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run: 1
epoch: 0
loss: 1.1789351568389133
IOU: [78.9, 12.86, 52.78, 0.0, 0.0, 0.0, 0.0, 0.0, 59.66, 13.98, 59.53, 0.0, 0.0, 31.95, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 16.3, mIOU_reduced: 19.35, accuracy: 71.81
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epoch: 23
loss: 0.3444940095561534
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IOU: [95.88, 69.1, 84.89, 22.27, 29.66, 43.05, 26.85, 44.96, 87.34, 45.03, 90.53, 49.96, 6.49, 85.37, 34.56, 33.01, 24.86, 7.09, 45.32]
mIOU: 48.75, mIOU_reduced: 52.11, accuracy: 91.41
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IOU: [95.8, 69.65, 87.15, 29.92, 40.55, 49.48, 39.39, 57.02, 88.73, 52.83, 90.77, 64.9, 30.41, 87.01, 30.58, 45.73, 26.51, 17.06, 60.11]
mIOU: 55.98, mIOU_reduced: 60.05, accuracy: 92.42
epoch: 50
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loss: 0.2541456081756363
IOU: [96.51, 73.77, 87.71, 33.47, 41.84, 49.57, 43.2, 62.39, 89.58, 49.12, 90.29, 68.26, 42.52, 88.72, 17.86, 54.84, 35.96, 27.03, 62.29]
mIOU: 58.68, mIOU_reduced: 62.89, accuracy: 93.13
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loss: 0.2208642210319357
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loss: 0.2606047203116661
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loss: 0.24027816985415
IOU: [96.53, 72.69, 84.86, 29.72, 34.22, 47.58, 36.04, 60.09, 86.96, 53.57, 90.19, 67.8, 35.58, 89.03, 27.58, 48.15, 32.41, 25.92, 61.13]
mIOU: 56.85, mIOU_reduced: 60.75, accuracy: 92.27
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loss: 0.21698491126700553
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loss: 0.24479521045867966
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loss: 0.21598945766928382
IOU: [96.91, 76.06, 89.19, 38.8, 45.21, 53.62, 49.94, 64.3, 90.24, 48.92, 92.42, 72.48, 43.6, 91.83, 56.92, 66.42, 63.17, 27.41, 64.34]
mIOU: 64.83, mIOU_reduced: 65.33, accuracy: 94.09
epoch: 125
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loss: 0.22330653647367524
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loss: 0.21964287358233228
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loss: 0.22303084382471047
IOU: [96.98, 76.67, 88.54, 26.33, 44.3, 52.35, 49.45, 62.89, 89.75, 55.92, 92.31, 70.7, 45.98, 90.86, 46.87, 65.5, 23.27, 26.83, 66.65]
mIOU: 61.69, mIOU_reduced: 64.78, accuracy: 93.82
epoch: 150
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loss: 0.2005023223290225
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loss: 0.2324556540045134
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loss: 0.21291594373970982
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loss: 0.21407120526238593
epoch: 174
loss: 0.20343197661268744
IOU: [97.38, 80.05, 89.17, 38.2, 47.31, 54.14, 48.78, 63.49, 89.19, 49.06, 93.93, 73.38, 47.38, 89.71, 49.79, 40.69, 53.92, 35.1, 65.76]
mIOU: 63.5, mIOU_reduced: 66.38, accuracy: 93.96
epoch: 175
loss: 0.21523348021137748
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loss: 0.20890928437365996
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loss: 0.20460687549609058
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loss: 0.197451703571727
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loss: 0.19925295820615363
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loss: 0.2063730215488097
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loss: 0.21856304187819642
IOU: [96.29, 73.58, 87.94, 30.08, 45.92, 54.42, 51.57, 64.09, 89.68, 51.19, 91.18, 69.76, 39.14, 90.48, 34.68, 58.85, 43.07, 20.86, 58.0]
mIOU: 60.57, mIOU_reduced: 63.39, accuracy: 93.28
epoch: 200
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loss: 0.19070212203617687
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loss: 0.19381043877241746
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loss: 0.19907690203093453
IOU: [97.07, 77.3, 89.16, 38.38, 51.87, 56.23, 53.3, 62.92, 89.98, 47.12, 93.52, 74.46, 54.35, 91.78, 59.42, 69.91, 63.79, 39.52, 67.89]
mIOU: 67.26, mIOU_reduced: 67.8, accuracy: 94.19
epoch: 225
loss: 0.19330735890209835
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loss: 0.20664136627854685
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loss: 0.19077637755485236
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loss: 0.18798621318170003
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loss: 0.19963667579898936
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loss: 0.1884586564855113
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loss: 0.20941997363641254
IOU: [97.15, 78.89, 89.39, 36.48, 52.69, 55.35, 52.68, 69.13, 89.78, 56.08, 92.68, 74.36, 50.06, 91.56, 54.15, 70.66, 62.21, 42.7, 68.6]
mIOU: 67.61, mIOU_reduced: 68.6, accuracy: 94.31
epoch: 250
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loss: 0.20024860567963026
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loss: 0.20003347331783522
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loss: 0.19428638888979857
IOU: [97.37, 79.04, 89.29, 37.88, 51.14, 56.82, 57.85, 68.72, 90.94, 60.9, 93.32, 72.48, 42.35, 89.0, 36.52, 58.78, 20.67, 31.33, 68.35]
mIOU: 63.3, mIOU_reduced: 67.92, accuracy: 94.23
epoch: 275
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loss: 0.18607150628720975
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loss: 0.19171456699422748
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loss: 0.18098756231146682
IOU: [96.88, 78.27, 89.51, 47.1, 51.65, 56.24, 57.85, 69.3, 91.01, 61.17, 94.28, 73.49, 54.22, 91.48, 53.23, 63.75, 38.36, 43.31, 68.42]
mIOU: 67.34, mIOU_reduced: 70.26, accuracy: 94.35
epoch: 300
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loss: 0.1777888853554777
IOU: [97.73, 81.62, 90.73, 48.04, 51.76, 59.02, 61.31, 71.24, 91.31, 58.54, 94.25, 76.23, 54.19, 92.72, 44.15, 70.5, 55.34, 46.58, 69.78]
mIOU: 69.21, mIOU_reduced: 71.57, accuracy: 95.01
epoch: 325
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loss: 0.1730931888854086
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loss: 0.19411313696450622
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loss: 0.17730753975255148
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loss: 0.17196452005131224
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loss: 0.17957666660897495
epoch: 349
loss: 0.1746001114662124
