
IOU: [97.6, 81.13, 90.78, 39.38, 52.85, 60.16, 64.32, 73.7, 91.88, 60.74, 94.63, 77.79, 54.55, 93.01, 58.89, 62.64, 54.71, 41.07, 71.43]
mIOU: 69.54, mIOU_reduced: 71.56, accuracy: 95.1
epoch: 350
loss: 0.892412875058516
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loss: 0.9112105470783306
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loss: 0.9136912284514332
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loss: 0.9035742168799243
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loss: 0.8975610161084692
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loss: 0.8954653060339853
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loss: 0.9142003971932712
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loss: 0.8972220925307981
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loss: 0.9020275950753143
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loss: 0.8947475869057956
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loss: 0.889179298177241
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loss: 0.9161086765261031
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loss: 0.9237964403918489
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loss: 0.9077114572100884
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loss: 0.8958428751104925
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loss: 0.9053312644482944
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loss: 0.9094429812984004
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loss: 0.8927873320014008
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loss: 0.8973725279065156
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loss: 0.9023087193381112
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loss: 0.8979104217493309
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loss: 0.8888962543556954
epoch: 372
loss: 0.8877820944529017
epoch: 373
loss: 0.9050836413697091
epoch: 374
loss: 0.8985560345199873
IOU: [97.86, 82.54, 90.42, 49.48, 52.22, 59.71, 58.92, 72.95, 90.16, 49.52, 93.9, 77.01, 55.08, 91.97, 37.99, 55.61, 44.63, 30.83, 69.5]
mIOU: 66.33, mIOU_reduced: 70.13, accuracy: 94.75
epoch: 375
loss: 0.908155217967586
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loss: 0.9334925694285698
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loss: 0.9374749591408392
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loss: 0.9231389393060998
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loss: 0.8981857084521064
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loss: 0.8887324654509757
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loss: 0.8815449273811197
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loss: 0.8811806519076509
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loss: 0.9084452906387515
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loss: 0.9014771506792773
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loss: 0.8943440414503256
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loss: 0.90736208386177
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loss: 0.902386186579167
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loss: 0.8905711856813765
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loss: 0.8867619837712085
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loss: 0.8860636096437665
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loss: 0.9025590281602186
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loss: 0.9139217973719389
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loss: 0.8938330085772388
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loss: 0.8885594381476348
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loss: 0.9202296722610042
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loss: 0.9095308189443501
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loss: 0.9132272936905812
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loss: 0.9166393101697341
epoch: 399
loss: 0.9019468055581147
IOU: [97.57, 80.97, 90.41, 46.04, 55.43, 59.59, 61.1, 72.72, 91.02, 60.38, 94.22, 78.23, 57.56, 93.27, 64.51, 82.69, 76.94, 52.92, 72.27]
mIOU: 73.05, mIOU_reduced: 72.73, accuracy: 95.11
epoch: 400
loss: 0.8900065928135278
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loss: 0.8886940816663346
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loss: 0.9006223786230678
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loss: 0.9310302082097756
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loss: 0.9066488304228153
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loss: 0.9041293215237538
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loss: 0.8904064047047392
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loss: 0.8859200337826403
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loss: 0.8921601023635453
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loss: 0.9091296819342436
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loss: 0.9018438490574572
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loss: 0.8869741255382322
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loss: 0.8878121099703395
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loss: 0.895781974426177
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loss: 0.9037361662342863
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loss: 0.9016351556842218
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loss: 0.8907607930368491
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loss: 0.8840852975845337
