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run: 1
epoch: 0
loss: 1.3428252186736649
IOU: [71.71, 12.06, 51.12, 0.0, 0.05, 0.23, 0.0, 0.0, 26.01, 2.21, 50.5, 0.39, 0.0, 22.28, 0.0, 0.0, 0.0, 0.0, 0.0]
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IOU: [94.45, 65.19, 83.35, 22.06, 15.55, 35.83, 21.85, 38.02, 86.79, 46.74, 88.7, 50.42, 8.26, 82.91, 15.25, 44.99, 25.54, 11.99, 52.92]
mIOU: 46.88, mIOU_reduced: 48.07, accuracy: 90.52
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loss: 0.29319015121202907
IOU: [96.13, 71.9, 85.38, 25.62, 28.24, 42.6, 38.57, 52.49, 88.29, 45.07, 90.22, 60.15, 9.36, 88.83, 30.07, 60.41, 46.41, 11.32, 59.56]
mIOU: 54.24, mIOU_reduced: 54.68, accuracy: 92.12
epoch: 50
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loss: 0.2689470899394259
IOU: [95.89, 73.2, 85.71, 29.68, 36.2, 46.4, 42.49, 57.43, 87.4, 49.31, 91.15, 64.6, 34.54, 87.64, 25.02, 60.48, 35.67, 23.85, 59.38]
mIOU: 57.16, mIOU_reduced: 58.35, accuracy: 92.3
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loss: 0.2460621169836052
IOU: [96.48, 71.3, 86.24, 19.88, 32.23, 47.2, 48.56, 61.5, 89.42, 51.26, 92.07, 65.46, 35.53, 88.9, 36.81, 54.99, 37.01, 37.42, 63.65]
mIOU: 58.73, mIOU_reduced: 59.94, accuracy: 92.64
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loss: 0.21894194002983705
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loss: 0.23644716467336824
IOU: [96.9, 77.28, 87.92, 35.06, 36.74, 46.51, 48.29, 64.84, 88.41, 57.43, 92.16, 70.45, 46.51, 90.9, 55.15, 58.78, 27.97, 33.2, 66.44]
mIOU: 62.16, mIOU_reduced: 64.05, accuracy: 93.58
epoch: 125
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loss: 0.22809975897526805
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loss: 0.21337315144966235
IOU: [97.42, 79.49, 88.81, 28.0, 46.13, 50.33, 55.07, 66.47, 90.53, 58.99, 92.08, 72.09, 42.48, 91.41, 53.83, 68.56, 43.46, 38.45, 66.48]
mIOU: 64.74, mIOU_reduced: 65.92, accuracy: 94.24
epoch: 150
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loss: 0.21692726506055848
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loss: 0.2318809951813716
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loss: 0.2613393335409884
IOU: [96.81, 77.15, 88.84, 36.15, 41.1, 53.74, 55.76, 67.57, 89.33, 53.78, 91.91, 71.63, 46.64, 91.52, 42.01, 68.22, 50.08, 36.24, 66.17]
mIOU: 64.46, mIOU_reduced: 65.25, accuracy: 93.76
epoch: 175
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loss: 0.21991076219997638
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loss: 0.22054660748037688
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loss: 0.2044295029579147
IOU: [96.66, 78.62, 88.8, 43.0, 44.22, 54.14, 50.04, 66.55, 89.99, 54.66, 89.71, 67.64, 39.3, 90.98, 43.51, 64.39, 30.27, 21.34, 56.56]
mIOU: 61.6, mIOU_reduced: 63.34, accuracy: 93.65
epoch: 200
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loss: 0.21244565552135683
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loss: 0.20768857576615726
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loss: 0.19028678701091006
IOU: [97.08, 78.55, 89.51, 38.64, 48.04, 55.58, 59.92, 69.07, 90.51, 56.92, 92.67, 73.74, 40.4, 91.98, 53.56, 74.33, 67.52, 40.63, 67.08]
mIOU: 67.67, mIOU_reduced: 67.68, accuracy: 94.39
epoch: 225
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loss: 0.20979297305695774
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loss: 0.1931723861721648
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loss: 0.2029285385521917
IOU: [96.34, 77.0, 88.05, 28.39, 39.54, 54.2, 53.79, 58.94, 89.48, 48.92, 92.66, 71.72, 47.92, 91.28, 49.86, 65.21, 34.12, 37.62, 66.39]
mIOU: 62.71, mIOU_reduced: 64.3, accuracy: 93.6
epoch: 250
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loss: 0.18797638897866895
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loss: 0.19083896245194895
IOU: [97.32, 79.59, 89.77, 43.35, 48.1, 56.84, 60.44, 70.84, 90.87, 59.07, 93.99, 75.38, 52.2, 92.75, 59.38, 71.26, 44.9, 39.32, 68.72]
mIOU: 68.11, mIOU_reduced: 69.4, accuracy: 94.65
epoch: 275
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loss: 0.200046566618742
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loss: 0.18171369862765316
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loss: 0.22408792239957742
IOU: [96.92, 76.82, 89.0, 40.8, 46.3, 53.91, 56.02, 68.88, 90.32, 54.31, 92.67, 71.64, 48.16, 91.54, 51.54, 62.63, 29.51, 29.82, 67.83]
mIOU: 64.14, mIOU_reduced: 66.06, accuracy: 93.99
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loss: 0.17404467329342732
IOU: [97.34, 79.57, 89.46, 38.48, 51.6, 55.24, 60.63, 70.75, 90.6, 55.8, 92.46, 75.22, 48.81, 91.47, 33.36, 74.9, 67.44, 33.95, 69.0]
mIOU: 67.16, mIOU_reduced: 67.15, accuracy: 94.41
epoch: 325
loss: 0.1849301865680841
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loss: 0.17306067031429143
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loss: 0.17908048991244438
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loss: 0.1698174543698843
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loss: 0.1753172029382135
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loss: 0.19528615705648844
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loss: 0.17901325414604896
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loss: 0.17081376799756304
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loss: 0.18074418773066322
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loss: 0.1828993094979592
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loss: 0.19441560535337726
epoch: 347
loss: 0.17898410562717046
epoch: 348
loss: 0.17050841328188415
epoch: 349
loss: 0.18282816860312723
IOU: [97.02, 78.29, 90.37, 35.21, 53.0, 56.05, 60.31, 68.89, 91.27, 59.48, 93.97, 75.09, 55.0, 92.7, 63.16, 65.36, 2.64, 48.25, 68.53]
mIOU: 66.03, mIOU_reduced: 69.55, accuracy: 94.62
epoch: 350
loss: 0.19388244309113675
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loss: 0.19038687909468807
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loss: 0.1925412234511337
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loss: 0.1914950270617426
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loss: 0.17877740487255497
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loss: 0.19935116697996452
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loss: 0.1872026127866015
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loss: 0.18008795233990627
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loss: 0.1721094123356426
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loss: 0.19000720590192352
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loss: 0.17485072325182088
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loss: 0.20317683625976352
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loss: 0.18466866072618737
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loss: 0.17297630044167253
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loss: 0.16579997151929413
epoch: 372
loss: 0.17352454067079848
epoch: 373
loss: 0.18017622288266283
epoch: 374
loss: 0.20829507881258377
IOU: [95.29, 74.55, 85.78, 27.66, 37.34, 50.25, 45.66, 61.84, 88.47, 54.84, 90.59, 67.03, 44.57, 89.86, 48.51, 52.72, 26.35, 31.64, 65.75]
mIOU: 59.93, mIOU_reduced: 61.8, accuracy: 92.75
epoch: 375
loss: 0.1863029222644243
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loss: 0.1859536719812216
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loss: 0.16879950919642925
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loss: 0.16838493151966774
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loss: 0.16123796202182128
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loss: 0.16190044252538296
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loss: 0.17632685429002395
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loss: 0.1645166325279966
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loss: 0.17108400441163954
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loss: 0.20227114233687882
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loss: 0.1747183692101841
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loss: 0.18101005306382065
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loss: 0.1744859930921115
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loss: 0.18517694104151583
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loss: 0.16695163467261348
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loss: 0.17485636434545415
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loss: 0.1855445765460919
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loss: 0.17660367651528747
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loss: 0.1786475113700985
epoch: 399
loss: 0.17473656400998006
IOU: [96.39, 75.21, 89.39, 26.98, 44.44, 53.58, 60.42, 71.08, 90.34, 53.5, 92.04, 74.63, 51.35, 91.87, 45.26, 75.55, 72.18, 43.96, 71.05]
mIOU: 67.33, mIOU_reduced: 67.06, accuracy: 93.98
epoch: 400
loss: 0.166631598477415
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loss: 0.1861276299042522
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loss: 0.1638863404203618
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loss: 0.16766832015826053
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loss: 0.16470731569910949
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loss: 0.21826130499174654
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loss: 0.20021895554187805
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loss: 0.20161572598784439
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loss: 0.18281629095180338
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loss: 0.1823717332030885
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loss: 0.16240290859638842
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loss: 0.16996453905282316
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loss: 0.16456304468475583
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loss: 0.17766300669175916
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loss: 0.18169004829585392
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loss: 0.18821210275602468
epoch: 423
loss: 0.18826891409579635
epoch: 424
loss: 0.16935049200234709
IOU: [97.36, 78.98, 88.83, 39.33, 46.62, 55.68, 58.92, 70.15, 89.72, 50.69, 93.62, 70.02, 54.67, 92.15, 56.46, 67.89, 49.82, 41.5, 69.77]
mIOU: 66.96, mIOU_reduced: 67.91, accuracy: 94.27
epoch: 425
loss: 0.1853940616238792
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loss: 0.1784737420411444
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loss: 0.16341364933956024
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loss: 0.1545388464818425
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loss: 0.1632328993788948
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loss: 0.17119699989689008
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loss: 0.19548346851312245
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loss: 0.16731732738307223
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loss: 0.16269983903497376
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loss: 0.17229362049032093
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loss: 0.16334948184676568
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loss: 0.1566810393630655
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loss: 0.17175761303008405
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loss: 0.20171831646617852
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loss: 0.17695604686467153
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loss: 0.19789898393530087
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loss: 0.178624935508417
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loss: 0.1841843099888123
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loss: 0.1790900343070133
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loss: 0.16033267314141653
epoch: 448
loss: 0.16639128281180107
epoch: 449
loss: 0.17082428136925812
IOU: [97.31, 79.52, 90.15, 31.54, 48.43, 58.74, 63.91, 72.59, 91.27, 53.7, 93.26, 77.49, 57.02, 92.57, 56.68, 78.92, 61.73, 49.27, 72.94]
mIOU: 69.84, mIOU_reduced: 70.3, accuracy: 94.75
epoch: 450
loss: 0.19671602826314474
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loss: 0.18216900848796105
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loss: 0.17124299160794748
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loss: 0.1651987612568786
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loss: 0.154948937985293
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loss: 0.15569493638456994
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loss: 0.15268248715249677
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loss: 0.15687544957164806
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loss: 0.15882641442541806
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loss: 0.16520470529393044
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loss: 0.17344891536990908
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loss: 0.17809082868928217
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loss: 0.16762170595219836
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loss: 0.16793901874932318
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loss: 0.1640476489846276
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loss: 0.16031373593444131
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loss: 0.15892989706559324
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loss: 0.18261979205026782
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loss: 0.1735843741146702
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loss: 0.15629335157472812
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loss: 0.16015486403134954
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loss: 0.1576893134419166
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loss: 0.16158681188150237
epoch: 474
loss: 0.16960021558235278
IOU: [97.09, 79.27, 89.72, 29.42, 48.39, 57.48, 62.54, 71.94, 90.92, 58.52, 93.43, 73.75, 43.44, 92.17, 51.33, 71.54, 57.75, 37.55, 67.4]
mIOU: 67.03, mIOU_reduced: 67.55, accuracy: 94.5
epoch: 475
loss: 0.1905210717428084
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loss: 0.16967042820713912
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loss: 0.16722108261042207
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loss: 0.1690217119583865
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loss: 0.1843727410964246
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loss: 0.16934635652846725
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loss: 0.18215086160483707
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loss: 0.17219864565005522
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loss: 0.1737733102551689
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loss: 0.17110832963349684
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loss: 0.16669923438617804
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loss: 0.15640979079464376
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loss: 0.17068306726185137
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loss: 0.14775392138010088
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loss: 0.15108481734348436
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loss: 0.1571421121570942
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loss: 0.188767946172114
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loss: 0.17553150481130234
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loss: 0.17769543416898526
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loss: 0.17050426234453514
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loss: 0.1610185570030842
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loss: 0.16939824028317177
epoch: 497
loss: 0.1646493122262775
epoch: 498
loss: 0.15970584473037977
epoch: 499
loss: 0.15344615597930558
IOU: [96.74, 78.33, 90.89, 48.19, 53.59, 58.65, 64.93, 73.41, 91.15, 59.99, 94.18, 76.45, 56.25, 90.54, 56.45, 76.63, 65.29, 44.7, 71.32]
mIOU: 70.93, mIOU_reduced: 71.24, accuracy: 94.74
epoch: 500
loss: 0.16153908139370843
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loss: 0.17096988862817178
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loss: 0.15301584193327356
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loss: 0.16264579888945319
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loss: 0.17189381275617208
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loss: 0.16811037262414666
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loss: 0.16251023854769145
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loss: 0.17033832313397504
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loss: 0.1535343331789392
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loss: 0.17849840346292023
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loss: 0.15668648629978982
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loss: 0.15597504365315656
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loss: 0.14748336565542736
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loss: 0.16573497420051347
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loss: 0.16366308863272241
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loss: 0.15557449467660925
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loss: 0.17355310531318027
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loss: 0.1844212382509702
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loss: 0.17380588377180767
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loss: 0.16489325809189573
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loss: 0.16950776427984238
epoch: 521
loss: 0.1539081334264452
epoch: 522
loss: 0.1554658292037136
epoch: 523
loss: 0.16226778420396248
epoch: 524
loss: 0.16068743211480807
IOU: [97.61, 81.95, 90.95, 52.95, 46.77, 59.21, 65.76, 74.54, 90.95, 57.16, 92.94, 77.04, 55.6, 93.36, 57.94, 80.0, 65.51, 54.97, 73.2]
mIOU: 72.02, mIOU_reduced: 72.38, accuracy: 95.05
epoch: 525
loss: 0.16778469491358394