IOU: [97.61, 81.32, 90.11, 41.33, 48.52, 58.57, 60.2, 71.36, 91.39, 59.87, 93.76, 75.32, 53.76, 90.76, 36.16, 54.73, 48.13, 40.71, 69.32]
mIOU: 66.47, mIOU_reduced: 70.24, accuracy: 94.74
epoch: 350
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loss: 0.19949316534632944
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loss: 0.18134865684891646
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loss: 0.17023494415929055
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loss: 0.16361983558238355
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loss: 0.17074532628139716
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loss: 0.18279598000637604
epoch: 374
loss: 0.194103338969043
IOU: [96.93, 75.61, 88.18, 43.25, 50.16, 56.13, 56.68, 69.22, 89.95, 53.55, 92.47, 73.01, 46.13, 80.11, 38.41, 23.76, 35.63, 43.26, 69.03]
mIOU: 62.18, mIOU_reduced: 67.73, accuracy: 93.01
epoch: 375
loss: 0.18539042825085134
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loss: 0.16762145482144267
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loss: 0.18076557262406517
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loss: 0.1773670053666814
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loss: 0.1738769754446099
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loss: 0.17594409523145207
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loss: 0.16915844645943603
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loss: 0.173175085105022
epoch: 399
loss: 0.16594741989499476
IOU: [96.84, 77.77, 90.62, 35.24, 52.8, 59.66, 58.09, 72.89, 90.78, 55.66, 94.04, 74.51, 53.51, 93.11, 70.58, 79.57, 65.62, 48.35, 70.66]
mIOU: 70.54, mIOU_reduced: 70.28, accuracy: 94.66
epoch: 400
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loss: 0.1784294495042765
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loss: 0.17117205828508597
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loss: 0.16404139561794517
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loss: 0.185062887031595
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loss: 0.1664813847514497
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loss: 0.18296632244982167
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loss: 0.17519748064305263
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loss: 0.16923336853396218
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loss: 0.18117664810621514
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loss: 0.16636614567748298
epoch: 424
loss: 0.16056937907101973
IOU: [97.5, 80.53, 90.2, 39.63, 51.44, 58.78, 59.74, 72.89, 91.09, 55.93, 94.02, 76.5, 54.01, 92.39, 61.21, 79.7, 67.42, 40.59, 69.77]
mIOU: 70.18, mIOU_reduced: 70.31, accuracy: 94.8
epoch: 425
loss: 0.17228530130457043
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loss: 0.15858226787610197
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loss: 0.1680122872367702
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loss: 0.16425870393084066
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loss: 0.1657623126500379
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loss: 0.1615838037346894
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loss: 0.16141689365925493
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loss: 0.17109468651589035
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loss: 0.1659388906068879
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loss: 0.19219041591625652
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loss: 0.17078937903408092
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loss: 0.1754267847923577
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loss: 0.17114623836831583
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loss: 0.1589104934442397
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loss: 0.15315241093503817
epoch: 449
loss: 0.16917900210924225
IOU: [97.28, 77.75, 88.47, 36.92, 43.97, 54.62, 54.97, 69.47, 90.3, 41.99, 94.26, 72.94, 52.23, 91.25, 47.36, 66.25, 66.54, 33.28, 63.99]
mIOU: 65.46, mIOU_reduced: 66.48, accuracy: 94.02
epoch: 450
loss: 0.19292134478326756
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loss: 0.1726502019239243
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loss: 0.1628867141962694
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loss: 0.15903818657536392
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loss: 0.1594091304992087
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loss: 0.15895337976937024
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loss: 0.17347406855008674
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loss: 0.16991068051269434
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loss: 0.1852145909540094
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loss: 0.16106882364039793
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loss: 0.15595766992340834
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loss: 0.15570232288214075
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loss: 0.17002494886236372
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loss: 0.1696426873860976
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loss: 0.17749638124456946
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loss: 0.1908102987630348
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loss: 0.1922894650794104
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loss: 0.16759914236088005
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loss: 0.1673493657632658
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loss: 0.15823767255901328
epoch: 474
loss: 0.1640154864548673
IOU: [97.51, 80.89, 90.05, 37.55, 53.8, 55.9, 53.81, 70.1, 91.0, 59.17, 93.98, 75.89, 48.09, 92.47, 51.16, 71.11, 56.56, 46.07, 70.49]
mIOU: 68.19, mIOU_reduced: 69.8, accuracy: 94.81
epoch: 475
loss: 0.15967101838710815
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loss: 0.1604040881814661
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loss: 0.1670657429653358
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loss: 0.16385694838196763
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loss: 0.1660004324026185
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loss: 0.14510233820769985
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loss: 0.18996078223793333