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loss: 0.8812368320968916
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loss: 0.878885937990204
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loss: 0.8822483836479906
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loss: 0.8787336418570856
epoch: 422
loss: 0.8902873973640791
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loss: 0.8788773584558636
epoch: 424
loss: 0.8974631349995451
IOU: [96.58, 75.61, 87.05, 28.39, 49.94, 50.42, 55.92, 71.46, 88.1, 55.17, 92.84, 66.26, 45.69, 82.5, 40.29, 20.14, 68.96, 22.92, 62.39]
mIOU: 61.09, mIOU_reduced: 64.45, accuracy: 92.94
epoch: 425
loss: 0.89591870796327
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loss: 0.8901293154032726
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loss: 0.8855245807421497
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loss: 0.9077068785772812
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loss: 0.9400955221723675
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loss: 0.8999032431214324
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loss: 0.8904495547723899
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loss: 0.8743715541703361
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loss: 0.8887803554534912
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loss: 0.8947261043314664
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loss: 0.9006237419789049
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loss: 0.9019953290407227
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loss: 0.8877751229586949
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loss: 0.8889873316988469
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loss: 0.8884620645618182
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loss: 0.878174498878078
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loss: 0.8966383034328245
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loss: 0.885105597362364
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loss: 0.895205265428178
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loss: 0.8890620301354606
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loss: 0.8998447955457991
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loss: 0.877682301394059
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loss: 0.881103436419906
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loss: 0.8768966214033471
epoch: 449
loss: 0.8806095661500072
IOU: [97.72, 81.61, 91.06, 41.48, 56.11, 62.7, 64.72, 76.37, 91.69, 61.4, 94.77, 76.05, 54.34, 93.89, 72.35, 77.07, 58.83, 51.38, 73.57]
mIOU: 72.48, mIOU_reduced: 73.05, accuracy: 95.34
epoch: 450
loss: 0.8769772753239963
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loss: 0.8799825763766657
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loss: 0.8951583665336239
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loss: 0.8835814484367474
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loss: 0.9159994268353094
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loss: 0.9121678381595971
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loss: 0.8891714160654423
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loss: 0.8800568505117514
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loss: 0.888767858239197
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loss: 0.9070375902312142
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loss: 0.9223177000840077
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loss: 0.9035621095860422
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loss: 0.895727929561286
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loss: 0.8973704759644048
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loss: 0.8994502661363134
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loss: 0.8949894431145043
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loss: 0.8785063614742454
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loss: 0.8818153531724873
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loss: 0.8750705813783198
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loss: 0.8774598072159965
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loss: 0.8767905137288281
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loss: 0.8779759876168963
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loss: 0.8766083998500176
epoch: 474
loss: 0.8826619937734784
IOU: [97.99, 83.74, 91.09, 43.84, 52.68, 59.91, 66.0, 75.42, 91.69, 60.18, 94.63, 76.91, 50.92, 93.0, 59.3, 77.37, 55.13, 38.11, 67.88]
mIOU: 70.3, mIOU_reduced: 71.5, accuracy: 95.33
epoch: 475
loss: 0.9069252685716531
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loss: 0.8826943901028594
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loss: 0.8829022197710535
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loss: 0.8788412782059847
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loss: 0.873772807037734
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loss: 0.8821342564978689
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loss: 0.8799731948305012
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loss: 0.8752686839219374
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loss: 0.8745832438417522
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loss: 0.8935397808763859
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loss: 0.8872871657587448
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loss: 0.8687958723772569