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loss: 0.16362440937532569
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loss: 0.15901713344366403
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loss: 0.15217105502066908
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loss: 0.15022416254179174
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loss: 0.14898532068713335
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loss: 0.15981956398631683
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loss: 0.161491518594184
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loss: 0.16182905064037226
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loss: 0.1651725694737987
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loss: 0.15976557302266117
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loss: 0.16459981068928609
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loss: 0.18527877883046784
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loss: 0.16656215320218284
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loss: 0.15552638527357354
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loss: 0.15236708150318048
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loss: 0.1558668053134111
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loss: 0.15691068515462694
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loss: 0.14809012491346368
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loss: 0.160865268095163
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loss: 0.15834640321946852
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loss: 0.16465348250300416
epoch: 547
loss: 0.1488496955393781
epoch: 548
loss: 0.13899091739619196
epoch: 549
loss: 0.14266086514346363
IOU: [97.48, 80.7, 91.36, 47.05, 51.58, 59.61, 66.44, 75.49, 91.67, 59.89, 94.37, 76.5, 49.39, 93.74, 70.5, 75.76, 52.11, 44.94, 73.49]
mIOU: 71.16, mIOU_reduced: 72.22, accuracy: 95.21
epoch: 550
loss: 0.14626470977325
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loss: 0.15160122162328576
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loss: 0.15089059129076185
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loss: 0.16600955237516496
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loss: 0.17273657670560874
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loss: 0.15864115559829856
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loss: 0.15547013658317274
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loss: 0.15655439152229186
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loss: 0.15594072280466717
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loss: 0.15248891028432512
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loss: 0.1453651810150262
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loss: 0.14022413854088103
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loss: 0.14449882557530289
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loss: 0.15417349537347527
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loss: 0.16312329726158126
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loss: 0.1482024092197097
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loss: 0.15564709317411052
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loss: 0.16627171129550575
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loss: 0.18188449720327424
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loss: 0.16309868552373105
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loss: 0.1575276314047469
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loss: 0.14519614097725028
epoch: 572
loss: 0.15301175333177947
epoch: 573
loss: 0.15375276843733543
epoch: 574
loss: 0.1657280551415248
IOU: [96.09, 73.28, 89.46, 20.46, 45.63, 58.66, 63.93, 72.31, 90.25, 55.41, 93.65, 76.73, 54.47, 91.85, 48.57, 73.45, 56.7, 48.58, 70.45]
mIOU: 67.36, mIOU_reduced: 67.96, accuracy: 93.97
epoch: 575
loss: 0.14722763807224135
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loss: 0.1434118402293429
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loss: 0.14177330792191215
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loss: 0.14620900609984874
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loss: 0.13800850747569873
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loss: 0.14845568744962748
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loss: 0.1463633010369748
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loss: 0.1411089229415048
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loss: 0.16058278810785145
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loss: 0.1645871379746581
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loss: 0.16474326081433385
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loss: 0.1516175866729487
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loss: 0.14270505690671043
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loss: 0.1448720870715267
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loss: 0.15169887258759085
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loss: 0.16593187097510237
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loss: 0.14915699075977756
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loss: 0.14485992676003603
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loss: 0.18828556949719585
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loss: 0.15773607390829816
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loss: 0.14842380033027772
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loss: 0.1501160894000948
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loss: 0.1458699112190712
epoch: 598
loss: 0.1669635480304934
epoch: 599
loss: 0.15852939731107568
IOU: [97.34, 80.72, 90.39, 45.74, 35.83, 59.27, 62.8, 74.81, 91.8, 60.49, 93.77, 77.11, 56.16, 93.07, 57.25, 79.34, 58.38, 52.86, 72.83]
mIOU: 70.52, mIOU_reduced: 71.2, accuracy: 94.94
epoch: 600
loss: 0.14268705574168028
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loss: 0.14492220704687253
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loss: 0.1401653887648788
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loss: 0.15437357983177885
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loss: 0.14905772687530902
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loss: 0.1393111929940085
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loss: 0.148733534220094
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loss: 0.15130666565059653
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loss: 0.14084904285454042
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loss: 0.17810656768935068
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loss: 0.15251801132834503
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loss: 0.15785650573570453
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loss: 0.16699561067025936
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loss: 0.15662844057353037
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loss: 0.15120379339572232
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loss: 0.14903494273877207
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loss: 0.14168363528431588
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loss: 0.1463782258954331
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loss: 0.1441738420138462
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loss: 0.13879491752289697
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loss: 0.15734534638348938
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loss: 0.14299287592786342
epoch: 622
loss: 0.14361145106367668
epoch: 623
loss: 0.150161118520238
epoch: 624
loss: 0.1468785439098299
IOU: [96.93, 77.51, 89.36, 46.56, 56.1, 58.76, 61.86, 72.37, 91.13, 54.51, 91.93, 75.95, 56.03, 92.31, 36.43, 66.53, 30.65, 45.69, 72.5]
mIOU: 67.01, mIOU_reduced: 69.03, accuracy: 94.29
epoch: 625
loss: 0.14792071740742962
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loss: 0.14528737060544947
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loss: 0.16529926033113201
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loss: 0.15601457382308825
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loss: 0.16426101724574507
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loss: 0.14558927309159642
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loss: 0.13756787025864234
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loss: 0.14350648236403246
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loss: 0.14148731776726536
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loss: 0.15256774471696175
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loss: 0.16128189116716385
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loss: 0.16111250579196487
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loss: 0.1524467403596302
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loss: 0.14122905682601697
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loss: 0.15137804990428477
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loss: 0.14718343600670925
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loss: 0.14099854738966153
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loss: 0.14451265463610544
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loss: 0.15752434051743736
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loss: 0.15714976536938444
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loss: 0.15274537111710346
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loss: 0.14294493702463706
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loss: 0.14564571220357464
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loss: 0.1475518129745905
epoch: 649
loss: 0.14232508922522924
IOU: [97.73, 83.52, 91.29, 45.8, 57.62, 60.43, 67.38, 75.87, 91.5, 62.85, 94.24, 78.88, 54.42, 93.66, 66.2, 71.92, 58.15, 51.39, 73.03]
mIOU: 72.42, mIOU_reduced: 73.21, accuracy: 95.37
epoch: 650
loss: 0.1817255214740324
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loss: 0.1640086281050569
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loss: 0.1576258469664183
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loss: 0.14763903945202456
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loss: 0.1504174338558292
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loss: 0.13973852982016585
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loss: 0.13788336147918212
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loss: 0.14701039645308756
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loss: 0.1493079768960688
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loss: 0.15295778943923605
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loss: 0.1553402887079915
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loss: 0.15085609243163522
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loss: 0.14630064755838837
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loss: 0.13349128124929183
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loss: 0.1420840445674976
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loss: 0.1376941161897947
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loss: 0.14126171896640824
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loss: 0.1337342285362858
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loss: 0.13389217110496326
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loss: 0.13164112082308516
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loss: 0.16573772814395935
IOU: [97.08, 78.19, 89.12, 39.01, 48.89, 56.0, 60.27, 72.21, 90.05, 54.21, 92.93, 72.95, 53.53, 90.94, 49.76, 60.81, 9.49, 39.87, 70.86]
mIOU: 64.54, mIOU_reduced: 67.59, accuracy: 94.1
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loss: 0.15682577311671325
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loss: 0.17280722353255973
IOU: [97.51, 81.6, 91.05, 40.74, 48.12, 59.76, 66.26, 73.78, 91.71, 61.98, 94.07, 74.7, 39.13, 93.71, 75.09, 82.47, 72.28, 46.86, 73.32]
mIOU: 71.8, mIOU_reduced: 71.77, accuracy: 95.2
epoch: 700
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loss: 0.14084236456377486
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loss: 0.1319866612392937
IOU: [97.81, 82.4, 91.72, 50.54, 56.63, 62.02, 68.15, 75.14, 91.88, 58.47, 94.52, 79.79, 59.9, 94.37, 72.73, 79.89, 76.32, 54.92, 74.46]
mIOU: 74.83, mIOU_reduced: 74.74, accuracy: 95.57
epoch: 725
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loss: 0.12591582309765958
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loss: 0.12417071844850268
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loss: 0.13280799545126784
IOU: [97.62, 80.96, 91.79, 49.14, 57.22, 61.83, 67.27, 76.09, 92.07, 62.33, 94.41, 79.51, 57.85, 93.66, 71.58, 83.07, 70.27, 57.73, 74.79]
mIOU: 74.69, mIOU_reduced: 74.94, accuracy: 95.5
epoch: 750
loss: 0.13110541329390277
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loss: 0.12882000179785602
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loss: 0.12507052914392594
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loss: 0.12110820131481818
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loss: 0.12110461726423223
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loss: 0.12158294104421236
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loss: 0.12010242755843623
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loss: 0.14582514307007313
IOU: [97.55, 81.35, 90.95, 46.09, 53.27, 59.25, 66.77, 75.16, 91.56, 59.1, 94.42, 78.54, 59.37, 93.89, 61.94, 82.8, 71.12, 43.11, 73.75]
mIOU: 72.63, mIOU_reduced: 72.72, accuracy: 95.26
epoch: 775
loss: 0.14395941524814082
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loss: 0.12772773487387962
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loss: 0.13772844751127003
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loss: 0.1332520665023526
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loss: 0.12602696923232787
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loss: 0.12651611412712185
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loss: 0.1292451371280652
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loss: 0.12605641559368838
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loss: 0.12741632994535476
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loss: 0.13651773468101763
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loss: 0.1344336935612712
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loss: 0.12312926782792148
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loss: 0.1254757541329713
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loss: 0.11974118958224826
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loss: 0.12238972314766475
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loss: 0.11712608469343892
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loss: 0.11596031695845313
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loss: 0.12120026777777068
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loss: 0.11909676652471975
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loss: 0.1151942628614022
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loss: 0.11702307883017468
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loss: 0.11732484836061045
IOU: [97.96, 82.86, 91.7, 42.17, 56.93, 63.14, 68.34, 77.16, 92.22, 63.75, 94.75, 80.3, 60.39, 94.4, 72.19, 79.3, 76.31, 52.82, 76.05]
mIOU: 74.88, mIOU_reduced: 74.8, accuracy: 95.66
epoch: 800
loss: 0.11429086070497724
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loss: 0.11483481952122279
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loss: 0.11520405801520194
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loss: 0.11314454689782585
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loss: 0.11890980336222687
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loss: 0.11752447678715071
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loss: 0.13203327432073994
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loss: 0.12924264369386868
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loss: 0.12528376915866152
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loss: 0.11689896150579993
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loss: 0.11566393167744428
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loss: 0.12118819504574624
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loss: 0.11889637916316241
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loss: 0.12364132987521087
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loss: 0.12312867245423505
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loss: 0.13443210166740932
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loss: 0.12674619827791045
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loss: 0.11854810231538475
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loss: 0.11928114407467393
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loss: 0.12068443614838902
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loss: 0.11629625067436149
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loss: 0.11544754723654281
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loss: 0.11682700102701984
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loss: 0.11241767596644212
epoch: 824
loss: 0.11697788751430589
IOU: [97.73, 82.51, 91.58, 47.12, 55.32, 61.54, 68.81, 77.39, 91.86, 58.17, 94.69, 80.47, 60.76, 93.9, 58.15, 81.73, 70.64, 45.82, 75.07]
mIOU: 73.33, mIOU_reduced: 73.48, accuracy: 95.49
epoch: 825
loss: 0.12111201482722059
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loss: 0.11934816032005449
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loss: 0.12786794773169927
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loss: 0.12454589783663376
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loss: 0.1254311727907137
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loss: 0.1183462036306646
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loss: 0.1172913451480737
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loss: 0.11694399211204277