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loss: 0.17427146404660293
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loss: 0.16452310631940306
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loss: 0.1709186861698197
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loss: 0.16921150507631327
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loss: 0.17847072381295284
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loss: 0.1673058993973822
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loss: 0.17072617694374043
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loss: 0.162473882746825
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loss: 0.17891064191844586
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loss: 0.17294297783040616
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loss: 0.17355221754939087
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loss: 0.16450046739889926
epoch: 499
loss: 0.152813523104088
IOU: [97.27, 79.73, 91.4, 49.97, 57.35, 60.82, 63.58, 73.85, 91.82, 63.06, 94.34, 77.44, 54.49, 93.17, 74.43, 83.99, 70.89, 44.62, 71.87]
mIOU: 73.37, mIOU_reduced: 72.8, accuracy: 95.22
epoch: 500
loss: 0.15115492017763965
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loss: 0.1618603273543386
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loss: 0.16181580111826205
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loss: 0.17360672674008779
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loss: 0.1656696748018586
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loss: 0.17593699406501095
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loss: 0.1647475923328708
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loss: 0.15564046655543087
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loss: 0.15491334784705685
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loss: 0.15302779083705012
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loss: 0.1680301906003785
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loss: 0.17172085166459455
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loss: 0.15210924671104334
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loss: 0.19870638734889481
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loss: 0.17306469515407824
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loss: 0.1615289147652063
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loss: 0.17636592429121228
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loss: 0.1644891247233612
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loss: 0.1505674175576701
epoch: 523
loss: 0.18731812251144342
epoch: 524
loss: 0.16852281104040273
IOU: [97.6, 81.61, 91.01, 54.69, 57.25, 61.34, 61.91, 74.03, 91.54, 61.28, 93.95, 78.16, 55.21, 93.31, 64.87, 80.88, 67.2, 52.78, 72.32]
mIOU: 73.21, mIOU_reduced: 73.62, accuracy: 95.3
epoch: 525
loss: 0.16994849544249455
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loss: 0.15471140090426344
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loss: 0.15466689497152109
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loss: 0.16239493020943233
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loss: 0.16327593780833113
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loss: 0.15743529282490198
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loss: 0.14417447105572231
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loss: 0.14748980671247702
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loss: 0.15795999636868582
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loss: 0.1393597196898049
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loss: 0.1494960711611249
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loss: 0.15802574099475805
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loss: 0.15945154625289845
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loss: 0.14978027506417663
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loss: 0.1587681095153495
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loss: 0.18061346054639457
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loss: 0.17604858311761742
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loss: 0.16551105009336678
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loss: 0.1597303128989559
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loss: 0.16916904847496603
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loss: 0.15908948926511157
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loss: 0.16366956949314337
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loss: 0.16131943691210604
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loss: 0.16396176437483323
epoch: 549
loss: 0.1544681615986914
IOU: [97.85, 82.72, 91.25, 56.41, 53.54, 59.55, 62.13, 73.15, 91.59, 58.62, 93.43, 77.62, 58.92, 92.88, 59.95, 81.53, 65.42, 47.46, 71.15]
mIOU: 72.38, mIOU_reduced: 73.02, accuracy: 95.3
epoch: 550
loss: 0.15430480950685202
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loss: 0.15872779016626493
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loss: 0.15159928949293744
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loss: 0.15271109621720816
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loss: 0.15772576804832628
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loss: 0.15714453538312423
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loss: 0.14802915416155865
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loss: 0.14735186999698854
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loss: 0.1459346407788462
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loss: 0.16235004702828965
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loss: 0.15555945193430162
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loss: 0.15506466781354014
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loss: 0.14373676063156512
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loss: 0.15404644146601787
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loss: 0.1514271807999945
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loss: 0.1483238676005618
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loss: 0.1505531503786295
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loss: 0.15124882333924508