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loss: 0.8829648248911547
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loss: 0.87533127474335
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loss: 0.874105766134442
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loss: 0.8764216904691609
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loss: 0.8654277347168833
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loss: 0.9057562293389415
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loss: 0.8871063885663076
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loss: 0.8854624707743807
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loss: 0.8753273877493455
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loss: 0.8747751568205594
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loss: 0.8771595627149803
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loss: 0.8680709300015493
epoch: 499
loss: 0.8924488314399822
IOU: [97.72, 82.25, 91.28, 54.03, 54.57, 61.5, 63.39, 75.42, 91.55, 57.84, 94.23, 77.64, 49.6, 93.13, 51.55, 68.36, 24.93, 33.62, 71.53]
mIOU: 68.11, mIOU_reduced: 71.83, accuracy: 95.22
epoch: 500
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loss: 0.8699103809109917
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loss: 0.8794847988696753
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loss: 0.8831543202670116
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loss: 0.8762327218955418
epoch: 524
loss: 0.8714965691142327
IOU: [97.99, 83.55, 91.72, 55.09, 51.79, 61.54, 65.93, 76.18, 91.81, 61.1, 94.73, 79.16, 58.02, 90.02, 28.83, 41.0, 52.58, 55.77, 73.91]
mIOU: 68.99, mIOU_reduced: 74.27, accuracy: 95.15
epoch: 525
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loss: 0.864522581955172
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loss: 0.8630639795023155
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loss: 0.8626079347255737
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loss: 0.8567371974094216
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loss: 0.8634957452668656
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loss: 0.8646369428647497
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loss: 0.8567188517102655
IOU: [97.95, 83.69, 91.74, 51.17, 53.31, 63.6, 66.03, 76.51, 91.99, 62.75, 94.01, 78.7, 55.09, 93.01, 63.98, 78.86, 61.43, 59.72, 74.16]
mIOU: 73.56, mIOU_reduced: 74.59, accuracy: 95.57
epoch: 550
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loss: 0.8869309802903641
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loss: 0.8780917081871444
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loss: 0.8627952780685013
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loss: 0.8616488291568191
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loss: 0.8493735484999788
epoch: 574
loss: 0.8610547443605819
IOU: [97.88, 82.81, 91.41, 39.43, 56.88, 62.27, 63.25, 75.72, 91.11, 62.29, 94.87, 78.81, 56.39, 93.71, 70.93, 80.37, 64.53, 40.0, 70.89]
mIOU: 72.29, mIOU_reduced: 72.36, accuracy: 95.4
epoch: 575
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loss: 0.8760059212417294
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loss: 0.871818149989506
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loss: 0.8592377126698867
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loss: 0.8533170917284778
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loss: 0.8584664761216814
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loss: 0.8507466192515392
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loss: 0.8613075048454367
epoch: 599
loss: 0.8625622494522773
IOU: [97.29, 80.24, 90.87, 45.46, 54.14, 59.56, 63.84, 74.74, 91.87, 61.89, 94.59, 79.77, 58.85, 93.81, 71.52, 82.28, 74.43, 58.52, 72.21]
mIOU: 73.99, mIOU_reduced: 73.6, accuracy: 95.22
epoch: 600
loss: 0.8543611612281388
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loss: 0.8483021508329962
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loss: 0.871197269933243
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loss: 0.8735098597817023
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loss: 0.8626282194232684
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loss: 0.8567940404794286
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loss: 0.8585576270468472
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loss: 0.8555832918120845
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loss: 0.8687902677733943
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loss: 0.8608155147727288
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loss: 0.864663237510023
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loss: 0.8716899349361739
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loss: 0.8693156787006039
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loss: 0.8573462204791786
IOU: [98.15, 84.61, 91.65, 48.93, 58.93, 63.62, 68.31, 77.86, 92.4, 64.53, 94.9, 80.1, 59.59, 94.38, 76.79, 85.47, 78.79, 56.17, 73.99]
mIOU: 76.27, mIOU_reduced: 75.51, accuracy: 95.77
epoch: 625
loss: 0.8491221966769175
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loss: 0.8470642672716125
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loss: 0.8506038725536789
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loss: 0.8534499540161894
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loss: 0.8560845688025585
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loss: 0.8542760678057401
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loss: 0.8509707629198655