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loss: 0.11786686287655664
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loss: 0.12321752530705897
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loss: 0.1152320552788012
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loss: 0.11454542258357744
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loss: 0.11491479561977952
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loss: 0.11251089397586903
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loss: 0.11769786081465107
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loss: 0.11647730989436898
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loss: 0.11743840788091932
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loss: 0.11581143098218101
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loss: 0.11080775723222773
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loss: 0.11268335100855789
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loss: 0.10887334273872029
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loss: 0.10930024093453775
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loss: 0.10904110947026396
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loss: 0.10986683888215261
epoch: 849
loss: 0.11638736294085446
IOU: [97.88, 83.25, 91.83, 44.19, 56.88, 63.47, 68.81, 76.98, 91.7, 58.83, 94.65, 79.59, 57.51, 93.43, 53.03, 79.34, 57.68, 50.01, 75.09]
mIOU: 72.32, mIOU_reduced: 73.14, accuracy: 95.49
epoch: 850
loss: 0.11269472753302749
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loss: 0.10984028692073577
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loss: 0.10671560893041104
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loss: 0.10738103665070071
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loss: 0.1114704473461263
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loss: 0.11865350490591597
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loss: 0.117742707506023
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loss: 0.11305500735651772
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loss: 0.11444378367090483
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loss: 0.10879195223479579
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loss: 0.11090526526989641
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loss: 0.11164509450810939
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loss: 0.10870421740083361
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loss: 0.10953723531808815
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loss: 0.10713502138130106
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loss: 0.10492106757033867
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loss: 0.1043060446343814
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loss: 0.10183022784777086
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loss: 0.10610130803805155
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loss: 0.10312700241482804
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loss: 0.1047906345534678
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loss: 0.10301178862463753
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loss: 0.1030469248899713
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loss: 0.10420547027110733
epoch: 874
loss: 0.10812933978968553
IOU: [98.02, 83.87, 92.21, 54.64, 58.35, 63.51, 69.82, 76.72, 92.34, 59.84, 94.69, 79.96, 54.61, 94.79, 79.43, 85.09, 76.27, 55.33, 75.52]
mIOU: 76.05, mIOU_reduced: 76.04, accuracy: 95.86
epoch: 875
loss: 0.10589478834660226
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loss: 0.10811325289168448
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loss: 0.10584576376726364
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loss: 0.1061198149689767
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loss: 0.10440316278176166
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loss: 0.10205358609235833
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loss: 0.10700711975441467
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loss: 0.10122911912210868
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loss: 0.1039473669769147
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loss: 0.10346164566406985
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loss: 0.10495403520461684
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loss: 0.10625884588556792
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loss: 0.10489806149285437
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loss: 0.10395831431982652
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loss: 0.09887756083933812
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loss: 0.10300068654662194
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loss: 0.11129440736738498
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loss: 0.10209579627227912
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loss: 0.09983306541797929
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loss: 0.10063770410386379
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loss: 0.10781535668916137
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loss: 0.104475131916068
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loss: 0.10449464681415224
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loss: 0.10455243764420083
epoch: 899
loss: 0.10952058926505863
IOU: [97.79, 82.22, 92.31, 47.05, 59.83, 63.69, 70.37, 76.85, 92.11, 61.28, 94.26, 80.42, 58.53, 94.76, 77.58, 83.65, 69.68, 57.9, 76.08]
mIOU: 75.6, mIOU_reduced: 75.93, accuracy: 95.72
epoch: 900
loss: 0.10423155258487499
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loss: 0.10138719053964088
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loss: 0.09987868602585921
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loss: 0.098229600021219
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loss: 0.09933269258859666
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loss: 0.09847210374763712
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loss: 0.09720475348139387
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loss: 0.10184711607479342
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loss: 0.1036851136390411
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loss: 0.09787460530021119
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loss: 0.09951750555570235
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loss: 0.09757382079276113
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loss: 0.10161919578548391
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loss: 0.10007605231756149
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loss: 0.09724870934640623
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loss: 0.09703028505301539
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loss: 0.09924850374902033
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loss: 0.10164768190557423
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loss: 0.09889860659074591
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loss: 0.09654843510000533
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loss: 0.09538477651192492
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loss: 0.0972107208743089
epoch: 922
loss: 0.09809255685325903
epoch: 923
loss: 0.099633934111849
epoch: 924
loss: 0.09625809658770612
IOU: [98.18, 84.82, 92.47, 57.3, 60.15, 64.39, 71.2, 78.72, 92.4, 61.18, 94.9, 81.31, 61.1, 94.84, 77.63, 84.2, 76.54, 56.52, 76.59]
mIOU: 77.07, mIOU_reduced: 77.1, accuracy: 96.02
epoch: 925
loss: 0.09547999620718776
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loss: 0.0961998778513339
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loss: 0.09334340641360399
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loss: 0.09503967154299152
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loss: 0.094524893357426
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loss: 0.09216617607082318
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loss: 0.09433203472723216
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loss: 0.09420596582267805
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loss: 0.09605343889876838
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loss: 0.09291330308244235
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loss: 0.09852294426039865
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loss: 0.09970171201341557
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loss: 0.0945562962794079
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loss: 0.09487414865119438
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loss: 0.09513969799739652
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loss: 0.09410113360321104
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loss: 0.09224704290536857
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loss: 0.09233122654359617
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loss: 0.09150114602276258
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loss: 0.09150184571461857
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loss: 0.09514220229618633
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loss: 0.09235536820202503
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loss: 0.09239021881491026
epoch: 948
loss: 0.09120454314865192
epoch: 949
loss: 0.09140768102960124
IOU: [98.29, 85.85, 92.42, 54.94, 59.69, 64.84, 70.41, 78.83, 92.47, 61.87, 94.8, 81.73, 60.81, 95.14, 79.55, 87.21, 81.12, 58.89, 76.79]
mIOU: 77.67, mIOU_reduced: 77.47, accuracy: 96.11
epoch: 950
loss: 0.09124358173088243
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loss: 0.09004090584794466
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loss: 0.09146440260092203
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loss: 0.08995431764026215
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loss: 0.09049305244476968
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loss: 0.09044172549544961
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loss: 0.0889367329062156
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loss: 0.09028091674263908
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loss: 0.08789725296420228
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loss: 0.08977901954655698
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loss: 0.0888011232219295
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loss: 0.08925063393989985
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loss: 0.08933297255530832
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loss: 0.08858531577929332
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loss: 0.0884216463148112
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loss: 0.08776650214291647
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loss: 0.08790648258680282
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loss: 0.08799940483227894
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loss: 0.08936817900872616
epoch: 969
loss: 0.08752416762099112
epoch: 970
loss: 0.08752314765458158
IOU: [98.11, 84.75, 92.5, 52.67, 60.74, 64.9, 71.25, 78.97, 92.43, 61.27, 94.93, 81.8, 62.31, 95.28, 81.08, 87.09, 80.87, 59.95, 76.92]
mIOU: 77.78, mIOU_reduced: 77.61, accuracy: 96.05
epoch: 971
loss: 0.08806890838671566
IOU: [98.13, 84.96, 92.62, 55.57, 61.61, 64.99, 71.34, 78.88, 92.44, 62.04, 94.9, 81.73, 60.94, 95.17, 77.19, 86.47, 81.04, 60.18, 76.76]
mIOU: 77.74, mIOU_reduced: 77.55, accuracy: 96.08
epoch: 972
loss: 0.0868158285930311
IOU: [98.2, 85.25, 92.62, 58.01, 61.01, 64.87, 71.29, 78.89, 92.45, 61.78, 94.89, 81.53, 60.75, 95.24, 77.94, 86.03, 82.09, 59.36, 76.77]
mIOU: 77.84, mIOU_reduced: 77.6, accuracy: 96.11
epoch: 973
loss: 0.08697626376248434
IOU: [98.14, 85.15, 92.52, 54.04, 59.59, 65.07, 71.56, 78.77, 92.44, 61.41, 95.01, 81.93, 61.36, 95.14, 77.49, 86.45, 80.37, 59.57, 76.68]
mIOU: 77.51, mIOU_reduced: 77.35, accuracy: 96.07
epoch: 974
loss: 0.08513655583813505
IOU: [98.11, 84.75, 92.58, 55.05, 60.59, 64.89, 71.51, 78.79, 92.44, 61.53, 94.92, 81.73, 61.09, 95.13, 76.84, 86.39, 79.48, 57.31, 76.43]
mIOU: 77.35, mIOU_reduced: 77.23, accuracy: 96.05
epoch: 975
loss: 0.08655499977202749
IOU: [98.2, 85.25, 92.63, 55.98, 60.6, 65.24, 71.48, 78.97, 92.53, 61.71, 94.96, 81.71, 61.74, 94.89, 70.7, 85.3, 80.34, 58.7, 76.87]
mIOU: 77.25, mIOU_reduced: 77.08, accuracy: 96.09
epoch: 976
loss: 0.08801531923226912
IOU: [98.14, 84.81, 92.58, 56.55, 60.24, 65.03, 71.35, 79.11, 92.55, 62.36, 94.94, 81.88, 63.21, 95.11, 74.49, 85.98, 81.03, 59.28, 76.92]
mIOU: 77.66, mIOU_reduced: 77.47, accuracy: 96.08
epoch: 977
loss: 0.0860776525603311
IOU: [98.16, 84.75, 92.53, 56.69, 58.57, 64.82, 71.06, 79.13, 92.57, 62.04, 94.91, 82.02, 63.18, 95.05, 73.37, 85.88, 81.44, 60.64, 77.02]
mIOU: 77.57, mIOU_reduced: 77.35, accuracy: 96.07
epoch: 978
loss: 0.08708962250872443
IOU: [98.19, 85.02, 92.61, 59.91, 60.3, 64.89, 71.2, 79.15, 92.53, 61.88, 94.88, 81.54, 60.42, 95.07, 73.71, 86.15, 81.63, 57.96, 76.87]
mIOU: 77.57, mIOU_reduced: 77.35, accuracy: 96.1
epoch: 979
loss: 0.08658661805796174
IOU: [98.16, 85.03, 92.67, 60.48, 60.1, 65.21, 71.48, 79.45, 92.57, 62.39, 94.92, 81.73, 61.56, 94.93, 71.25, 86.19, 81.6, 58.17, 76.73]
mIOU: 77.61, mIOU_reduced: 77.39, accuracy: 96.11
epoch: 980
loss: 0.0858235625585295
IOU: [98.22, 85.46, 92.63, 60.97, 58.39, 65.11, 71.49, 79.33, 92.63, 62.75, 94.85, 81.69, 60.97, 95.01, 73.87, 86.12, 81.63, 58.34, 76.72]
mIOU: 77.69, mIOU_reduced: 77.48, accuracy: 96.15
epoch: 981
loss: 0.08568118535725254
IOU: [98.18, 85.12, 92.66, 59.02, 60.37, 65.18, 71.58, 79.33, 92.6, 63.01, 94.89, 81.55, 61.52, 95.08, 75.17, 86.34, 82.17, 57.2, 76.81]
mIOU: 77.78, mIOU_reduced: 77.53, accuracy: 96.13
epoch: 982
loss: 0.08526449875449235
IOU: [98.19, 85.25, 92.54, 54.98, 59.29, 65.09, 71.65, 79.29, 92.54, 62.41, 94.91, 81.49, 60.52, 95.13, 75.16, 86.02, 81.99, 57.76, 76.88]
mIOU: 77.43, mIOU_reduced: 77.17, accuracy: 96.09
epoch: 983
loss: 0.084312634969336
IOU: [98.22, 85.31, 92.62, 56.31, 60.44, 65.25, 71.67, 79.29, 92.6, 62.44, 94.96, 81.81, 62.23, 95.18, 76.34, 86.48, 82.15, 58.09, 76.76]
mIOU: 77.8, mIOU_reduced: 77.56, accuracy: 96.14
epoch: 984
loss: 0.0861351145205472
IOU: [98.23, 85.39, 92.64, 57.14, 60.1, 65.22, 71.64, 79.28, 92.62, 63.13, 94.99, 81.78, 61.32, 95.13, 75.26, 86.32, 81.11, 58.37, 76.79]
mIOU: 77.71, mIOU_reduced: 77.52, accuracy: 96.15
epoch: 985
loss: 0.08479334850798077
IOU: [98.24, 85.51, 92.63, 56.62, 60.13, 65.45, 71.64, 79.38, 92.57, 62.21, 94.94, 81.61, 61.01, 95.19, 76.86, 85.88, 81.35, 57.27, 76.98]
mIOU: 77.65, mIOU_reduced: 77.45, accuracy: 96.14
epoch: 986
loss: 0.0849520779864968
IOU: [98.12, 84.8, 92.56, 55.13, 59.82, 65.22, 71.5, 79.2, 92.55, 61.67, 94.92, 81.68, 61.75, 95.27, 78.34, 86.77, 82.12, 59.1, 76.76]
mIOU: 77.75, mIOU_reduced: 77.51, accuracy: 96.09
epoch: 987
loss: 0.0851401756053183
IOU: [98.14, 84.98, 92.66, 57.07, 59.82, 65.44, 71.59, 79.39, 92.65, 62.94, 95.03, 82.07, 62.8, 94.92, 71.59, 86.03, 80.85, 59.96, 77.03]
mIOU: 77.63, mIOU_reduced: 77.45, accuracy: 96.11
epoch: 988
loss: 0.0848114709608317
IOU: [98.14, 85.08, 92.69, 58.54, 59.73, 65.16, 71.38, 79.35, 92.59, 62.65, 94.83, 82.03, 62.2, 94.98, 72.26, 86.48, 82.43, 59.21, 76.85]
mIOU: 77.72, mIOU_reduced: 77.45, accuracy: 96.11
epoch: 989
loss: 0.08430748932927123
IOU: [98.14, 85.04, 92.69, 57.59, 59.73, 65.12, 71.49, 79.35, 92.58, 62.16, 94.98, 81.91, 61.62, 95.09, 74.54, 86.37, 82.42, 59.31, 76.94]
mIOU: 77.74, mIOU_reduced: 77.48, accuracy: 96.12
epoch: 990
loss: 0.08490969460568017
IOU: [98.13, 84.98, 92.7, 57.02, 60.6, 65.14, 71.53, 79.34, 92.61, 62.57, 95.04, 81.86, 61.98, 94.89, 69.82, 86.09, 82.53, 59.3, 77.01]
mIOU: 77.53, mIOU_reduced: 77.26, accuracy: 96.11
epoch: 991
loss: 0.08359879267344256
IOU: [98.17, 85.2, 92.6, 55.1, 60.18, 65.52, 71.58, 79.4, 92.58, 62.16, 94.91, 81.78, 61.86, 95.04, 73.12, 86.03, 80.72, 57.3, 76.86]
mIOU: 77.37, mIOU_reduced: 77.19, accuracy: 96.1
epoch: 992
loss: 0.08406309143833395
IOU: [98.21, 85.47, 92.67, 56.61, 60.34, 65.55, 71.46, 79.51, 92.61, 62.9, 95.06, 81.86, 61.92, 95.06, 74.24, 86.13, 81.64, 58.7, 77.04]
mIOU: 77.74, mIOU_reduced: 77.52, accuracy: 96.15
epoch: 993
loss: 0.08467711281342648
IOU: [98.17, 85.18, 92.67, 56.79, 60.12, 65.34, 71.3, 79.21, 92.62, 62.27, 94.95, 82.03, 62.79, 94.94, 72.11, 86.09, 81.27, 58.59, 76.89]
mIOU: 77.54, mIOU_reduced: 77.34, accuracy: 96.12
epoch: 994
loss: 0.08366089539145524
IOU: [98.22, 85.48, 92.69, 57.78, 60.21, 65.42, 71.45, 79.33, 92.61, 62.62, 94.96, 82.07, 62.81, 95.1, 74.65, 85.92, 81.27, 58.46, 76.83]
mIOU: 77.78, mIOU_reduced: 77.59, accuracy: 96.16
epoch: 995
loss: 0.08553656074155694
IOU: [98.18, 85.3, 92.66, 56.71, 60.22, 65.38, 71.58, 79.36, 92.59, 62.47, 95.02, 81.93, 62.34, 95.01, 73.37, 86.17, 81.28, 58.95, 76.99]
mIOU: 77.66, mIOU_reduced: 77.46, accuracy: 96.13
epoch: 996
loss: 0.08377005017269654
IOU: [98.19, 85.24, 92.61, 55.69, 60.53, 65.38, 71.6, 79.34, 92.61, 62.75, 94.99, 81.97, 62.37, 95.1, 75.03, 86.23, 81.37, 60.07, 77.04]
mIOU: 77.8, mIOU_reduced: 77.6, accuracy: 96.13
epoch: 997
loss: 0.08323747006990517
IOU: [98.18, 85.14, 92.63, 55.21, 60.45, 65.47, 71.61, 79.26, 92.58, 62.46, 94.99, 82.07, 62.18, 95.08, 74.24, 85.9, 81.05, 59.56, 76.9]
mIOU: 77.63, mIOU_reduced: 77.44, accuracy: 96.11
epoch: 998
loss: 0.08561082011605851
IOU: [98.2, 85.24, 92.63, 55.49, 60.13, 65.39, 71.67, 79.33, 92.59, 62.49, 95.01, 82.07, 62.18, 95.17, 76.12, 86.01, 81.01, 59.56, 76.84]
mIOU: 77.74, mIOU_reduced: 77.56, accuracy: 96.13
epoch: 999
loss: 0.08320758213612911
IOU: [98.16, 85.01, 92.54, 52.4, 60.31, 65.44, 71.71, 79.33, 92.6, 61.89, 94.99, 81.85, 62.06, 95.21, 76.68, 86.09, 81.4, 58.34, 76.87]
mIOU: 77.52, mIOU_reduced: 77.3, accuracy: 96.1
Best mIOU: 77.839793958162
Best global accuracy: 96.15814685821533
Training time 1 day, 18:38:22
mIOUs: [77.839793958162]
global_accuracies: [96.15814685821533]
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run: 2
epoch: 0
loss: 1.3847923672424172
IOU: [77.1, 12.97, 50.8, 0.0, 0.06, 0.03, 0.0, 0.0, 30.57, 8.65, 65.68, 2.73, 0.0, 35.14, 0.0, 0.0, 0.0, 0.0, 0.07]