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loss: 0.15649378367993388
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loss: 0.16786237842230142
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loss: 0.15081727297881223
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loss: 0.15056997852907025
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loss: 0.15606264077187226
epoch: 573
loss: 0.13813465506320372
epoch: 574
loss: 0.15421482946753823
IOU: [97.86, 83.11, 91.2, 55.12, 55.69, 60.89, 62.1, 69.02, 91.9, 63.36, 94.05, 77.91, 58.3, 93.95, 68.42, 79.04, 63.2, 50.53, 73.05]
mIOU: 73.09, mIOU_reduced: 73.63, accuracy: 95.45
epoch: 575
loss: 0.15812349801436268
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loss: 0.14943095252439983
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loss: 0.1452099869474568
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loss: 0.1536254155025328
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loss: 0.15229333354777724
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loss: 0.14954008190137036
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loss: 0.16681827644935515
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loss: 0.15273975496584513
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loss: 0.16377623465584937
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loss: 0.1623640354431543
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loss: 0.14956414125197018
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loss: 0.14409175161724141
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loss: 0.14722391059295828
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loss: 0.14425532823062007
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loss: 0.14361976328082482
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loss: 0.14856726328799666
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loss: 0.13862103470814519
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loss: 0.14637567259552023
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loss: 0.1394670274901904
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loss: 0.13825945218779007
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loss: 0.1727196722218611
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loss: 0.16255359606681807
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loss: 0.1562014053653514
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loss: 0.14796951854968007
epoch: 599
loss: 0.1721450072735789
IOU: [97.87, 82.64, 90.7, 52.3, 52.96, 60.96, 62.1, 72.49, 91.56, 59.72, 94.3, 76.84, 56.68, 92.99, 49.29, 56.59, 37.11, 43.67, 69.69]
mIOU: 68.45, mIOU_reduced: 72.34, accuracy: 95.05
epoch: 600
loss: 0.15711846845249602
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loss: 0.1443361871125242
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loss: 0.14410248938998121
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loss: 0.1451014334541768
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loss: 0.13955124492714346
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loss: 0.14704522301726586
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loss: 0.1449697583592484
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loss: 0.13947483429288607
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loss: 0.16519380149976262
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loss: 0.14515101019985913
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loss: 0.1560715836776556
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loss: 0.14364194958357798
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loss: 0.16197779541709673
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loss: 0.15783798949657424
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loss: 0.14507428596845534
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loss: 0.1441654772409853
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loss: 0.15373007726235532
IOU: [97.53, 80.73, 90.51, 47.04, 54.04, 59.66, 64.03, 72.98, 91.87, 57.92, 93.76, 77.72, 56.18, 93.61, 61.14, 74.64, 29.01, 48.42, 72.09]
mIOU: 69.63, mIOU_reduced: 72.38, accuracy: 95.05
epoch: 625
loss: 0.14109055031181345
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loss: 0.137056624411412
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loss: 0.14131718130927845
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loss: 0.15005494949390302
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loss: 0.14415250108087801
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loss: 0.15809552835406
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loss: 0.14973968885979563
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loss: 0.1412511289802523
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loss: 0.15186302544614375
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loss: 0.1453581962463348
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loss: 0.15015800253078945
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loss: 0.15164536902445025
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loss: 0.14218016440736636
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loss: 0.1630852842788812
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loss: 0.14720709889002567
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loss: 0.15427701586902623
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loss: 0.14637251682278282
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loss: 0.15040114676614977
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loss: 0.1444110495422407
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loss: 0.14304375054058682
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loss: 0.16474564373493195
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loss: 0.14790658030227188
IOU: [97.59, 80.07, 91.18, 40.91, 55.02, 59.32, 64.24, 75.32, 91.36, 58.27, 93.62, 78.52, 55.83, 93.72, 67.27, 73.74, 61.14, 53.76, 72.55]
mIOU: 71.76, mIOU_reduced: 72.58, accuracy: 95.14
epoch: 650
loss: 0.14090992759340856
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loss: 0.14785688970930813
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loss: 0.15098489893253922
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loss: 0.1607043340681698