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loss: 0.85110901645573
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loss: 0.8496673606798013
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loss: 0.8487385861635851
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loss: 0.84848317544094
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loss: 0.8446231882848508
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loss: 0.8832839918586443
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loss: 0.87638232344887
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loss: 0.8735091493457475
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loss: 0.8617266405303523
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loss: 0.8557343409067858
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loss: 0.8513106430637226
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loss: 0.8549264894341523
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loss: 0.8484417012116979
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loss: 0.8499589631499628
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loss: 0.8457967708052972
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loss: 0.8407033734887115
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loss: 0.8400479412143121
epoch: 649
loss: 0.8596954848567109
IOU: [97.92, 83.52, 91.91, 54.79, 57.64, 61.86, 67.57, 77.48, 92.18, 61.52, 94.9, 80.06, 59.51, 94.03, 73.35, 82.9, 75.37, 55.13, 74.29]
mIOU: 75.57, mIOU_reduced: 75.27, accuracy: 95.75
epoch: 650
loss: 0.8511667148764885
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loss: 0.8705061714282897
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loss: 0.8730699027966297
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loss: 0.8748062894029437
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loss: 0.8568712045561593
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loss: 0.8675571750759115
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loss: 0.8759240408470689
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loss: 0.8488619950903715
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loss: 0.8525208581811334
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loss: 0.8630813973933217
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loss: 0.8535693652546309
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loss: 0.84935055090732
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loss: 0.846904923813041
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loss: 0.8462094568178018
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loss: 0.8422123400991497
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loss: 0.8397942371766843
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loss: 0.8449504025220228
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loss: 0.8380535481111059
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loss: 0.8590548523674114
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loss: 0.8518190840183886
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loss: 0.8446399760696123
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loss: 0.8632585761360724
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loss: 0.8595652898366882
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loss: 0.8679046998769446
epoch: 674
loss: 0.8514826525896386
IOU: [97.61, 81.04, 90.7, 36.82, 54.86, 60.89, 66.7, 77.1, 91.12, 61.38, 94.87, 77.34, 59.8, 92.4, 52.95, 84.98, 74.52, 51.7, 73.17]
mIOU: 72.63, mIOU_reduced: 72.97, accuracy: 95.1
epoch: 675
loss: 0.8421710321524073
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loss: 0.8441636710154078
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loss: 0.8440897390848864
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loss: 0.8406124889368638
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loss: 0.853005281195165
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loss: 0.8461350501386946
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loss: 0.8343350477617063
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loss: 0.8406195891192659
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loss: 0.8417261946554775
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loss: 0.8327839943276583
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loss: 0.8594527287945914
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loss: 0.85405677717651
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loss: 0.868605159524316
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loss: 0.8479928555835611
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loss: 0.8468754906860002
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loss: 0.8343835988777346
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loss: 0.8417132941860395
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loss: 0.8421991377506616
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loss: 0.847164902725631
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loss: 0.8373629007378036
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loss: 0.8348398886600916
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loss: 0.8422240287145836
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loss: 0.8356916040101784
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loss: 0.8339435949801114
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loss: 0.8353861470749436