mIOU: 14.94, mIOU_reduced: 15.77, accuracy: 67.84
epoch: 1
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epoch: 17
loss: 0.3986926041443072
epoch: 18
loss: 0.4407888544055651
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loss: 0.4006767703516464
epoch: 20
loss: 0.3811539006281413
epoch: 21
loss: 0.38154161904218065
epoch: 22
loss: 0.3606103169468214
epoch: 23
loss: 0.3745140307997115
epoch: 24
loss: 0.35823504160838626
IOU: [94.41, 65.03, 83.7, 23.21, 15.33, 35.24, 24.94, 34.76, 86.12, 46.1, 89.75, 50.83, 5.57, 81.73, 8.58, 39.03, 17.48, 12.48, 52.25]
mIOU: 45.61, mIOU_reduced: 47.17, accuracy: 90.42
epoch: 25
loss: 0.37008056639018405
epoch: 26
loss: 0.3423129893297134
epoch: 27
loss: 0.354028302864887
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loss: 0.34807599490543584
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loss: 0.33795691086757534
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loss: 0.3410621751752504
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loss: 0.33085357042335756
epoch: 33
loss: 0.3297760500258834
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loss: 0.32808255538786196
epoch: 35
loss: 0.3277370895577891
epoch: 36
loss: 0.30831654377864054
epoch: 37
loss: 0.30324125338114816
epoch: 38
loss: 0.31513410441155704
epoch: 39
loss: 0.309924870568787
epoch: 40
loss: 0.3135916730464308
epoch: 41
loss: 0.3114023610668362
epoch: 42
loss: 0.318257766793359
epoch: 43
loss: 0.3365877495621735
epoch: 44
loss: 0.3118729468465173
epoch: 45
loss: 0.2889096674250785
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loss: 0.28912031726856435
epoch: 47
loss: 0.29836395800595655
epoch: 48
loss: 0.2997174702404002
epoch: 49
loss: 0.29182070015736344
IOU: [96.14, 72.78, 85.96, 26.14, 31.14, 43.38, 42.61, 54.02, 88.7, 49.9, 90.14, 61.35, 14.61, 87.85, 27.88, 46.7, 38.04, 15.11, 58.57]
mIOU: 54.27, mIOU_reduced: 55.17, accuracy: 92.25
epoch: 50
loss: 0.29780280553909005
epoch: 51
loss: 0.28681114054915074
epoch: 52
loss: 0.28215619399541153
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loss: 0.2826987166369379
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loss: 0.290036983767931
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loss: 0.29414944812615285
epoch: 56
loss: 0.2883550811488673
epoch: 57
loss: 0.28113427983140044
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loss: 0.2808908816537446
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loss: 0.2780595735478594
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loss: 0.27475351283974403
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loss: 0.3020796248854974
epoch: 62
loss: 0.2848834530161719
epoch: 63
loss: 0.2779164533168479
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loss: 0.2696425813147321
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loss: 0.2711183799686779
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loss: 0.26640421389087515
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loss: 0.271416102538533
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loss: 0.26026514698713615
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loss: 0.2631687454859202
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loss: 0.28431801634496756
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loss: 0.26791525344964306
epoch: 72
loss: 0.25457562807435297
epoch: 73
loss: 0.2775777353029045
epoch: 74
loss: 0.2696505146367209
IOU: [95.88, 72.13, 85.11, 22.3, 33.63, 45.29, 44.58, 56.03, 88.35, 42.97, 90.6, 63.67, 37.52, 85.19, 24.09, 55.49, 19.66, 18.21, 56.81]
mIOU: 54.6, mIOU_reduced: 56.55, accuracy: 92.1
epoch: 75
loss: 0.258183638281578
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loss: 0.2802712234926995
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loss: 0.2692224576145491
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loss: 0.2603252246534085
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loss: 0.265491817959878
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loss: 0.2615069053725734
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loss: 0.2733467610859164
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loss: 0.25102883374514284
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loss: 0.2529358433263321
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loss: 0.25140830306110357
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loss: 0.24612430575481964
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loss: 0.30526816836907217
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loss: 0.26062748623344134
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loss: 0.25819188794196457
epoch: 89
loss: 0.2564942733939446
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loss: 0.245513974033758
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loss: 0.241821275767933
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loss: 0.24338838819544914
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loss: 0.24201457600066603
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loss: 0.24227363915456274
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loss: 0.2646005550083124
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loss: 0.267527700595136
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loss: 0.25135026735597543
epoch: 98
loss: 0.24410016517433517
epoch: 99
loss: 0.24609495131072973
IOU: [96.8, 75.31, 87.49, 20.2, 37.28, 49.69, 50.9, 63.73, 88.8, 54.0, 92.27, 68.78, 38.3, 89.24, 38.26, 53.67, 47.82, 31.63, 62.2]
mIOU: 60.34, mIOU_reduced: 61.03, accuracy: 93.12
epoch: 100
loss: 0.23261137969410323
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loss: 0.23582860435838648
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loss: 0.24124932076249803
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loss: 0.23650473161447402
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loss: 0.2569158302163178
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loss: 0.23267898694524225
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loss: 0.24794955716300204
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loss: 0.25544544098512184
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loss: 0.25388357123596006
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loss: 0.255881817233209
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loss: 0.2266935957570603
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loss: 0.23273817977975964
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loss: 0.22494493649815614
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loss: 0.22556433778487125
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loss: 0.2259654166563502
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loss: 0.22524384816862503
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loss: 0.24796261642419423
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loss: 0.246372680578913
epoch: 123
loss: 0.2237476444429143
epoch: 124
loss: 0.2346545612876306
IOU: [97.06, 78.91, 88.79, 42.12, 46.17, 50.17, 48.77, 65.37, 89.58, 57.45, 93.14, 70.95, 45.95, 90.26, 54.89, 55.82, 20.85, 35.83, 67.23]
mIOU: 63.12, mIOU_reduced: 65.47, accuracy: 93.94
epoch: 125
loss: 0.22719618909040873
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loss: 0.2307581508537187
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loss: 0.22290081679419366
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loss: 0.2327804128034417
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loss: 0.22433102894022136
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loss: 0.2359099484116562
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loss: 0.21859782604837033
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loss: 0.24814172968710208
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loss: 0.21958748429933328
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loss: 0.22791525098994736
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loss: 0.2154295147469423
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loss: 0.23747881827248396
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loss: 0.2284074950651981
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loss: 0.2249626377522142
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loss: 0.25126219364109065
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loss: 0.2354900940569906
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loss: 0.229886666141109
epoch: 149
loss: 0.21002296691715236
IOU: [97.03, 77.88, 88.69, 25.07, 45.52, 50.79, 53.78, 67.53, 90.33, 57.74, 92.32, 72.02, 44.81, 91.22, 45.75, 67.16, 45.84, 38.89, 65.88]
mIOU: 64.12, mIOU_reduced: 65.13, accuracy: 94.03
epoch: 150
loss: 0.21004924975395844
epoch: 151
loss: 0.21306079234476039
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loss: 0.22315424178649151
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loss: 0.22576680385841513
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loss: 0.2142079269307643
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loss: 0.24142425999326525
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loss: 0.23681043504142377
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loss: 0.23805433025739264
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loss: 0.2124911803762225
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loss: 0.20719678491113
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loss: 0.21863171671118056
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loss: 0.21722759003186162
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loss: 0.2135310886964965
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loss: 0.21339538896260557
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loss: 0.21629287137818143
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loss: 0.20934298260995962
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loss: 0.2309095277940488
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loss: 0.21195098733644924
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loss: 0.22632456195322329
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loss: 0.23120075502405268
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loss: 0.2070896913500809
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loss: 0.21982620339187972
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loss: 0.2166222199355817
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loss: 0.22591917060134867
epoch: 174
loss: 0.27013747719420256
IOU: [96.79, 75.75, 88.29, 23.45, 43.23, 52.22, 51.06, 66.39, 88.89, 49.25, 91.96, 70.62, 46.29, 90.52, 46.22, 37.41, 28.24, 34.08, 62.28]
mIOU: 60.15, mIOU_reduced: 61.93, accuracy: 93.4
epoch: 175
loss: 0.2275661708450703
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loss: 0.21449095081045944
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loss: 0.2181781778599053
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loss: 0.19805919832858757
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loss: 0.2121590821127686
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loss: 0.22281599980640926
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loss: 0.22562949150559716
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loss: 0.20766931350501078
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loss: 0.19619394208221744
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loss: 0.20676216663857996
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loss: 0.19554776762614676
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loss: 0.20517792066714835
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loss: 0.20269493260634236
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loss: 0.207070634692827
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loss: 0.1982684541102047
epoch: 197
loss: 0.21851381057034927
epoch: 198
loss: 0.21632310872611332
epoch: 199
loss: 0.2248112170321922
IOU: [95.68, 71.31, 85.78, 30.07, 41.53, 47.48, 49.8, 60.16, 88.61, 48.83, 91.07, 53.79, 39.45, 86.09, 29.54, 50.64, 41.51, 16.28, 55.35]
mIOU: 57.0, mIOU_reduced: 57.86, accuracy: 92.05
epoch: 200
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loss: 0.20974756271209358
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loss: 0.197940655715382
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loss: 0.20830510124925655
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loss: 0.21237776663425476
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loss: 0.21712049392034422
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loss: 0.21956295499984788
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loss: 0.22999974691642905
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loss: 0.19953526494236326
epoch: 222
loss: 0.2123857150381466
epoch: 223
loss: 0.20939771284793587
epoch: 224
loss: 0.2033695875795061
IOU: [96.26, 73.3, 85.42, 18.38, 33.75, 51.14, 51.85, 65.3, 87.99, 50.86, 87.63, 68.79, 39.0, 89.92, 42.39, 48.49, 28.18, 22.74, 58.53]
mIOU: 57.89, mIOU_reduced: 59.54, accuracy: 92.53
epoch: 225
loss: 0.20049658554262229
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loss: 0.22366522461416907
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loss: 0.2078324031596878
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loss: 0.19438111510961203
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loss: 0.20307849911907613
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loss: 0.18618528169361406
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loss: 0.19057815329164185
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loss: 0.1948414411385747
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loss: 0.1959949581007752
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loss: 0.19713460204173933
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loss: 0.19586002250325005
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loss: 0.19950797575503346
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loss: 0.2118372554085004
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loss: 0.19354694519402846
epoch: 249
loss: 0.20917085180626405
IOU: [97.05, 77.58, 89.17, 35.14, 48.26, 54.63, 57.14, 67.09, 90.68, 60.17, 93.23, 74.25, 50.66, 91.82, 47.17, 70.99, 55.92, 37.66, 67.16]
mIOU: 66.62, mIOU_reduced: 67.21, accuracy: 94.3
epoch: 250
loss: 0.19197607156883353
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loss: 0.19477260006325586
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loss: 0.17924252596264578
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loss: 0.19922051922169656
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loss: 0.20035852202668666
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loss: 0.2073961838156065
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loss: 0.208444195174464
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loss: 0.1877692469327919
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loss: 0.1862364759985006
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loss: 0.18767545757830303
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loss: 0.2079249995175719
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loss: 0.2022604539669106
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loss: 0.18381427614033383
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loss: 0.20032248250397067
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loss: 0.20311544016204433
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loss: 0.1933185321823606
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loss: 0.1810350896454243
epoch: 274
loss: 0.20238654042350634
IOU: [97.1, 79.33, 89.13, 28.17, 41.04, 57.27, 60.46, 71.69, 91.02, 57.65, 93.43, 75.39, 48.51, 92.57, 48.24, 75.84, 49.83, 42.35, 71.02]
mIOU: 66.84, mIOU_reduced: 67.79, accuracy: 94.44
epoch: 275
loss: 0.20541256485441625
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loss: 0.19190977333048284
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loss: 0.21181977401685842
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loss: 0.20836351854058932
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loss: 0.20196353949385512
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loss: 0.1950876485265169
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loss: 0.1911737948174104
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loss: 0.17765606590358396
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loss: 0.1877415026776553
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loss: 0.20126145979705848
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loss: 0.1882634694685512
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loss: 0.1971401046871175
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loss: 0.19275426742121216
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loss: 0.2026980062017865
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loss: 0.1891016735220855
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loss: 0.1946832968017483
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loss: 0.19709377430600297
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loss: 0.2016266921781144
epoch: 297
loss: 0.19410504922873248
epoch: 298
loss: 0.1864556043416342
epoch: 299
loss: 0.17178575108154123
IOU: [97.22, 78.84, 90.33, 43.26, 51.54, 55.21, 60.44, 71.24, 90.92, 52.25, 93.25, 73.82, 49.99, 92.42, 62.31, 81.5, 70.11, 37.37, 69.12]
mIOU: 69.53, mIOU_reduced: 69.5, accuracy: 94.68
epoch: 300
loss: 0.17987559113219742
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loss: 0.1835009050015812
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loss: 0.1812257650044729
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loss: 0.18821304572640724
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loss: 0.18994213048258238
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loss: 0.1868266812513138
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loss: 0.19173926707467623
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loss: 0.1807868531691739