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loss: 0.1388954346512527
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loss: 0.13799977688133877
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loss: 0.1428770493223982
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loss: 0.16001602256233802
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loss: 0.15197925221405903
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loss: 0.15988357696491431
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loss: 0.15536329519716555
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loss: 0.1366571018075686
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loss: 0.13651440358868827
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loss: 0.13940649730657953
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loss: 0.1423529950033301
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loss: 0.1289645376793458
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loss: 0.1442433658716171
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loss: 0.16407340395482725
IOU: [97.96, 83.13, 91.38, 47.43, 54.43, 61.38, 62.29, 74.49, 91.52, 62.03, 94.27, 78.31, 59.07, 93.5, 64.78, 77.46, 70.7, 43.93, 72.02]
mIOU: 72.64, mIOU_reduced: 72.95, accuracy: 95.39
epoch: 675
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loss: 0.13672605486250308
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loss: 0.14160042378619675
IOU: [97.65, 81.57, 91.03, 45.71, 55.34, 60.1, 62.35, 74.47, 91.46, 56.62, 94.24, 77.91, 55.7, 93.34, 50.89, 78.53, 75.34, 55.47, 71.99]
mIOU: 72.09, mIOU_reduced: 72.81, accuracy: 95.22
epoch: 700
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loss: 0.12661735613069766
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loss: 0.1415669747962142
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loss: 0.13477270881522377
IOU: [97.83, 82.72, 90.87, 47.48, 55.17, 59.72, 63.31, 72.25, 91.91, 63.53, 93.02, 78.91, 56.41, 93.78, 70.3, 79.34, 47.21, 54.41, 72.97]
mIOU: 72.17, mIOU_reduced: 73.39, accuracy: 95.34
epoch: 725
loss: 0.13421333619365794
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loss: 0.13853348267447915
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loss: 0.13203236018872325
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loss: 0.13434004341816966
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loss: 0.1374814392863258
epoch: 749
loss: 0.1418322610726575
IOU: [96.73, 76.85, 88.04, 33.16, 50.85, 55.64, 52.51, 73.75, 88.68, 55.27, 94.27, 75.07, 56.95, 92.14, 54.34, 61.76, 35.14, 37.42, 68.01]
mIOU: 65.61, mIOU_reduced: 68.46, accuracy: 93.88
epoch: 750
loss: 0.14454981636486927
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loss: 0.13600290359833814
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loss: 0.1300819991131356
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loss: 0.12720118227070876
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loss: 0.1290381229068391
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loss: 0.136015919059756
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loss: 0.12422331908562112
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loss: 0.1252819480841372
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loss: 0.1515968270258441
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loss: 0.12457436940700539
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loss: 0.12927317820148004
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loss: 0.13228405841357624
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loss: 0.12900245422622908
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loss: 0.12491054242511965
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loss: 0.12064343176762049
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loss: 0.1202770813576616
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loss: 0.12519545586041683
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loss: 0.1393347834801738
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loss: 0.12244694765325827
IOU: [98.07, 84.23, 92.12, 51.52, 58.02, 63.52, 66.46, 74.41, 92.13, 62.49, 94.52, 79.8, 61.58, 94.12, 60.1, 79.97, 80.74, 59.99, 74.24]
mIOU: 75.16, mIOU_reduced: 75.45, accuracy: 95.74
epoch: 775
loss: 0.137498280470262
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loss: 0.13510356548259844
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loss: 0.1280012160258473
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loss: 0.15490426966604195
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loss: 0.14785051869976554
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loss: 0.1428651588584856
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loss: 0.1334622496302237
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loss: 0.12567351302608967
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loss: 0.12150758348224619
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loss: 0.12559750905094763
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loss: 0.12695079230555306
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loss: 0.12011940184870178
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loss: 0.11780218518969184
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loss: 0.11826363278206468
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loss: 0.12240984379200923
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loss: 0.12101255620345272
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loss: 0.12535597530577702
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loss: 0.13251102350230487
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loss: 0.136314049443466
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loss: 0.12871765847395694
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loss: 0.12208793179767151
epoch: 799
loss: 0.11600745499455382
IOU: [98.25, 85.25, 92.3, 57.83, 59.84, 62.85, 67.09, 76.22, 92.41, 62.91, 95.03, 80.06, 60.46, 94.58, 78.27, 81.95, 70.52, 56.59, 74.15]
mIOU: 76.13, mIOU_reduced: 75.99, accuracy: 95.98
epoch: 800
loss: 0.11807426838379986
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loss: 0.12718823029988538
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loss: 0.12901515794812507
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loss: 0.12019968900397782