IOU: [97.89, 82.73, 91.77, 45.08, 54.59, 63.8, 68.66, 77.31, 92.03, 57.64, 94.7, 80.74, 61.57, 94.58, 73.8, 77.59, 63.03, 57.73, 74.54]
mIOU: 74.2, mIOU_reduced: 74.71, accuracy: 95.64
epoch: 700
loss: 0.831775746737529
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loss: 0.8415041734587472
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loss: 0.8334030035049768
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loss: 0.8327281221225256
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loss: 0.834624105065338
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loss: 0.854264958849493
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loss: 0.8612822212298925
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loss: 0.8548773682985022
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loss: 0.8799081541135947
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loss: 0.8713107252056708
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loss: 0.8608201101141156
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loss: 0.8376811713863898
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loss: 0.8437943744530896
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loss: 0.8383400973605338
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loss: 0.8528862873498962
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loss: 0.8468857825284377
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loss: 0.8442838241790505
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loss: 0.8400372800158683
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loss: 0.8270034703282976
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loss: 0.8377532014306986
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loss: 0.8399326052627152
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loss: 0.8401619216823835
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loss: 0.830488839882082
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loss: 0.8270589151793735
epoch: 724
loss: 0.8249380763650261
IOU: [97.02, 77.07, 90.57, 46.12, 55.38, 60.47, 63.43, 76.6, 90.02, 54.36, 94.17, 78.73, 60.25, 93.1, 72.34, 74.8, 57.74, 47.59, 71.83]
mIOU: 71.66, mIOU_reduced: 72.29, accuracy: 94.76
epoch: 725
loss: 0.8346762384044514
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loss: 0.8506823525917176
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loss: 0.8534571229608232
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loss: 0.8473791372422581
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loss: 0.8444126964900693
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loss: 0.8339927916256886
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loss: 0.8489884085089692
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loss: 0.8413670506438797
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loss: 0.861263469383723
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loss: 0.8437668290742324
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loss: 0.840081223259075
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loss: 0.8343502202766604
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loss: 0.8273189289550575
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loss: 0.8373443485912929
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loss: 0.8306388991540976
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loss: 0.8338842502822773
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loss: 0.8323509201527927
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loss: 0.8350454474073857
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loss: 0.836452055812846
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loss: 0.8355363345531762
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loss: 0.8417389317342856
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loss: 0.8441874201728328
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loss: 0.8297331015054749
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loss: 0.8344976828104723
epoch: 749
loss: 0.8264507045643028
IOU: [97.8, 82.71, 91.55, 49.3, 50.22, 63.38, 61.82, 75.39, 92.12, 61.13, 94.11, 80.01, 61.08, 93.62, 57.01, 78.35, 73.38, 59.42, 74.73]
mIOU: 73.53, mIOU_reduced: 74.28, accuracy: 95.48
epoch: 750
loss: 0.8295483682354827
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loss: 0.8342792547616675
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loss: 0.8355188506311484
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loss: 0.8262554694700113
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loss: 0.8285939508692595
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loss: 0.8264385053732325
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loss: 0.8272638449450388
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loss: 0.8147545956537088
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loss: 0.8281886767184317
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loss: 0.8486901691981724
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loss: 0.8567718384722173
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loss: 0.8573024101013121
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loss: 0.8470497463912655
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loss: 0.8473900397511506
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loss: 0.841872737896089
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loss: 0.8403487420788994
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loss: 0.8361331770683555
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loss: 0.8316882948348464