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loss: 0.2094078593136808
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loss: 0.18674996597667268
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loss: 0.18094751690677555
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loss: 0.21406211706023975
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loss: 0.1899155840237507
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loss: 0.18240106642005258
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loss: 0.1930714023884416
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loss: 0.1823505130257568
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loss: 0.18432298485400542
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loss: 0.18972402126239638
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loss: 0.17476940396018426
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loss: 0.1741865988208277
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loss: 0.18546855074135118
epoch: 323
loss: 0.20090106461006355
epoch: 324
loss: 0.1757724522299201
IOU: [97.22, 79.15, 88.12, 33.36, 54.16, 55.56, 60.33, 70.16, 90.58, 54.89, 92.4, 75.29, 48.91, 89.82, 21.06, 73.13, 55.12, 36.8, 70.38]
mIOU: 65.6, mIOU_reduced: 66.18, accuracy: 93.92
epoch: 325
loss: 0.18640295622965716
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loss: 0.19710262511377385
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loss: 0.19297061609531027
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loss: 0.2165484136407266
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loss: 0.193487117353154
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loss: 0.1858926123645749
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loss: 0.18425202443994923
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loss: 0.1753615677919028
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loss: 0.18356123164978952
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loss: 0.1971178495217205
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loss: 0.1831984439427962
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loss: 0.17653367839090908
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loss: 0.17172341916278366
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loss: 0.17781516017939525
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loss: 0.17113134469786745
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loss: 0.19225686127847097
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loss: 0.18212492778053824
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loss: 0.22364290769530756
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loss: 0.19814579048246708
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loss: 0.1853648676584673
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loss: 0.17434063286713833
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loss: 0.19302829019624912
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loss: 0.18868362218784193
epoch: 348
loss: 0.1804043963310532
epoch: 349
loss: 0.190976928086133
IOU: [96.96, 77.39, 89.76, 23.97, 51.72, 56.58, 62.35, 70.21, 91.44, 56.95, 93.38, 74.96, 53.0, 92.74, 61.72, 74.92, 59.46, 46.15, 70.04]
mIOU: 68.62, mIOU_reduced: 69.12, accuracy: 94.49
epoch: 350
loss: 0.18609983082408854
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loss: 0.17860871820517307
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loss: 0.18959332968427164
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loss: 0.18166766163072176
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loss: 0.17832254505944703
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loss: 0.18002378428480376
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loss: 0.18414195387993218
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loss: 0.17435181807636252
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loss: 0.1761490617479597
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loss: 0.17600300259426277
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loss: 0.17151671943237196
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loss: 0.1755680687866121
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loss: 0.1729154065050526
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loss: 0.17052855443038709
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loss: 0.20351271624513714
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loss: 0.20533959430986337
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loss: 0.18162069296981445
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loss: 0.1699910601877138
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loss: 0.20831257195244582
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loss: 0.1807187756679129
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loss: 0.17427950786210777
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loss: 0.17200896880938357
epoch: 372
loss: 0.17981691893461257
epoch: 373
loss: 0.19406673340302594
epoch: 374
loss: 0.20066834086517119
IOU: [96.53, 77.93, 88.55, 22.25, 46.28, 52.22, 55.15, 66.36, 88.83, 50.92, 93.25, 71.46, 46.58, 87.76, 43.84, 48.81, 40.79, 34.74, 65.37]
mIOU: 61.98, mIOU_reduced: 63.16, accuracy: 93.39
epoch: 375
loss: 0.1815103353716614
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loss: 0.1732201435655918
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loss: 0.1940031787255061
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loss: 0.2011446173822462
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loss: 0.20264853982912562
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loss: 0.17330007032162417
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loss: 0.18698165963361205
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loss: 0.16741196507954534
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loss: 0.16923023834623738
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loss: 0.1638634728212562
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loss: 0.17003640741350837
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loss: 0.17997007899367906
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loss: 0.1669384504786399
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loss: 0.1775693537371178
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loss: 0.1711274849757994
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loss: 0.17117183416519524
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loss: 0.1727495115762451
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loss: 0.17710953304227792
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loss: 0.17452096485224053
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loss: 0.16653670123564907
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loss: 0.1753152970555979
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loss: 0.19225031308167065
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loss: 0.17398631247388063
epoch: 398
loss: 0.18447902722339424
epoch: 399
loss: 0.17233480537194767
IOU: [97.06, 78.67, 90.02, 39.75, 52.14, 56.31, 61.17, 71.38, 90.62, 53.1, 92.45, 76.6, 54.79, 92.34, 49.71, 75.66, 64.44, 47.58, 70.71]
mIOU: 69.18, mIOU_reduced: 69.45, accuracy: 94.49
epoch: 400
loss: 0.16141662744659618
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loss: 0.17350307476488405
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loss: 0.1712631682420998
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loss: 0.1713335642997788
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loss: 0.16288191196571464
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loss: 0.1766855320479028
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loss: 0.20477685804235324
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loss: 0.18194610645587875
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loss: 0.1796520247734139
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loss: 0.17339076911101767
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loss: 0.18014081724168798
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loss: 0.16874494680738192
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loss: 0.19103979741065008
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loss: 0.17883398389880548
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loss: 0.20493173358254035
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loss: 0.1955438949107481
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loss: 0.19012614536397862
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loss: 0.16634754924921977
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loss: 0.17947154321439182
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loss: 0.16394442825947167
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loss: 0.18455164614472427
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loss: 0.18628480777425585
epoch: 422
loss: 0.19962774783453208
epoch: 423
loss: 0.19043389788133436
epoch: 424
loss: 0.17383758735785265
IOU: [96.99, 76.9, 90.05, 42.79, 51.74, 56.11, 61.8, 71.34, 90.62, 52.99, 93.73, 74.49, 52.78, 92.21, 54.5, 67.91, 56.99, 47.61, 70.65]
mIOU: 68.54, mIOU_reduced: 69.18, accuracy: 94.41
epoch: 425
loss: 0.18202344816168042
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loss: 0.169837296069311
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loss: 0.17296165203791103
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loss: 0.161874254778871
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loss: 0.1918817723616757
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loss: 0.1748738642932591
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loss: 0.15441896557566934
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loss: 0.16641641550790268
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loss: 0.16080728076860268
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loss: 0.1629927662022994
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loss: 0.1580650121817049
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loss: 0.15882688509727103
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loss: 0.16263861719247788
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loss: 0.1581314229619792
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loss: 0.15663680430210505
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loss: 0.173514301163167
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loss: 0.17480743069934718
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loss: 0.16894249834943653
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loss: 0.17474357384154096
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loss: 0.18623801937321768
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loss: 0.1826922108903728
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loss: 0.18974421249647347
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loss: 0.17916965583023034
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loss: 0.1733285460590995
epoch: 449
loss: 0.17548331327113822
IOU: [95.96, 73.22, 80.9, 23.31, 44.02, 51.26, 49.2, 64.34, 88.91, 48.25, 90.59, 70.76, 55.11, 88.26, 25.47, 12.59, 30.54, 35.83, 67.41]
mIOU: 57.68, mIOU_reduced: 59.19, accuracy: 91.21
epoch: 450
loss: 0.20549268727353961
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loss: 0.1954429622769677
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loss: 0.16909089152302062
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loss: 0.15776404439198038
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loss: 0.1670553799507753
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loss: 0.15594096019904247
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loss: 0.1665402104992751
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loss: 0.16075201274330084
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loss: 0.1609448646559227
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loss: 0.1689818145611858
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loss: 0.17859443857502744
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loss: 0.17017897146169067
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loss: 0.18033831960187768
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loss: 0.1904505750721677
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loss: 0.17215759190667992
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loss: 0.16981972073207327
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loss: 0.1645477924425647
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loss: 0.18175446053319222
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loss: 0.1881472216542519
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loss: 0.1833395649279867
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loss: 0.16058207383615308
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loss: 0.15845712953099023
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loss: 0.15522106602346158
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loss: 0.16330224829863987
epoch: 474
loss: 0.18864170502057936
IOU: [96.99, 77.36, 89.75, 38.25, 48.75, 56.27, 61.27, 70.91, 90.59, 53.92, 92.82, 75.31, 50.74, 92.65, 48.27, 73.29, 49.37, 41.17, 69.91]
mIOU: 67.24, mIOU_reduced: 68.23, accuracy: 94.36
epoch: 475
loss: 0.17633554427771556
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loss: 0.159538396646713
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loss: 0.16249963749611795
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loss: 0.17216295742924323
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loss: 0.15969510541129306
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loss: 0.1642137734154164
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loss: 0.1538973462509338
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loss: 0.16741967665136986
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loss: 0.16369097085413586
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loss: 0.17827836122875906
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loss: 0.15505812859358492
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loss: 0.15881633577803075
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loss: 0.17753911401945946
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loss: 0.15315868129145424
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loss: 0.15176587075878667
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loss: 0.16075337818771038
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loss: 0.17026208451575026
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loss: 0.17271043261829414
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loss: 0.1779072935569961
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loss: 0.1712915352533127
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loss: 0.16628558351344497
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loss: 0.16581999416139248
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loss: 0.16146307719765968
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loss: 0.16541047816006643
epoch: 499
loss: 0.16010765938183688
IOU: [97.0, 78.19, 90.58, 48.58, 52.83, 59.01, 62.82, 73.48, 91.32, 60.47, 93.18, 76.78, 53.69, 92.94, 48.09, 68.73, 68.95, 45.82, 72.81]
mIOU: 70.28, mIOU_reduced: 70.35, accuracy: 94.77
epoch: 500
loss: 0.16302251189224162
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loss: 0.1688417859998032
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loss: 0.16048115090218515
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loss: 0.1570426726517973
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loss: 0.1699084352973015
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loss: 0.15981043843085554
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loss: 0.16599645758815854
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loss: 0.165471238428049
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loss: 0.17907560751283907
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loss: 0.156897534156906
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loss: 0.1590038826563609
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loss: 0.16876559312934825
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loss: 0.16439359990573638
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loss: 0.15764848313562954
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loss: 0.15120800964112552
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loss: 0.17605792634651024
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loss: 0.16050332043611135
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loss: 0.15744614675440236
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loss: 0.16116799062715387
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loss: 0.17001719102062626
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loss: 0.15226371744973963
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loss: 0.15304022232155914
epoch: 523
loss: 0.1585636754442418
epoch: 524
loss: 0.15725675211200174
IOU: [97.68, 81.99, 90.62, 48.77, 51.16, 59.58, 65.76, 74.21, 91.14, 60.44, 93.35, 77.4, 55.5, 93.64, 65.75, 76.07, 59.74, 52.25, 72.01]
mIOU: 71.95, mIOU_reduced: 72.63, accuracy: 95.06
epoch: 525
loss: 0.15696337327079954
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loss: 0.17026227158356227
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loss: 0.15469525850847404
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loss: 0.15177160786650573
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loss: 0.16686746470047778
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loss: 0.16486855353306568
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loss: 0.152691051645099
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loss: 0.15155325090949426
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loss: 0.15145279788424706
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loss: 0.15267252974272416