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loss: 0.11695004457412062
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loss: 0.12001423616052638
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loss: 0.12136867767917821
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loss: 0.12287101772114273
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loss: 0.12249194063507322
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loss: 0.13294471573395872
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loss: 0.12419814315205314
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loss: 0.11809910582805258
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loss: 0.11921134257734303
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loss: 0.12289470544642193
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loss: 0.12693815698440505
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loss: 0.1237649893503626
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loss: 0.12229750004177788
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loss: 0.12212256285941826
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loss: 0.12419216680237546
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loss: 0.12789852997524076
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loss: 0.11587464933928775
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loss: 0.11649880829365106
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loss: 0.11617312676742714
epoch: 823
loss: 0.116941455540792
epoch: 824
loss: 0.13140641273353298
IOU: [97.89, 83.75, 91.79, 59.64, 56.48, 61.47, 66.08, 75.15, 91.95, 62.68, 93.99, 78.58, 57.98, 93.66, 56.85, 78.99, 54.02, 57.39, 73.55]
mIOU: 73.26, mIOU_reduced: 75.13, accuracy: 95.59
epoch: 825
loss: 0.11964024012943483
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loss: 0.12538344828748318
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loss: 0.1234908480890035
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loss: 0.1212081103673521
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loss: 0.12423069600387404
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loss: 0.11851900536818002
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loss: 0.12179155659804125
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loss: 0.119146291638481
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loss: 0.12041182287860752
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loss: 0.12022544995874086
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loss: 0.1242532542934315
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loss: 0.11883122457889213
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loss: 0.11531319536489618
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loss: 0.11405972120254187
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loss: 0.11533390290814269
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loss: 0.11513557644545871
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loss: 0.1130681964305212
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loss: 0.11213894174346384
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loss: 0.11097016133307767
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loss: 0.11681766034859531
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loss: 0.1158975158941071
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loss: 0.11121837067796857
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loss: 0.1149735559691798
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loss: 0.1111887514169486
epoch: 849
loss: 0.11226326875850517
IOU: [97.89, 83.96, 92.22, 52.15, 57.87, 64.35, 66.33, 77.39, 92.25, 62.62, 94.72, 79.6, 60.61, 93.76, 59.33, 79.47, 72.42, 58.24, 74.39]
mIOU: 74.71, mIOU_reduced: 75.52, accuracy: 95.71
epoch: 850
loss: 0.11546793956600752
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loss: 0.10864104754278923
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loss: 0.1185571448300084
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loss: 0.11401494060243879
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loss: 0.11326993082090209
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loss: 0.12053026391489487
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loss: 0.11111031329093596
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loss: 0.1221445811726655
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loss: 0.11870720092900038
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loss: 0.11683235832582908
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loss: 0.11064542914336582
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loss: 0.1150724967173489
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loss: 0.11309865054817533
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loss: 0.11392916255000467
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loss: 0.12139273603569786
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loss: 0.11243028000920931
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loss: 0.10992690052264784
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loss: 0.10827338121168698
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loss: 0.10978950158444377
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loss: 0.11286928870205609
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loss: 0.11430167056359049
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loss: 0.10994263935201573
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loss: 0.10790642684280391
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loss: 0.10883630725813682
epoch: 874
loss: 0.11243807269395843
IOU: [98.16, 84.62, 91.84, 55.44, 58.94, 63.76, 67.59, 77.62, 90.68, 51.4, 94.77, 79.56, 60.35, 93.75, 56.12, 77.24, 74.25, 53.91, 74.14]
mIOU: 73.9, mIOU_reduced: 74.78, accuracy: 95.5
epoch: 875
loss: 0.11514276748076283
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loss: 0.11235605521664786
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loss: 0.11117949043563756
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loss: 0.10677982289394278
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loss: 0.11663672313937601
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loss: 0.10830153676497968