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loss: 0.8266997003169715
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loss: 0.8272219648901021
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loss: 0.8188709049533319
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loss: 0.8250551990100315
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loss: 0.8407728612583603
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loss: 0.8385057282255024
epoch: 774
loss: 0.8579176484413866
IOU: [97.83, 82.71, 91.79, 46.66, 57.68, 63.7, 68.63, 73.9, 92.21, 60.62, 94.4, 80.45, 60.92, 91.61, 54.61, 72.08, 58.84, 57.09, 73.38]
mIOU: 72.58, mIOU_reduced: 74.6, accuracy: 95.47
epoch: 775
loss: 0.8529924401697123
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loss: 0.8336111559379454
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loss: 0.829792132114143
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loss: 0.846505481277836
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loss: 0.8249114428890362
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loss: 0.8292990704431046
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loss: 0.8282314047337863
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loss: 0.8249125168972581
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loss: 0.8266232672406014
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loss: 0.834108849420059
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loss: 0.8272059092303171
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loss: 0.8142024685109079
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loss: 0.8149318066890028
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loss: 0.8141618329238377
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loss: 0.813204371543586
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loss: 0.8109857311467276
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loss: 0.8147746061057736
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loss: 0.8071129712454392
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loss: 0.8200131579229453
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loss: 0.819366641443052
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loss: 0.8207363675868093
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loss: 0.8127584937769127
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loss: 0.8131130149743627
epoch: 798
loss: 0.8131431895446263
epoch: 799
loss: 0.8365600110706936
IOU: [96.39, 75.13, 86.77, 26.77, 48.19, 53.13, 56.24, 74.81, 85.36, 42.7, 94.52, 77.03, 56.22, 90.4, 61.67, 64.35, 54.51, 38.15, 70.24]
mIOU: 65.93, mIOU_reduced: 67.0, accuracy: 93.08
epoch: 800
loss: 0.8219335016535941
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loss: 0.814755928484256
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loss: 0.8136058494729815
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loss: 0.8114682397431119
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loss: 0.81405749732272
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loss: 0.8124891660926798
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loss: 0.8122295806350092
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loss: 0.8112976694042792
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loss: 0.8146062430667106
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loss: 0.8236528400462272
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loss: 0.8119439445737238
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loss: 0.8166250170401808
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loss: 0.8130515649954906
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loss: 0.8165173093584991
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loss: 0.8103009626229176
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loss: 0.8197861010173582
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loss: 0.8157935961880132
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loss: 0.8090305675393488
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loss: 0.8100917720087776
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loss: 0.8202070515110808
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loss: 0.8205064612257513
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loss: 0.8158355041976888
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loss: 0.8053441939328237
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loss: 0.801295424728702
epoch: 824
loss: 0.8127210890507762
IOU: [98.01, 84.18, 92.28, 48.26, 58.17, 65.63, 68.8, 77.42, 92.27, 62.31, 95.1, 81.33, 62.4, 94.3, 69.57, 86.21, 78.58, 57.85, 76.18]
mIOU: 76.26, mIOU_reduced: 75.91, accuracy: 95.89
epoch: 825
loss: 0.8003508430928233
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loss: 0.8011095816234373
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loss: 0.8099958927162253
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loss: 0.8028060291012664
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loss: 0.8039577184019063
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loss: 0.8028468370758941
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loss: 0.8076402331298252
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loss: 0.8017126636685066
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loss: 0.8015124196954815
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loss: 0.7992999317511073
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loss: 0.7938625155433491