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loss: 0.1508819571523011
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loss: 0.1537085965958567
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loss: 0.17632055708340236
epoch: 538
loss: 0.16394017194962565
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loss: 0.1571272855619536
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loss: 0.14526969833033426
epoch: 549
loss: 0.14801708466280503
IOU: [97.56, 81.12, 91.02, 41.2, 54.45, 59.41, 64.58, 74.19, 91.25, 58.3, 93.93, 75.13, 42.19, 92.89, 63.32, 71.66, 48.3, 38.55, 72.38]
mIOU: 69.02, mIOU_reduced: 70.17, accuracy: 95.03
epoch: 550
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loss: 0.1629278549166381
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loss: 0.14778835619636624
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loss: 0.14787957036109625
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loss: 0.1443683189161704
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loss: 0.1424680528735536
epoch: 574
loss: 0.161740196080542
IOU: [96.49, 76.13, 90.48, 38.15, 52.79, 60.07, 65.09, 74.33, 91.02, 60.59, 93.7, 78.03, 55.59, 93.74, 66.55, 78.58, 71.35, 52.36, 71.25]
mIOU: 71.91, mIOU_reduced: 71.94, accuracy: 94.65
epoch: 575
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loss: 0.17007563644743995
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loss: 0.17285201196480954
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loss: 0.15105779366592834
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loss: 0.1605118782814301
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loss: 0.155009447363509
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loss: 0.15297256036588766
IOU: [97.44, 80.49, 90.55, 50.89, 42.23, 59.16, 60.81, 74.84, 91.7, 59.07, 93.37, 78.0, 57.61, 92.84, 58.03, 75.03, 68.23, 54.13, 72.68]
mIOU: 71.43, mIOU_reduced: 71.6, accuracy: 94.98
epoch: 600
loss: 0.1420244979207728
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loss: 0.1623878456109939
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loss: 0.14589837324024854
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loss: 0.1477737334177822
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loss: 0.15116297254825858
IOU: [97.58, 81.95, 89.59, 50.39, 52.05, 59.17, 64.02, 72.82, 91.28, 57.88, 92.79, 76.91, 53.46, 92.9, 58.34, 65.53, 13.23, 38.22, 72.63]
mIOU: 67.41, mIOU_reduced: 70.42, accuracy: 94.78
epoch: 625
loss: 0.14414807224289747
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loss: 0.1588313117663494
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loss: 0.13365773003136694
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loss: 0.15420055608302757
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loss: 0.16003400701878848
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loss: 0.18079778278934344
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loss: 0.1451010488957729
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loss: 0.1563394779384618
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loss: 0.14801226710935808
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loss: 0.15281291486760676
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loss: 0.14883482215218147
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loss: 0.1474106190701058
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loss: 0.14870393792332987
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loss: 0.14956756201233826
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loss: 0.14278042187909232
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loss: 0.14084761515460567
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loss: 0.15165438262037834
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loss: 0.14704558986296873
IOU: [97.42, 81.39, 90.45, 43.71, 46.54, 59.6, 65.88, 76.03, 91.74, 60.55, 92.58, 78.27, 53.05, 93.72, 66.55, 76.98, 58.31, 47.84, 72.76]
mIOU: 71.23, mIOU_reduced: 71.95, accuracy: 95.03
epoch: 650
loss: 0.16672898146180773
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loss: 0.15151732505331786
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loss: 0.15660429366354672
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loss: 0.14488689689784037
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loss: 0.14224181541133762
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loss: 0.1367049442950606
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loss: 0.1366473899657193
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loss: 0.13830979722690068
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loss: 0.13898554631079624
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loss: 0.15630300602099967
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loss: 0.13941567150168022
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loss: 0.14139285693673112
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loss: 0.12977700162367678
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loss: 0.13793501141418343
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loss: 0.13842716640378586
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loss: 0.16472095582443427
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loss: 0.1532110347540552
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loss: 0.14856236761390682
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loss: 0.1411584975584498
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loss: 0.13613248176651824
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loss: 0.1381667683307694
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loss: 0.155803400812284
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loss: 0.14023932463155603
epoch: 674
loss: 0.13643257048814444
IOU: [97.79, 82.41, 91.13, 37.16, 55.28, 60.77, 64.79, 75.44, 91.71, 59.58, 93.61, 79.13, 59.52, 93.78, 63.3, 73.53, 48.34, 52.73, 73.98]
mIOU: 71.26, mIOU_reduced: 72.54, accuracy: 95.28
epoch: 675
loss: 0.14096523140559622
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loss: 0.14433416708139074
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loss: 0.14219518397455266
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loss: 0.14194252275713692
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loss: 0.134701315564608
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loss: 0.13136251443479904
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loss: 0.13427246269591736
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loss: 0.14540010819216623
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loss: 0.14599173532101023
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loss: 0.14662132159156618
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loss: 0.1402667347351817
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loss: 0.13787247596002333
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loss: 0.15744234316271913
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loss: 0.14238197567327968
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loss: 0.14552593809575085
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loss: 0.1406652593628737
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loss: 0.13523301560522089
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loss: 0.13678278920624776
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loss: 0.13458693959320972
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loss: 0.1393017751187327
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loss: 0.14661644192317105
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loss: 0.14223626292137445
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loss: 0.13266970807651304
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loss: 0.1551779300135101
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loss: 0.15015534231203265
IOU: [97.64, 81.79, 91.28, 45.94, 52.89, 60.03, 65.41, 74.34, 91.57, 58.71, 94.25, 77.55, 55.0, 93.32, 58.2, 75.27, 42.68, 51.91, 73.78]
mIOU: 70.61, mIOU_reduced: 72.16, accuracy: 95.24
epoch: 700
loss: 0.13702067979824833
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loss: 0.13767251711730366
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loss: 0.13381740842466405
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loss: 0.1396102114226619
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loss: 0.14721784096040494
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loss: 0.14998328221856422
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loss: 0.13331457536737873
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loss: 0.1363723239085745
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loss: 0.13208438215069374
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loss: 0.1316715484921823
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loss: 0.13202409213283312
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loss: 0.12945535521944257
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loss: 0.124034858015027
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loss: 0.13961071535101477
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loss: 0.14313273888954897
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loss: 0.1427781085842703
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loss: 0.13376321394568827
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loss: 0.13042167052024137
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loss: 0.12582776858157546
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loss: 0.13365062107294395
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loss: 0.16776659311550968
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loss: 0.16314535347036918
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loss: 0.13924760570262643
epoch: 723
loss: 0.13846699951713617
epoch: 724
loss: 0.1388424598584278
IOU: [97.64, 81.87, 91.54, 47.05, 54.05, 61.99, 67.68, 74.63, 91.76, 58.25, 94.52, 78.76, 57.41, 94.24, 69.13, 81.03, 76.12, 52.68, 73.54]
mIOU: 73.89, mIOU_reduced: 73.76, accuracy: 95.42
epoch: 725
loss: 0.13441133736118152
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loss: 0.1361449677145706
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loss: 0.12727535875499088
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loss: 0.13397934042780868
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loss: 0.1408514179429918
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loss: 0.14311251016157978
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loss: 0.12995004886886824
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loss: 0.14930600082536913
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loss: 0.13253038248042212
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loss: 0.1394762391791832
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loss: 0.13609570319038838
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loss: 0.13590970360284868
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loss: 0.15015846107285621
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loss: 0.15326749770387485
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loss: 0.13523447714404596
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loss: 0.15076823122899807
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loss: 0.13800789136690592
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loss: 0.14486936554111882
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loss: 0.13751501415296385
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loss: 0.13449940175781996
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loss: 0.14315402547946837
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loss: 0.13867276519376312
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loss: 0.13014592230319977
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loss: 0.13023763547608794
epoch: 749
loss: 0.12713558756999893
IOU: [97.71, 82.2, 91.98, 53.24, 56.97, 61.79, 67.72, 77.09, 92.36, 63.4, 94.45, 80.16, 59.04, 94.16, 71.46, 84.4, 78.44, 56.14, 75.06]
mIOU: 75.67, mIOU_reduced: 75.52, accuracy: 95.66
epoch: 750
loss: 0.1287925116657568
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loss: 0.13086237188057115
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loss: 0.1256043027152591
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loss: 0.1197808971101383
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loss: 0.12195743361332345
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loss: 0.12351435465070437
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loss: 0.12478924184194151
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loss: 0.12434342547729009
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loss: 0.12889839154530086
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loss: 0.12917009046215897
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loss: 0.1307515094101911
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loss: 0.12270362896096675
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loss: 0.12165038799741519
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loss: 0.12390696628877737
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loss: 0.12598986509996604
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loss: 0.1289733399880543
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loss: 0.13838705221678047
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loss: 0.12712455749752707
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loss: 0.12178361174873907
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loss: 0.12051266648698689
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loss: 0.1272824516675543
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loss: 0.11972362291057798
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loss: 0.11862501630564584
epoch: 773
loss: 0.11875712698842637
epoch: 774
loss: 0.11943628171062212
IOU: [97.91, 83.37, 91.72, 46.77, 57.47, 61.45, 67.51, 76.39, 92.25, 62.71, 94.8, 80.26, 60.72, 94.43, 64.79, 79.17, 76.51, 55.62, 74.81]
mIOU: 74.67, mIOU_reduced: 74.56, accuracy: 95.64
epoch: 775
loss: 0.13335103864939707
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loss: 0.12366075753523012
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loss: 0.12127426776763885
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loss: 0.12962638825740455
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loss: 0.12136838996828084
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loss: 0.12678205025083614
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loss: 0.13288136919071733
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loss: 0.12321883295424223
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loss: 0.1323063278776616
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loss: 0.12416156013860215
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loss: 0.1190167652829638
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loss: 0.12271261141909101
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loss: 0.1259966723600809
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loss: 0.12876267369706032
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loss: 0.11988427255031554
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loss: 0.12324149352360286
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loss: 0.1164366875416185
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loss: 0.12392406183674008
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loss: 0.1262170288842322
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loss: 0.12262529714128399
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loss: 0.12118354146531972
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loss: 0.11734193756252607
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loss: 0.11545391356687983
epoch: 798
loss: 0.1245749030272273
epoch: 799
loss: 0.12353108807233466
IOU: [97.57, 81.71, 91.91, 50.06, 58.09, 61.97, 67.36, 76.97, 92.13, 62.46, 94.73, 79.56, 58.81, 94.67, 72.93, 82.93, 74.98, 57.73, 75.19]
mIOU: 75.36, mIOU_reduced: 75.38, accuracy: 95.59
epoch: 800
loss: 0.11667997456303825
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loss: 0.11746024195797682
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loss: 0.11402470007980609
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loss: 0.11231273506087755
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loss: 0.11742170916172372
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loss: 0.11931917589469097
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loss: 0.12628470321067903
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loss: 0.12569087068989593
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loss: 0.12055600561060996
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loss: 0.11715128983689768
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loss: 0.11405632281399801
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loss: 0.1149750097059818
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loss: 0.11182324242881045
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loss: 0.12161611572831789
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loss: 0.1195254160588321
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loss: 0.1221869268989306
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loss: 0.12070036669465088
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loss: 0.11099621721837077
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loss: 0.11699471417864699
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loss: 0.11520026628219214
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loss: 0.11277527356083503
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loss: 0.11623324871545211
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loss: 0.115678777210314
epoch: 823
loss: 0.11002522661800011
epoch: 824
loss: 0.11485527728927745