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loss: 0.1130136441429349
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loss: 0.11233902389228825
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loss: 0.11008636299972585
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loss: 0.10598060157340813
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loss: 0.1085980761886607
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loss: 0.10822254995692451
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loss: 0.11013901717659598
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loss: 0.10620259262641485
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loss: 0.10451118239374817
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loss: 0.10424514595830858
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loss: 0.10495262961543474
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loss: 0.10334646257991097
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loss: 0.1090775117318264
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loss: 0.10683344626884576
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loss: 0.10918807198175523
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loss: 0.10705388597441169
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loss: 0.10842312936673588
epoch: 898
loss: 0.10889533598909802
epoch: 899
loss: 0.10454576915365987
IOU: [98.04, 84.19, 92.27, 51.81, 59.36, 64.49, 68.56, 76.2, 92.02, 62.49, 94.85, 80.19, 60.21, 94.34, 73.35, 82.61, 75.14, 62.07, 75.26]
mIOU: 76.18, mIOU_reduced: 76.02, accuracy: 95.83
epoch: 900
loss: 0.1128973451786928
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loss: 0.11042668447500933
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loss: 0.10682949153681329
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loss: 0.10506722362174821
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loss: 0.10896190542054947
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loss: 0.10411426643878623
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loss: 0.10707599284112293
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loss: 0.1150830947163934
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loss: 0.10844682204233347
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loss: 0.10496760669824569
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loss: 0.10698557209293798
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loss: 0.10419704451795538
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loss: 0.10655163998672905
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loss: 0.10254977149462122
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loss: 0.10095831648398924
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loss: 0.10129399559488193
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loss: 0.10130459218815652
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loss: 0.10426026748397922
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loss: 0.10153569077264588
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loss: 0.10271519684606807
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loss: 0.10320751399123122
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loss: 0.09982383136720349
epoch: 922
loss: 0.09951622256974005
epoch: 923
loss: 0.09748054567895167
epoch: 924
loss: 0.09890757894740915
IOU: [98.24, 85.66, 92.38, 57.05, 59.72, 65.46, 68.98, 77.99, 92.5, 65.28, 95.02, 81.25, 62.21, 94.58, 71.49, 85.85, 78.64, 60.39, 76.03]
mIOU: 77.3, mIOU_reduced: 77.05, accuracy: 96.06
epoch: 925
loss: 0.10014620421308713
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loss: 0.09879713653112357
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loss: 0.0979538703603404
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loss: 0.09780181274621313
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loss: 0.09894543381111641
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loss: 0.0970161329362431
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loss: 0.09975682500237724
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loss: 0.09864329554722959
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loss: 0.09948195068220887
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loss: 0.09889812840806506
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loss: 0.09765889683381888
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loss: 0.09749563420919395
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loss: 0.09703933546003306
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loss: 0.09723437900813121
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loss: 0.09907283051556975
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loss: 0.09628455774642708
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loss: 0.09857355371479075
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loss: 0.09648040916037688
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loss: 0.0950939944591323
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loss: 0.09668575955248586
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loss: 0.09991908846598752
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loss: 0.0947440873901799
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loss: 0.09682731210904301
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loss: 0.09485743565339284
epoch: 949
loss: 0.09620183679172292
IOU: [98.18, 85.11, 92.67, 61.53, 60.59, 65.46, 69.21, 78.47, 92.47, 63.69, 95.08, 81.28, 62.61, 94.89, 77.86, 84.67, 78.25, 59.41, 75.99]
mIOU: 77.76, mIOU_reduced: 77.29, accuracy: 96.11
epoch: 950
loss: 0.09553706526475132
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loss: 0.09458574935834041
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loss: 0.09602177565832022
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loss: 0.09472539575112798
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loss: 0.09684306595002544
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loss: 0.09702241232975152
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loss: 0.09591151970737385
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loss: 0.09495538674957668
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loss: 0.09454697708918078