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loss: 0.803902242382903
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loss: 0.8042388534288843
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loss: 0.8172608862989996
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loss: 0.8012375021880528
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loss: 0.8414812857571317
epoch: 841
loss: 0.8422250529183853
epoch: 842
loss: 0.8254509932911299
epoch: 843
loss: 0.8201192485675658
epoch: 844
loss: 0.8096481584153086
epoch: 845
loss: 0.8065921587121454
epoch: 846
loss: 0.8038064249442273
epoch: 847
loss: 0.8009504439695826
epoch: 848
loss: 0.8011118430654315
epoch: 849
loss: 0.8024196987846148
IOU: [97.93, 83.72, 92.15, 48.91, 57.07, 64.1, 69.81, 78.88, 92.48, 63.75, 94.93, 80.92, 61.83, 94.17, 71.38, 85.05, 78.34, 60.53, 76.27]
mIOU: 76.43, mIOU_reduced: 76.09, accuracy: 95.85
epoch: 850
loss: 0.8131219611334993
epoch: 851
loss: 0.812224649997413
epoch: 852
loss: 0.8034990089280265
epoch: 853
loss: 0.8036980153415403
epoch: 854
loss: 0.8057168105220538
epoch: 855
loss: 0.8123502482301141
epoch: 856
loss: 0.8022773230493551
epoch: 857
loss: 0.7981586028944772
epoch: 858
loss: 0.803035472281217
epoch: 859
loss: 0.8042963666093317
epoch: 860
loss: 0.7937492694494859
epoch: 861
loss: 0.7916138467762991
epoch: 862
loss: 0.7969638872339397
epoch: 863
loss: 0.796422352527351
epoch: 864
loss: 0.7986340254464882
epoch: 865
loss: 0.7932494933393124
epoch: 866
loss: 0.7945418362668903
epoch: 867
loss: 0.7889608329518465
epoch: 868
loss: 0.793396197721322
epoch: 869
loss: 0.8047742432339815
epoch: 870
loss: 0.8013600993027905
epoch: 871
loss: 0.8036971162914266
epoch: 872
loss: 0.8084625476454146
epoch: 873
loss: 0.8084447004724384
epoch: 874
loss: 0.7971850670572882
IOU: [98.03, 84.28, 92.41, 54.21, 60.0, 65.83, 70.63, 78.76, 92.31, 61.66, 95.01, 81.16, 61.03, 94.64, 71.51, 84.68, 78.05, 60.52, 76.08]
mIOU: 76.88, mIOU_reduced: 76.66, accuracy: 95.96
epoch: 875
loss: 0.7978962584325888
epoch: 876
loss: 0.795446568261581
epoch: 877
loss: 0.7901935085774753
epoch: 878
loss: 0.7939828014116724
epoch: 879
loss: 0.791597809110369
epoch: 880
loss: 0.7869533517289997
epoch: 881
loss: 0.791196718209516
epoch: 882
loss: 0.7855609289076771
epoch: 883
loss: 0.7859669123698437
epoch: 884
loss: 0.7755157523399415
epoch: 885
loss: 0.7786837231438115
epoch: 886
loss: 0.7739063583294337
epoch: 887
loss: 0.7793931752202324
epoch: 888
loss: 0.7747818318338728
epoch: 889
loss: 0.778834143256884
epoch: 890
loss: 0.7775912246292813
epoch: 891
loss: 0.7687061313348961
epoch: 892
loss: 0.768706204756251
epoch: 893
loss: 0.7742784023284912
epoch: 894
loss: 0.7784808001749599
epoch: 895
loss: 0.7706231569665462
epoch: 896
loss: 0.7708227359702323
epoch: 897
loss: 0.7750312782362143
epoch: 898
loss: 0.793514950256142
epoch: 899
loss: 0.774384528318184
IOU: [98.37, 86.31, 92.58, 53.08, 58.18, 66.46, 70.04, 79.27, 92.47, 63.29, 95.23, 81.13, 61.62, 94.63, 79.88, 87.58, 79.58, 62.45, 76.6]
mIOU: 77.83, mIOU_reduced: 76.98, accuracy: 96.15
epoch: 900
loss: 0.786102687091519
epoch: 901
loss: 0.7738449872343367
epoch: 902
loss: 0.7767759731837681
epoch: 903
loss: 0.7783181468110201
epoch: 904
loss: 0.7761778431439978
epoch: 905
loss: 0.7737130932409487
epoch: 906
loss: 0.7685279601989088
epoch: 907
loss: 0.770494844714265
epoch: 908
loss: 0.770355032942687
epoch: 909
loss: 0.7658285607867485
epoch: 910
loss: 0.779704313393873
epoch: 911
loss: 0.76914825641884
epoch: 912
loss: 0.7661544407474384
epoch: 913
loss: 0.7655752095572068
epoch: 914
loss: 0.7701229192818593
epoch: 915
loss: 0.7655352866553232
epoch: 916
loss: 0.7653275869605998
epoch: 917
loss: 0.7740026983932022
epoch: 918
loss: 0.7597342964131234
epoch: 919
loss: 0.7733286726828212
epoch: 920
loss: 0.7623838059343097
epoch: 921
loss: 0.7621742170454678
epoch: 922
loss: 0.7569909312654377
epoch: 923
loss: 0.7740847159910074
epoch: 924
loss: 0.7636650659324666
IOU: [98.11, 84.46, 92.45, 56.06, 58.5, 65.99, 69.74, 79.77, 92.52, 62.93, 95.07, 81.57, 62.87, 94.78, 74.97, 84.76, 79.32, 62.32, 76.04]
mIOU: 77.49, mIOU_reduced: 77.07, accuracy: 96.04
epoch: 925
loss: 0.7553482794697394
epoch: 926
loss: 0.7629132977714436
epoch: 927
loss: 0.7844175614436681
epoch: 928
loss: 0.7793019491064581
epoch: 929
loss: 0.762399514248429
epoch: 930
loss: 0.7631774763212692
epoch: 931
loss: 0.7604656756084884
epoch: 932
loss: 0.7657396624673087
epoch: 933
loss: 0.7642812105523287
epoch: 934
loss: 0.7514639014825024
epoch: 935
loss: 0.7481157177220779
epoch: 936
loss: 0.7470835641709299
epoch: 937
loss: 0.746110864726681
epoch: 938
loss: 0.7478800563799403
epoch: 939
loss: 0.7477681898685157
epoch: 940
loss: 0.7475344625444746
epoch: 941
loss: 0.744681393039837
epoch: 942
loss: 0.7476933476417212
epoch: 943
loss: 0.7358452941208194
epoch: 944
loss: 0.749570502907118
epoch: 945
loss: 0.7549314494081585
epoch: 946
loss: 0.7397414518173814
epoch: 947
loss: 0.7373793987893673
epoch: 948
loss: 0.737729653836582
epoch: 949
loss: 0.7354430202846578
IOU: [98.22, 85.23, 92.49, 55.24, 59.74, 66.67, 70.36, 79.96, 92.48, 62.02, 95.13, 81.6, 62.58, 94.87, 79.33, 85.14, 79.86, 62.45, 76.36]
mIOU: 77.88, mIOU_reduced: 77.21, accuracy: 96.12
epoch: 950
loss: 0.7387894660314781
epoch: 951
loss: 0.734779613037315
epoch: 952
loss: 0.741705533307839
epoch: 953
loss: 0.7315559308483915
epoch: 954
loss: 0.7345081060883812
epoch: 955
loss: 0.7275307262040213
epoch: 956
loss: 0.7265311579177322
epoch: 957
loss: 0.7330402084437985
epoch: 958
loss: 0.7306483550213096