IOU: [98.13, 84.39, 91.37, 52.01, 54.2, 60.77, 66.43, 77.16, 91.99, 59.42, 94.45, 79.38, 57.27, 93.74, 32.75, 73.59, 55.53, 54.55, 74.99]
mIOU: 71.16, mIOU_reduced: 72.03, accuracy: 95.52
epoch: 825
loss: 0.11960612598937155
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loss: 0.13083235037856988
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loss: 0.1360304100574509
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loss: 0.13541346900867965
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loss: 0.12584052567252252
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loss: 0.1192169316574891
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loss: 0.11942981169471201
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loss: 0.1230046451493415
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loss: 0.13071612636194718
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loss: 0.119003939098425
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loss: 0.12202328973703307
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loss: 0.11898261877002742
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loss: 0.1189155801929875
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loss: 0.12542488114692452
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loss: 0.13581284677805605
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loss: 0.12468642580782306
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loss: 0.12184978945236001
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loss: 0.12025146726569075
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loss: 0.11394960979486733
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loss: 0.11672903637519744
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loss: 0.1100539047963857
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loss: 0.11075185395957968
epoch: 847
loss: 0.10688475384866453
epoch: 848
loss: 0.1202498516444408
epoch: 849
loss: 0.11420447852291829
IOU: [97.98, 83.32, 92.03, 42.15, 58.48, 63.77, 68.99, 77.21, 91.77, 60.43, 94.23, 80.0, 59.13, 94.34, 64.6, 79.59, 65.11, 57.23, 74.94]
mIOU: 73.96, mIOU_reduced: 74.46, accuracy: 95.63
epoch: 850
loss: 0.11390911764653545
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loss: 0.11031366286252066
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loss: 0.10599043841832731
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loss: 0.10805236785157993
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loss: 0.10905159436507687
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loss: 0.10942709939981085
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loss: 0.11692321886913475
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loss: 0.12058204962718841
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loss: 0.11022995910393903
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loss: 0.1155485281484789
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loss: 0.11320215692577978
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loss: 0.11096390090742202
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loss: 0.11078718889032733
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loss: 0.10718954318376243
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loss: 0.10844240862765724
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loss: 0.10595911026322295
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loss: 0.10363631896333232
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loss: 0.10519736850599073
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loss: 0.1080204233968997
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loss: 0.1097295475556362
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loss: 0.10887155138618862
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loss: 0.11851269265792441
epoch: 873
loss: 0.11020670274920219
epoch: 874
loss: 0.11052403850054163
IOU: [98.11, 84.72, 91.96, 52.92, 53.92, 62.72, 68.9, 76.06, 92.07, 61.22, 94.6, 79.17, 53.28, 93.99, 66.36, 80.18, 70.36, 56.02, 74.9]
mIOU: 74.29, mIOU_reduced: 74.51, accuracy: 95.72
epoch: 875
loss: 0.10901165297731878
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loss: 0.10842607576008434
epoch: 877
loss: 0.10633718287647574
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loss: 0.11084835592787863
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loss: 0.10936442606974484
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loss: 0.10469057501326352
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loss: 0.11361707927724422
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loss: 0.107445529689686
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loss: 0.10714927460305453
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loss: 0.10174328570738636
epoch: 885
loss: 0.10199093575667179
epoch: 886
loss: 0.10280281779258399
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loss: 0.10278111332751348
epoch: 888
loss: 0.10200213082636785
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loss: 0.09970951834417417
epoch: 890
loss: 0.10158285088937559
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loss: 0.10185931368939317
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loss: 0.09902290291983805
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loss: 0.09883417288529263
epoch: 894
loss: 0.09872815716820907
epoch: 895
loss: 0.10529053309616053
epoch: 896
loss: 0.09899170396503092
epoch: 897
loss: 0.10057028628022202
epoch: 898
loss: 0.0991886037319015
epoch: 899
loss: 0.10627085319908482
IOU: [97.85, 83.43, 92.36, 56.48, 58.0, 63.77, 70.28, 76.83, 92.12, 62.13, 93.69, 80.67, 59.47, 94.87, 71.5, 82.46, 76.79, 60.03, 75.69]
mIOU: 76.23, mIOU_reduced: 76.2, accuracy: 95.81
epoch: 900
loss: 0.10132934456324641
epoch: 901
loss: 0.09897394974357035
epoch: 902
loss: 0.09827582533107292
epoch: 903
loss: 0.09954642682183143
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loss: 0.10058280558518644
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loss: 0.09865531450855443
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loss: 0.09781219364417532
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loss: 0.10037733851417377
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loss: 0.10187779794725768
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loss: 0.09734363496464218
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loss: 0.09755834024349314
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loss: 0.10331303131267067
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loss: 0.10124653772604111
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loss: 0.10176628672409893
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loss: 0.09694585676061497
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loss: 0.09709700101589899
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loss: 0.09681931710387819
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loss: 0.09981466053590941
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loss: 0.09962852485979985
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loss: 0.09761049165679117
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loss: 0.09599969306122261
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loss: 0.09643168166038804
epoch: 922
loss: 0.09653633851005704
epoch: 923
loss: 0.09770148054689089
epoch: 924
loss: 0.09694259425981668
IOU: [97.98, 84.32, 92.36, 52.54, 57.62, 64.17, 70.35, 78.18, 92.44, 62.41, 94.82, 81.26, 61.19, 94.92, 69.68, 82.43, 77.62, 59.9, 76.53]
mIOU: 76.35, mIOU_reduced: 76.28, accuracy: 95.91
epoch: 925
loss: 0.09553357523004964
epoch: 926
loss: 0.09605694314178752
epoch: 927
loss: 0.09382507989228253
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loss: 0.09467523789028273
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loss: 0.09531204873379671
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loss: 0.09211725806892722
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loss: 0.094402393993904
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loss: 0.09653045428851544
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loss: 0.09571868083828865
epoch: 934
loss: 0.09185235062739598
epoch: 935
loss: 0.09440944759511562
epoch: 936
loss: 0.0955317789974881
epoch: 937
loss: 0.09338261069594368
epoch: 938
loss: 0.09515964130386509
epoch: 939
loss: 0.09584253890856578
epoch: 940
loss: 0.09398204459735968
epoch: 941
loss: 0.09177048078605107
epoch: 942
loss: 0.09221203975640539
epoch: 943
loss: 0.09199452077884558
epoch: 944
loss: 0.09257572837113691
epoch: 945
loss: 0.09607367276783903
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loss: 0.09197862460365835
epoch: 947
loss: 0.09162056214123401
epoch: 948
loss: 0.0925304807039766
epoch: 949
loss: 0.09112391806636859
IOU: [98.12, 85.03, 92.52, 57.39, 58.71, 64.38, 70.82, 78.39, 92.55, 62.95, 94.89, 81.36, 61.86, 94.83, 73.02, 84.73, 78.21, 62.32, 77.07]
mIOU: 77.32, mIOU_reduced: 77.27, accuracy: 96.05
epoch: 950
loss: 0.09155694613198065
epoch: 951
loss: 0.09107488305420888
epoch: 952
loss: 0.09213962405920029
epoch: 953
loss: 0.0905118147237603
epoch: 954
loss: 0.09068427534116247
epoch: 955
loss: 0.09056076561063127
epoch: 956
loss: 0.08844097658509835
epoch: 957
loss: 0.09053718634050169
epoch: 958
loss: 0.08844421049856112
epoch: 959
loss: 0.09049480548002971
epoch: 960
loss: 0.08942261837282271
epoch: 961
loss: 0.08981770605371005
epoch: 962
loss: 0.08934133692652067
epoch: 963
loss: 0.08898403393129775
epoch: 964
loss: 0.08861045732170424
epoch: 965
loss: 0.08838373738920914
epoch: 966
loss: 0.0879194952165984
epoch: 967
loss: 0.08774166063197218
epoch: 968
loss: 0.0891840045322787
epoch: 969
loss: 0.08744513857959095
epoch: 970
loss: 0.08739167326343349
IOU: [98.02, 84.37, 92.67, 56.74, 60.04, 64.74, 71.25, 78.51, 92.55, 62.52, 95.03, 81.99, 63.0, 95.19, 79.08, 85.79, 77.66, 62.59, 76.98]
mIOU: 77.83, mIOU_reduced: 77.84, accuracy: 96.07
epoch: 971
loss: 0.08839536843836468
IOU: [98.02, 84.47, 92.62, 56.58, 59.22, 64.63, 71.36, 78.6, 92.46, 62.61, 94.17, 81.81, 62.14, 95.24, 78.03, 84.22, 76.51, 62.06, 76.75]
mIOU: 77.45, mIOU_reduced: 77.5, accuracy: 96.02
epoch: 972
loss: 0.08686333690892975
IOU: [98.06, 84.68, 92.74, 58.57, 60.19, 64.81, 71.51, 78.25, 92.51, 61.96, 94.95, 81.64, 61.66, 95.24, 78.12, 84.15, 76.18, 61.98, 77.02]
mIOU: 77.59, mIOU_reduced: 77.67, accuracy: 96.08
epoch: 973
loss: 0.08725095300300102
IOU: [98.06, 84.62, 92.67, 56.84, 59.52, 64.91, 71.58, 78.47, 92.45, 62.11, 94.98, 81.7, 61.38, 95.25, 78.88, 83.78, 77.28, 62.03, 76.99]
mIOU: 77.55, mIOU_reduced: 77.57, accuracy: 96.06
epoch: 974
loss: 0.08520116521462276
IOU: [98.03, 84.43, 92.75, 57.75, 59.83, 64.64, 71.31, 78.54, 92.53, 62.25, 95.04, 81.68, 60.54, 95.25, 78.4, 84.67, 78.27, 61.52, 76.96]
mIOU: 77.6, mIOU_reduced: 77.56, accuracy: 96.08
epoch: 975
loss: 0.08688993381481928
IOU: [98.07, 84.63, 92.72, 59.27, 59.71, 64.84, 71.41, 78.76, 92.54, 62.81, 95.0, 81.53, 61.59, 95.2, 77.38, 84.44, 77.98, 62.92, 77.11]
mIOU: 77.78, mIOU_reduced: 77.77, accuracy: 96.09
epoch: 976
loss: 0.08780840873678097
IOU: [98.06, 84.56, 92.78, 58.83, 60.07, 65.04, 71.4, 78.72, 92.63, 63.51, 95.07, 81.71, 62.1, 95.24, 78.28, 84.92, 79.42, 63.08, 77.11]
mIOU: 78.03, mIOU_reduced: 77.95, accuracy: 96.12
epoch: 977
loss: 0.08655111557952155
IOU: [98.02, 84.4, 92.69, 58.36, 59.31, 64.42, 71.24, 78.5, 92.55, 63.26, 95.02, 81.74, 61.57, 95.24, 78.46, 85.43, 79.44, 63.48, 77.32]
mIOU: 77.92, mIOU_reduced: 77.83, accuracy: 96.08
epoch: 978
loss: 0.08707155364583123
IOU: [98.05, 84.52, 92.69, 60.3, 59.67, 64.74, 71.2, 78.77, 92.45, 61.83, 94.91, 81.41, 61.58, 95.21, 78.0, 84.65, 79.63, 63.51, 77.16]
mIOU: 77.91, mIOU_reduced: 77.81, accuracy: 96.07
epoch: 979
loss: 0.08697500715479053
IOU: [98.05, 84.56, 92.78, 59.89, 60.62, 65.03, 71.6, 79.03, 92.55, 63.33, 95.0, 81.62, 61.18, 95.21, 78.06, 85.36, 79.84, 62.72, 76.91]
mIOU: 78.07, mIOU_reduced: 77.97, accuracy: 96.11
epoch: 980
loss: 0.08581127722388651
IOU: [98.08, 84.79, 92.71, 59.78, 59.59, 64.96, 71.34, 78.99, 92.58, 63.39, 94.9, 81.67, 61.69, 95.18, 77.56, 84.13, 76.93, 63.3, 77.04]
mIOU: 77.82, mIOU_reduced: 77.87, accuracy: 96.11
epoch: 981
loss: 0.0865578862092887
IOU: [98.05, 84.62, 92.7, 59.15, 60.15, 64.71, 71.38, 78.89, 92.57, 63.37, 95.06, 81.51, 61.23, 95.18, 78.12, 85.17, 79.18, 61.92, 76.99]
mIOU: 77.89, mIOU_reduced: 77.82, accuracy: 96.1
epoch: 982
loss: 0.0854399717661409
IOU: [98.05, 84.67, 92.62, 55.47, 59.05, 64.88, 70.94, 78.9, 92.49, 62.65, 95.04, 81.49, 61.04, 95.24, 78.02, 85.11, 78.86, 62.82, 76.92]
mIOU: 77.59, mIOU_reduced: 77.52, accuracy: 96.06
epoch: 983
loss: 0.08460062945065794
IOU: [98.09, 84.76, 92.7, 56.72, 60.16, 64.88, 71.31, 78.95, 92.56, 62.75, 95.08, 81.67, 61.74, 95.29, 79.45, 85.45, 80.14, 61.95, 76.95]
mIOU: 77.93, mIOU_reduced: 77.81, accuracy: 96.11
epoch: 984
loss: 0.08687566107294631
IOU: [98.08, 84.65, 92.73, 58.44, 59.95, 65.15, 71.08, 78.98, 92.6, 63.42, 95.0, 81.62, 61.04, 95.24, 78.87, 85.27, 79.9, 62.52, 76.93]
mIOU: 77.97, mIOU_reduced: 77.87, accuracy: 96.11
epoch: 985
loss: 0.08516245887607256
IOU: [98.09, 84.76, 92.7, 57.32, 59.84, 65.38, 71.44, 79.05, 92.57, 62.89, 95.06, 81.39, 60.48, 95.27, 78.4, 84.92, 80.6, 61.36, 77.06]
mIOU: 77.82, mIOU_reduced: 77.67, accuracy: 96.11
epoch: 986
loss: 0.0847984811848386
IOU: [98.03, 84.36, 92.64, 55.92, 59.8, 64.95, 71.36, 78.64, 92.49, 62.46, 94.97, 81.45, 60.58, 95.27, 78.08, 84.64, 79.82, 62.13, 77.02]
mIOU: 77.61, mIOU_reduced: 77.49, accuracy: 96.05
epoch: 987
loss: 0.08526851659555319
IOU: [98.05, 84.6, 92.75, 57.95, 59.89, 65.33, 71.42, 78.92, 92.57, 63.04, 95.06, 81.65, 60.81, 95.24, 77.78, 84.34, 79.79, 62.39, 77.17]
mIOU: 77.83, mIOU_reduced: 77.72, accuracy: 96.1
epoch: 988
loss: 0.08501315589823491
IOU: [98.03, 84.51, 92.77, 59.05, 60.03, 65.11, 71.25, 78.85, 92.53, 62.71, 94.9, 81.76, 61.24, 95.23, 78.29, 84.88, 80.57, 62.23, 77.11]
mIOU: 77.95, mIOU_reduced: 77.8, accuracy: 96.09
epoch: 989
loss: 0.08450026679633442
IOU: [98.02, 84.43, 92.75, 58.45, 59.94, 65.01, 71.42, 78.81, 92.57, 63.16, 95.01, 81.64, 60.81, 95.29, 77.98, 84.6, 80.4, 61.75, 76.96]
mIOU: 77.84, mIOU_reduced: 77.7, accuracy: 96.09
epoch: 990
loss: 0.08509216440535299
IOU: [98.0, 84.23, 92.74, 57.61, 60.43, 65.07, 71.52, 78.76, 92.57, 63.44, 95.07, 81.48, 60.84, 95.27, 78.0, 84.79, 80.61, 62.24, 77.16]
mIOU: 77.88, mIOU_reduced: 77.73, accuracy: 96.08
epoch: 991
loss: 0.08392210390087408
IOU: [98.0, 84.34, 92.77, 58.54, 60.03, 65.39, 71.52, 78.73, 92.61, 63.38, 95.01, 81.46, 60.61, 95.29, 78.2, 84.78, 80.2, 61.6, 77.03]
mIOU: 77.87, mIOU_reduced: 77.74, accuracy: 96.1
epoch: 992
loss: 0.08411839264984722
IOU: [98.07, 84.65, 92.8, 57.57, 60.46, 65.41, 71.45, 78.8, 92.57, 63.35, 95.11, 81.54, 60.77, 95.24, 77.48, 84.42, 80.18, 62.14, 77.07]
mIOU: 77.85, mIOU_reduced: 77.72, accuracy: 96.11
epoch: 993
loss: 0.08505011006506948
IOU: [98.02, 84.36, 92.74, 56.58, 59.97, 65.24, 71.32, 78.73, 92.56, 62.84, 95.08, 81.75, 61.58, 95.21, 78.14, 84.73, 80.1, 61.89, 77.1]
mIOU: 77.79, mIOU_reduced: 77.66, accuracy: 96.08
epoch: 994
loss: 0.08400959810719015
IOU: [98.05, 84.55, 92.77, 58.0, 60.47, 65.39, 71.45, 78.78, 92.48, 62.22, 95.08, 81.73, 61.4, 95.26, 77.83, 84.57, 80.46, 62.11, 76.87]
mIOU: 77.87, mIOU_reduced: 77.72, accuracy: 96.08
epoch: 995
loss: 0.08666242234348608
IOU: [98.0, 84.29, 92.79, 58.76, 59.87, 65.26, 71.53, 78.72, 92.54, 62.97, 95.14, 81.7, 61.29, 95.25, 78.83, 85.06, 80.44, 63.02, 77.0]
mIOU: 78.02, mIOU_reduced: 77.89, accuracy: 96.09
epoch: 996
loss: 0.08450323919642647
IOU: [98.02, 84.35, 92.72, 57.5, 60.22, 65.24, 71.55, 78.7, 92.52, 62.8, 95.05, 81.77, 61.5, 95.25, 79.46, 85.19, 80.08, 63.09, 77.07]
mIOU: 78.0, mIOU_reduced: 77.89, accuracy: 96.08
epoch: 997
loss: 0.08344723163749973
IOU: [98.0, 84.24, 92.74, 55.81, 60.18, 65.28, 71.51, 78.74, 92.57, 63.15, 95.1, 81.78, 61.29, 95.24, 78.66, 84.81, 80.38, 62.97, 77.05]
mIOU: 77.87, mIOU_reduced: 77.73, accuracy: 96.07
epoch: 998
loss: 0.08567656430031732
IOU: [98.01, 84.37, 92.71, 56.44, 60.16, 65.28, 71.55, 78.86, 92.58, 63.21, 95.1, 81.79, 61.34, 95.26, 78.43, 84.75, 80.44, 62.91, 76.92]
mIOU: 77.9, mIOU_reduced: 77.76, accuracy: 96.08
epoch: 999
loss: 0.08375913285301381
IOU: [97.98, 84.08, 92.66, 54.68, 60.18, 65.26, 71.52, 78.77, 92.6, 62.69, 95.09, 81.7, 61.33, 95.27, 78.18, 84.87, 80.46, 62.44, 76.99]
mIOU: 77.72, mIOU_reduced: 77.57, accuracy: 96.05
Best mIOU: 78.07125995033665
Best global accuracy: 96.11657857894897
Training time 1 day, 18:38:20
mIOUs: [78.07125995033665]
global_accuracies: [96.11657857894897]
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run: 3
epoch: 0
loss: 1.2848305543156646
IOU: [77.88, 12.31, 50.78, 0.89, 0.01, 0.1, 0.0, 0.0, 51.28, 11.68, 61.42, 0.14, 0.0, 8.46, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.47, mIOU_reduced: 15.28, accuracy: 68.12
epoch: 1
loss: 0.9474507838567955
epoch: 2
loss: 0.8290887984304094
epoch: 3
loss: 0.7782764518357351
epoch: 4
loss: 0.7040029838882045
epoch: 5
loss: 0.6523646389377727
epoch: 6
loss: 0.6197326139137751
epoch: 7
loss: 0.6135160448255564
epoch: 8
loss: 0.5358396983050272
epoch: 9
loss: 0.5345697137866059
epoch: 10
loss: 0.5220880056166585
epoch: 11
loss: 0.48379148089018154
epoch: 12
loss: 0.4803950303809019
epoch: 13
loss: 0.4480518481802105
epoch: 14
loss: 0.46082360950120377
epoch: 15
loss: 0.42786549557894066
epoch: 16
loss: 0.41117328911457424
epoch: 17
loss: 0.4125969214339783
epoch: 18
loss: 0.42097285679087165
epoch: 19
loss: 0.3851100981556823
epoch: 20
loss: 0.37740233307578813
epoch: 21
loss: 0.38629237022200685
epoch: 22
loss: 0.37635244762479775
epoch: 23
loss: 0.3720028449020617
epoch: 24
loss: 0.35314051674382707
IOU: [95.18, 67.25, 83.71, 26.05, 25.05, 37.55, 26.45, 37.32, 86.61, 44.23, 90.1, 53.99, 5.4, 82.48, 18.54, 31.67, 28.56, 11.53, 52.57]
mIOU: 47.59, mIOU_reduced: 48.65, accuracy: 90.87
epoch: 25
loss: 0.35234334711437276
epoch: 26
loss: 0.34261667146033675
epoch: 27
loss: 0.361846492899396
epoch: 28
loss: 0.3403481424979444
epoch: 29
loss: 0.33964593559905204
epoch: 30
loss: 0.344209760146321
epoch: 31
loss: 0.33604699280866074
epoch: 32