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loss: 0.09558221614465238
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loss: 0.09403027986700965
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loss: 0.0950135655821655
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loss: 0.0932909464137252
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loss: 0.09365073865595853
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loss: 0.09396309063159873
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loss: 0.09366328081472543
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loss: 0.09241140639846215
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loss: 0.09247176311006443
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loss: 0.09461526811685202
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loss: 0.09290781736655056
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loss: 0.09184875630464837
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loss: 0.09142494489842991
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loss: 0.09140000769471865
epoch: 973
loss: 0.09317430815687076
epoch: 974
loss: 0.09194112299989175
IOU: [98.09, 84.71, 92.63, 57.86, 62.19, 66.08, 70.0, 79.03, 92.62, 64.6, 95.08, 81.74, 63.25, 94.93, 69.31, 82.39, 77.28, 61.31, 75.99]
mIOU: 77.32, mIOU_reduced: 77.51, accuracy: 96.08
epoch: 975
loss: 0.09239041114431829
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loss: 0.09316103817076696
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loss: 0.09179779946442564
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loss: 0.09301823209920984
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loss: 0.09302688010458676
epoch: 980
loss: 0.09054760989353984
IOU: [98.18, 85.06, 92.62, 55.42, 61.57, 65.25, 69.79, 78.67, 92.66, 65.24, 95.11, 81.91, 63.43, 94.92, 72.74, 84.09, 76.86, 61.87, 76.04]
mIOU: 77.44, mIOU_reduced: 77.36, accuracy: 96.12
epoch: 981
loss: 0.09117231449749913
IOU: [98.2, 85.35, 92.59, 55.26, 60.68, 66.2, 70.0, 78.78, 92.59, 64.25, 95.16, 81.69, 63.17, 95.01, 77.27, 85.67, 77.91, 59.73, 75.53]
mIOU: 77.63, mIOU_reduced: 77.14, accuracy: 96.12
epoch: 982
loss: 0.09088158999090246
IOU: [98.23, 85.51, 92.62, 56.03, 61.63, 65.94, 69.95, 78.83, 92.56, 64.42, 95.14, 81.55, 62.1, 94.95, 73.73, 84.13, 76.56, 59.24, 76.0]
mIOU: 77.32, mIOU_reduced: 77.17, accuracy: 96.13
epoch: 983
loss: 0.09090922389310004
IOU: [98.28, 85.68, 92.58, 55.12, 61.63, 65.82, 70.2, 79.07, 92.63, 64.76, 95.09, 81.67, 62.88, 94.98, 75.48, 84.57, 78.49, 58.67, 76.08]
mIOU: 77.56, mIOU_reduced: 77.2, accuracy: 96.15
epoch: 984
loss: 0.09204294681147424
IOU: [98.22, 85.39, 92.58, 56.72, 61.91, 65.93, 70.04, 78.7, 92.66, 64.61, 95.15, 81.6, 62.77, 94.91, 69.24, 81.69, 78.2, 59.72, 75.93]
mIOU: 77.16, mIOU_reduced: 77.3, accuracy: 96.12
epoch: 985
loss: 0.09028819606029441
IOU: [98.21, 85.37, 92.55, 55.91, 61.96, 66.01, 70.03, 78.9, 92.54, 64.12, 95.12, 81.68, 62.66, 94.95, 72.12, 82.28, 76.54, 60.33, 76.14]
mIOU: 77.23, mIOU_reduced: 77.28, accuracy: 96.1
epoch: 986
loss: 0.08951781321608153
IOU: [98.24, 85.56, 92.57, 55.6, 61.1, 65.72, 70.26, 78.74, 92.61, 64.75, 95.11, 81.8, 63.36, 94.95, 70.82, 82.7, 78.76, 60.61, 76.2]
mIOU: 77.34, mIOU_reduced: 77.33, accuracy: 96.13
epoch: 987
loss: 0.08988706553681199
IOU: [98.22, 85.46, 92.75, 60.55, 61.09, 65.77, 70.1, 78.36, 92.72, 64.97, 95.15, 81.81, 63.3, 94.99, 71.04, 81.47, 76.06, 61.1, 76.16]
mIOU: 77.42, mIOU_reduced: 77.66, accuracy: 96.17
epoch: 988
loss: 0.08905556161368311
IOU: [98.18, 85.23, 92.7, 59.1, 61.68, 65.86, 70.14, 78.38, 92.67, 64.66, 94.99, 82.0, 63.91, 94.96, 68.63, 81.5, 76.79, 61.34, 75.99]
mIOU: 77.3, mIOU_reduced: 77.61, accuracy: 96.13
epoch: 989
loss: 0.08997797546280684
IOU: [98.18, 85.21, 92.74, 59.62, 61.11, 66.02, 70.11, 78.96, 92.64, 64.89, 95.15, 81.81, 62.86, 94.89, 69.4, 81.83, 76.46, 60.35, 75.81]
mIOU: 77.26, mIOU_reduced: 77.52, accuracy: 96.14
epoch: 990
loss: 0.09103968036624621
IOU: [98.18, 85.21, 92.77, 60.42, 61.84, 65.88, 70.25, 78.73, 92.65, 64.83, 95.14, 81.77, 63.02, 94.9, 69.28, 81.89, 78.09, 59.96, 76.04]
mIOU: 77.41, mIOU_reduced: 77.6, accuracy: 96.14
epoch: 991
loss: 0.08973389078744981
IOU: [98.17, 85.18, 92.72, 58.63, 61.84, 66.0, 70.37, 78.86, 92.7, 65.16, 95.13, 81.99, 63.85, 94.99, 73.43, 83.24, 77.31, 61.14, 76.01]
mIOU: 77.72, mIOU_reduced: 77.67, accuracy: 96.16
epoch: 992
loss: 0.08948268792579438
IOU: [98.18, 85.21, 92.7, 58.17, 61.86, 65.98, 70.16, 78.75, 92.67, 65.12, 95.18, 81.82, 63.32, 94.94, 71.68, 82.67, 77.14, 60.07, 76.05]
mIOU: 77.46, mIOU_reduced: 77.51, accuracy: 96.14
epoch: 993
loss: 0.09225561934701516
IOU: [98.2, 85.29, 92.64, 56.38, 61.6, 66.03, 70.13, 78.69, 92.66, 64.32, 95.15, 81.84, 63.6, 94.96, 72.39, 83.18, 77.93, 60.38, 76.13]
mIOU: 77.45, mIOU_reduced: 77.37, accuracy: 96.13
epoch: 994
loss: 0.09063889045077514
IOU: [98.16, 85.03, 92.59, 56.56, 61.45, 65.79, 70.28, 78.68, 92.67, 64.71, 95.08, 81.88, 63.29, 94.97, 71.78, 82.33, 77.46, 60.86, 76.09]
mIOU: 77.35, mIOU_reduced: 77.38, accuracy: 96.11
epoch: 995
loss: 0.09087603672776583
IOU: [98.17, 85.06, 92.65, 57.86, 61.46, 65.91, 70.19, 78.45, 92.64, 64.69, 95.16, 81.82, 63.45, 94.91, 74.35, 83.94, 77.14, 60.5, 75.87]
mIOU: 77.59, mIOU_reduced: 77.42, accuracy: 96.12
epoch: 996
loss: 0.09088144639150474
IOU: [98.19, 85.26, 92.61, 56.47, 61.48, 65.8, 70.23, 78.51, 92.67, 64.89, 95.15, 81.82, 63.45, 94.89, 74.06, 84.45, 78.03, 60.97, 75.99]
mIOU: 77.63, mIOU_reduced: 77.4, accuracy: 96.13
epoch: 997
loss: 0.08892389177030952
IOU: [98.19, 85.26, 92.66, 56.76, 61.93, 66.1, 70.26, 78.65, 92.66, 64.76, 95.16, 81.84, 63.33, 94.93, 73.1, 83.34, 76.59, 60.65, 76.09]
mIOU: 77.49, mIOU_reduced: 77.45, accuracy: 96.13
epoch: 998
loss: 0.091173470903921
IOU: [98.19, 85.24, 92.63, 56.58, 61.65, 65.98, 70.21, 78.7, 92.66, 64.66, 95.15, 81.78, 63.46, 94.9, 71.79, 82.83, 76.48, 60.46, 75.93]
mIOU: 77.33, mIOU_reduced: 77.39, accuracy: 96.12
epoch: 999
loss: 0.0880672142130506
IOU: [98.2, 85.31, 92.69, 57.83, 61.77, 66.09, 70.25, 78.78, 92.68, 64.98, 95.15, 81.86, 63.55, 94.95, 71.25, 82.37, 76.92, 60.4, 76.09]
mIOU: 77.43, mIOU_reduced: 77.54, accuracy: 96.14
Best mIOU: 77.75888844540245
Best global accuracy: 96.16615772247314
Training time 1 day, 14:06:15
mIOUs: [77.75888844540245]
global_accuracies: [96.16615772247314]