epoch: 959
loss: 0.7324862158844735
epoch: 960
loss: 0.7327842750960605
epoch: 961
loss: 0.7373255548290808
epoch: 962
loss: 0.7237426341383284
epoch: 963
loss: 0.7328920880096621
epoch: 964
loss: 0.7329297626436239
epoch: 965
loss: 0.7211641388922688
epoch: 966
loss: 0.7289155939357943
epoch: 967
loss: 0.7201678757718952
epoch: 968
loss: 0.7229879734651098
epoch: 969
loss: 0.721125310804002
epoch: 970
loss: 0.7288880671131001
epoch: 971
loss: 0.7237095680198258
epoch: 972
loss: 0.7225031865574921
epoch: 973
loss: 0.7147359786971882
epoch: 974
loss: 0.7144143218300092
IOU: [98.24, 85.4, 92.52, 53.0, 58.02, 66.73, 70.83, 80.17, 92.61, 63.92, 95.1, 82.2, 64.35, 94.96, 77.21, 87.21, 81.44, 60.95, 76.83]
mIOU: 77.98, mIOU_reduced: 77.24, accuracy: 96.15
epoch: 975
loss: 0.7155917975298478
epoch: 976
loss: 0.7199164931022254
epoch: 977
loss: 0.7100227552282843
epoch: 978
loss: 0.7247414119802716
epoch: 979
loss: 0.7209593031926939
epoch: 980
loss: 0.7086237180586452
IOU: [98.28, 85.83, 92.55, 52.57, 60.42, 66.72, 71.82, 80.02, 92.68, 64.45, 95.12, 82.2, 64.6, 95.01, 80.59, 88.5, 81.76, 63.63, 76.84]
mIOU: 78.61, mIOU_reduced: 77.67, accuracy: 96.2
epoch: 981
loss: 0.7224829719073046
IOU: [98.31, 85.91, 92.51, 53.4, 59.94, 67.0, 71.78, 79.99, 92.62, 63.72, 95.07, 82.06, 64.22, 95.0, 80.31, 88.88, 82.26, 63.81, 76.88]
mIOU: 78.61, mIOU_reduced: 77.64, accuracy: 96.2
epoch: 982
loss: 0.7105272176130762
IOU: [98.31, 85.98, 92.66, 55.76, 59.88, 67.2, 71.75, 80.07, 92.6, 63.78, 95.16, 82.07, 63.85, 95.01, 81.28, 88.86, 81.5, 63.9, 76.97]
mIOU: 78.77, mIOU_reduced: 77.81, accuracy: 96.23
epoch: 983
loss: 0.7145377092284334
IOU: [98.3, 85.8, 92.64, 55.52, 60.14, 67.14, 71.75, 80.22, 92.59, 63.18, 95.17, 82.16, 64.54, 95.02, 81.09, 88.41, 82.03, 63.64, 76.96]
mIOU: 78.75, mIOU_reduced: 77.8, accuracy: 96.22
epoch: 984
loss: 0.7121857340445095
IOU: [98.27, 85.72, 92.6, 54.44, 60.77, 67.27, 71.34, 80.19, 92.64, 63.75, 95.16, 82.24, 64.03, 95.04, 80.91, 88.03, 81.99, 63.75, 76.79]
mIOU: 78.68, mIOU_reduced: 77.75, accuracy: 96.21
epoch: 985
loss: 0.7146522046099455
IOU: [98.26, 85.67, 92.52, 51.23, 59.97, 67.31, 71.8, 80.17, 92.5, 63.19, 95.13, 82.16, 64.0, 94.99, 80.15, 87.75, 82.13, 64.32, 76.9]
mIOU: 78.43, mIOU_reduced: 77.51, accuracy: 96.16
epoch: 986
loss: 0.7083990335303818
IOU: [98.28, 85.77, 92.44, 50.88, 59.34, 66.63, 71.66, 80.31, 92.57, 63.92, 95.09, 82.15, 64.46, 94.99, 80.07, 88.13, 82.33, 64.23, 76.99]
mIOU: 78.43, mIOU_reduced: 77.48, accuracy: 96.17
epoch: 987
loss: 0.7069418123468877
IOU: [98.26, 85.66, 92.51, 50.36, 59.75, 67.13, 71.63, 80.34, 92.64, 63.64, 95.12, 82.11, 63.94, 94.97, 80.39, 88.25, 82.04, 64.29, 77.01]
mIOU: 78.42, mIOU_reduced: 77.46, accuracy: 96.17
epoch: 988
loss: 0.7105789389411072
IOU: [98.3, 85.86, 92.53, 52.31, 59.86, 67.03, 71.49, 80.24, 92.55, 63.15, 95.04, 82.18, 63.84, 95.04, 80.43, 88.29, 82.49, 64.58, 77.0]
mIOU: 78.54, mIOU_reduced: 77.56, accuracy: 96.18
epoch: 989
loss: 0.7101804664674795
IOU: [98.29, 85.89, 92.56, 53.47, 59.75, 67.32, 71.71, 80.3, 92.57, 63.58, 95.15, 82.23, 64.18, 94.99, 81.15, 88.94, 81.86, 64.36, 76.99]
mIOU: 78.7, mIOU_reduced: 77.71, accuracy: 96.2
epoch: 990
loss: 0.7084949326643726
IOU: [98.29, 85.93, 92.62, 54.51, 60.77, 67.11, 71.73, 80.23, 92.59, 63.73, 95.08, 82.2, 64.09, 94.98, 79.74, 88.56, 81.98, 64.42, 76.99]
mIOU: 78.71, mIOU_reduced: 77.83, accuracy: 96.21
epoch: 991
loss: 0.7075610350405752
IOU: [98.3, 85.95, 92.66, 54.76, 60.79, 67.33, 71.68, 80.14, 92.64, 63.75, 95.1, 82.09, 63.47, 95.03, 81.4, 89.07, 82.67, 64.35, 76.98]
mIOU: 78.85, mIOU_reduced: 77.82, accuracy: 96.23
epoch: 992
loss: 0.7040632546269348
IOU: [98.3, 85.91, 92.67, 55.71, 60.52, 67.31, 71.67, 80.25, 92.64, 63.65, 95.15, 82.16, 63.73, 94.94, 78.88, 88.47, 81.95, 64.38, 77.04]
mIOU: 78.7, mIOU_reduced: 77.88, accuracy: 96.23
epoch: 993
loss: 0.7066982799784514
IOU: [98.28, 85.86, 92.63, 54.65, 60.53, 67.44, 71.58, 80.16, 92.64, 63.85, 95.14, 82.03, 63.66, 95.0, 80.22, 88.25, 82.19, 63.81, 76.96]
mIOU: 78.68, mIOU_reduced: 77.76, accuracy: 96.22
epoch: 994
loss: 0.7095396076893871
IOU: [98.29, 85.84, 92.69, 56.38, 60.35, 67.24, 71.71, 80.27, 92.63, 63.55, 95.13, 82.23, 64.24, 95.08, 80.8, 88.41, 82.33, 63.67, 76.94]
mIOU: 78.83, mIOU_reduced: 77.89, accuracy: 96.23
epoch: 995
loss: 0.7104702839311564
IOU: [98.26, 85.68, 92.63, 55.06, 60.19, 67.14, 71.72, 80.17, 92.66, 64.05, 95.11, 82.11, 64.24, 95.03, 80.75, 88.01, 82.54, 64.49, 76.99]
mIOU: 78.78, mIOU_reduced: 77.85, accuracy: 96.21
epoch: 996
loss: 0.6986889321849031
IOU: [98.28, 85.78, 92.59, 53.76, 60.08, 67.27, 71.71, 80.25, 92.65, 63.91, 95.1, 82.27, 64.2, 95.04, 81.48, 88.33, 82.19, 64.66, 77.0]
mIOU: 78.77, mIOU_reduced: 77.78, accuracy: 96.21
epoch: 997
loss: 0.7082458957828923
IOU: [98.3, 85.89, 92.62, 54.66, 59.96, 67.29, 71.76, 80.33, 92.64, 63.84, 95.14, 82.18, 64.0, 95.07, 81.17, 88.28, 82.4, 64.46, 77.06]
mIOU: 78.79, mIOU_reduced: 77.82, accuracy: 96.22
epoch: 998
loss: 0.7063364907095053
IOU: [98.3, 85.88, 92.58, 52.83, 60.08, 67.4, 71.74, 80.34, 92.65, 63.69, 95.14, 82.22, 64.22, 95.04, 81.16, 88.1, 82.26, 64.52, 76.96]
mIOU: 78.69, mIOU_reduced: 77.72, accuracy: 96.21
epoch: 999
loss: 0.7083733902787263
IOU: [98.28, 85.76, 92.57, 52.84, 60.22, 67.4, 71.71, 80.21, 92.63, 63.66, 95.1, 82.14, 64.21, 95.06, 80.32, 87.93, 82.34, 64.03, 76.97]
mIOU: 78.6, mIOU_reduced: 77.68, accuracy: 96.2
Best mIOU: 78.8514992563348
Best global accuracy: 96.23357653617859
Training time 2 days, 12:35:21
mIOUs: [78.8514992563348]
global_accuracies: [96.23357653617859]