loss: 0.3356023993533898
epoch: 33
loss: 0.3172967321869498
epoch: 34
loss: 0.32865144489107107
epoch: 35
loss: 0.3212483546161909
epoch: 36
loss: 0.3377504781330371
epoch: 37
loss: 0.32039523646837936
epoch: 38
loss: 0.31546815510869347
epoch: 39
loss: 0.33341942619120657
epoch: 40
loss: 0.3262707741273381
epoch: 41
loss: 0.3163596443088871
epoch: 42
loss: 0.3162132730541846
epoch: 43
loss: 0.32197554698690894
epoch: 44
loss: 0.3007448342932524
epoch: 45
loss: 0.3066517452024064
epoch: 46
loss: 0.30903388933351417
epoch: 47
loss: 0.2992797027219017
epoch: 48
loss: 0.30257690936889287
epoch: 49
loss: 0.29177254968576355
IOU: [95.51, 68.08, 86.07, 29.87, 34.04, 43.04, 40.46, 50.15, 89.07, 53.62, 91.35, 61.31, 21.04, 87.98, 31.92, 47.87, 38.27, 21.63, 59.04]
mIOU: 55.28, mIOU_reduced: 56.23, accuracy: 92.13
epoch: 50
loss: 0.29109371025767933
epoch: 51
loss: 0.2905816863167961
epoch: 52
loss: 0.29633241630789403
epoch: 53
loss: 0.301672737714094
epoch: 54
loss: 0.2840048621365966
epoch: 55
loss: 0.2769125194723073
epoch: 56
loss: 0.28133021519993834
epoch: 57
loss: 0.2836226185939383
epoch: 58
loss: 0.2842590312832449
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loss: 0.294564278058286
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loss: 0.28369603641431607
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loss: 0.2807313536376645
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loss: 0.2825259080713971
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loss: 0.27099131389126946
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loss: 0.2797989872989629
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loss: 0.2689552799550028
epoch: 66
loss: 0.27586928977959885
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loss: 0.26258584603948415
epoch: 68
loss: 0.25222773528645304
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loss: 0.29712761428478274
epoch: 70
loss: 0.2680295658400759
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loss: 0.26238821386648314
epoch: 72
loss: 0.27305616482570166
epoch: 73
loss: 0.26032853014064283
epoch: 74
loss: 0.28103123197578034
IOU: [96.33, 74.36, 86.31, 36.23, 31.16, 40.8, 41.51, 56.4, 89.26, 48.42, 90.26, 64.78, 30.58, 88.34, 31.5, 56.89, 24.01, 21.41, 62.41]
mIOU: 56.37, mIOU_reduced: 58.16, accuracy: 92.59
epoch: 75
loss: 0.26598584226199556
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loss: 0.2722051276993559
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loss: 0.2627880605404589
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loss: 0.261453975283232
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loss: 0.27204795748075705
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loss: 0.25432310126862434
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loss: 0.2430130039665577
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loss: 0.2480350727983562
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loss: 0.2541379576744738
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loss: 0.26471375471176806
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loss: 0.2566321072472395
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loss: 0.23505305856305633
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loss: 0.2471840564573229
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loss: 0.24932607096642498
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loss: 0.25833831558812337
epoch: 93
loss: 0.2563476244394349
epoch: 94
loss: 0.2530401119726366
epoch: 95
loss: 0.27106616929213634
epoch: 96
loss: 0.266088784102481
epoch: 97
loss: 0.2572359364791058
epoch: 98
loss: 0.24930213917940452
epoch: 99
loss: 0.2416779651956738
IOU: [95.67, 70.03, 85.72, 28.78, 30.9, 43.68, 44.31, 50.9, 89.38, 53.4, 88.95, 61.48, 36.56, 87.37, 28.71, 47.88, 32.32, 18.83, 56.62]
mIOU: 55.34, mIOU_reduced: 56.62, accuracy: 92.12
epoch: 100
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loss: 0.2521543362431449
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loss: 0.2434026279820586
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loss: 0.23820882895082798
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loss: 0.24274856020819466
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loss: 0.23772702585012123
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loss: 0.2510570813663244
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loss: 0.2417012614140292
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loss: 0.24873777207820563
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loss: 0.24726189843647564
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loss: 0.2319674474209788
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loss: 0.23579260000000102
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loss: 0.23953031535659516
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loss: 0.24491590291582993
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loss: 0.22999207183437528
epoch: 122
loss: 0.2303047169130446
epoch: 123
loss: 0.24370680480311824
epoch: 124
loss: 0.2277231405607131
IOU: [97.0, 77.24, 88.31, 35.02, 41.36, 50.45, 47.86, 65.05, 90.2, 55.77, 92.1, 71.73, 42.73, 91.47, 47.75, 64.89, 38.94, 33.2, 66.06]
mIOU: 63.01, mIOU_reduced: 64.35, accuracy: 93.9
epoch: 125
loss: 0.2551616574273598
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loss: 0.23937952488339492
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loss: 0.23186912375560026
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loss: 0.2257636377030627
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loss: 0.22494386120465887
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loss: 0.21230155956552357
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loss: 0.2296122707767949
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loss: 0.23713007288159066
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loss: 0.21581884847095392
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loss: 0.22633486028228486
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loss: 0.22151573008363137
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loss: 0.22060010048016063
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loss: 0.23950400846104095
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loss: 0.233243167159371
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loss: 0.22107759451448436
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loss: 0.2350958281289535
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loss: 0.2100922551076367
epoch: 148
loss: 0.22308525908989404
epoch: 149
loss: 0.2203811999520844
IOU: [96.96, 76.19, 87.94, 18.55, 32.53, 50.0, 48.63, 65.2, 89.53, 53.29, 92.63, 71.68, 42.11, 91.75, 49.46, 68.5, 31.77, 39.09, 68.04]
mIOU: 61.78, mIOU_reduced: 63.45, accuracy: 93.66
epoch: 150
loss: 0.2243422920893466
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loss: 0.22952233668607522
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loss: 0.22084736233612276
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loss: 0.20098064496430426
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loss: 0.20303675474101965
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loss: 0.21552533033803467
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loss: 0.22779079733511828
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loss: 0.22443803604642015
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loss: 0.21768017583137575
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loss: 0.22471347864908028
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loss: 0.231733606470563
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loss: 0.24844446266195525
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loss: 0.22195539944817758
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loss: 0.20937812346412807
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loss: 0.21633482782667215
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loss: 0.1988028279051305
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loss: 0.19558229474124883
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loss: 0.21867413111934764
epoch: 173
loss: 0.22270738530271458
epoch: 174
loss: 0.2220477276052426
IOU: [95.3, 71.0, 87.45, 30.92, 43.14, 43.88, 43.99, 59.71, 87.98, 43.72, 92.46, 71.19, 34.58, 89.13, 39.68, 63.2, 32.03, 32.02, 66.96]
mIOU: 59.39, mIOU_reduced: 60.91, accuracy: 92.61
epoch: 175
loss: 0.22208260256807116
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loss: 0.21987240877996558
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loss: 0.22955634109575473
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loss: 0.22714712832253578
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loss: 0.2267307090269266
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loss: 0.22872643988087493
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loss: 0.23763435922382334
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loss: 0.2112351706969449
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loss: 0.23191075498926028
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loss: 0.2087445799512362
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loss: 0.20886564294925597
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loss: 0.20733608078522825
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loss: 0.2066722807858511
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loss: 0.20843690649839747
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loss: 0.20612680329627425
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loss: 0.21102671785094346
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loss: 0.21286233436225882
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loss: 0.22496423832168477
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loss: 0.22139627621019625
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loss: 0.20466357419352646
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loss: 0.21011220611571624
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loss: 0.2088752473902831
epoch: 197
loss: 0.20316385044000862
epoch: 198
loss: 0.21226995691375913
epoch: 199
loss: 0.22051206899862083
IOU: [96.93, 76.56, 89.54, 32.13, 48.16, 53.38, 58.21, 68.94, 90.23, 53.53, 93.01, 73.21, 48.19, 91.91, 51.91, 73.21, 61.74, 25.44, 61.88]
mIOU: 65.69, mIOU_reduced: 65.91, accuracy: 94.11
epoch: 200
loss: 0.2006936721563982
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loss: 0.21279273832824352
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loss: 0.19756353875456473
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loss: 0.22116204302988926
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loss: 0.22112744687140148
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loss: 0.19158490026254216
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loss: 0.19784682647719215
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loss: 0.21907831130002065
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loss: 0.20968048820759086
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loss: 0.19466408783936437
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loss: 0.20181460154426065
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loss: 0.22116773692022437
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loss: 0.21280528275632474
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loss: 0.20305600937084367
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loss: 0.19986468649938743
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loss: 0.19723802361125253
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loss: 0.20375886754285935
epoch: 218
loss: 0.20971927629166215
epoch: 219
loss: 0.24172065613886737
epoch: 220
loss: 0.21304304540317978
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loss: 0.21237625069213364
epoch: 222
loss: 0.20330974744818603
epoch: 223
loss: 0.2046347856119958
epoch: 224
loss: 0.21158370735108692
IOU: [97.18, 78.44, 89.15, 33.38, 49.01, 52.78, 56.32, 69.01, 90.31, 51.86, 93.19, 73.56, 47.3, 91.68, 56.36, 65.46, 50.8, 44.81, 67.72]
mIOU: 66.23, mIOU_reduced: 67.09, accuracy: 94.21
epoch: 225
loss: 0.19943804693511233
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loss: 0.1845767134725244
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loss: 0.19628817214557745
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loss: 0.19446790818817852
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loss: 0.19113704074184207
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loss: 0.19354077042996723
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loss: 0.22928083740235017
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loss: 0.21997505400299705
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loss: 0.20317194165004232
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loss: 0.23046656141705268
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loss: 0.20263693925505377
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loss: 0.19414113935916572
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loss: 0.19508983837465713
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loss: 0.19578982600465297
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loss: 0.1904920313678019
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loss: 0.21313689606931974
epoch: 241
loss: 0.19870794855680748
epoch: 242
loss: 0.18844566309468122
epoch: 243
loss: 0.1883604258620193
epoch: 244
loss: 0.2255078583072138
epoch: 245
loss: 0.21494742874507955
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loss: 0.1912364401626137
epoch: 247
loss: 0.19066809218206174
epoch: 248
loss: 0.2107158386201229
epoch: 249
loss: 0.2118894846813698
IOU: [96.66, 77.08, 88.51, 28.56, 48.24, 55.17, 57.66, 67.78, 87.9, 46.14, 92.01, 73.98, 49.46, 90.96, 50.38, 56.35, 32.8, 39.47, 68.34]
mIOU: 63.55, mIOU_reduced: 65.26, accuracy: 93.53
epoch: 250
loss: 0.19362579750002556
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loss: 0.2049113900232508
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loss: 0.19192090210808577
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loss: 0.19053676051672577
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loss: 0.19465445590549402
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loss: 0.18539052111199603
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loss: 0.2006890325533412
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loss: 0.18521115681874462
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loss: 0.1877418847458382
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loss: 0.19076814381983082
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loss: 0.18622696921831836
epoch: 261
loss: 0.2017027010132039
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loss: 0.2103672029395309
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loss: 0.19608987020353744
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loss: 0.18436616211326295
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loss: 0.1946753231542451
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loss: 0.18583505506303433
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loss: 0.19689436698698934
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loss: 0.19258600557750127
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loss: 0.20278508332620734
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loss: 0.20601104635675
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loss: 0.1931090426814524
epoch: 272
loss: 0.20306039270204354
epoch: 273
loss: 0.19844788286804832
epoch: 274
loss: 0.20335655585132198
IOU: [97.37, 79.62, 89.58, 36.04, 46.69, 56.19, 56.8, 65.84, 90.63, 50.99, 92.67, 71.59, 29.27, 90.93, 51.66, 65.86, 34.54, 17.93, 68.65]
mIOU: 62.78, mIOU_reduced: 64.35, accuracy: 94.28
epoch: 275
loss: 0.22798149215403915
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loss: 0.19098694096357033
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loss: 0.19379674008673414
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loss: 0.21139270840388424
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loss: 0.19314006023169206
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loss: 0.1897084694104696
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loss: 0.20163298336000776
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loss: 0.19291991178157195
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loss: 0.1877885548814609
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loss: 0.1975027094030316
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loss: 0.18868143573363194
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loss: 0.1943730908142267
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loss: 0.1850400150746027
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loss: 0.2135785827940365
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loss: 0.19778211461003578
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loss: 0.1933977710951692
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loss: 0.17875244221436687
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loss: 0.198245340340703
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loss: 0.19336400403970014
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loss: 0.1990545970811998
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loss: 0.1807471635849328
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loss: 0.17501044604736518
epoch: 297
loss: 0.18753969757704722
epoch: 298
loss: 0.1948987452007047
epoch: 299
loss: 0.17355659212465235
IOU: [96.63, 75.88, 89.97, 39.55, 50.3, 56.32, 61.83, 71.97, 90.58, 57.84, 94.18, 75.02, 52.14, 91.99, 45.82, 72.03, 39.74, 42.29, 69.78]
mIOU: 67.04, mIOU_reduced: 68.56, accuracy: 94.21
epoch: 300
loss: 0.17884394428077735
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loss: 0.17887835041933625
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loss: 0.1974894270863173
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loss: 0.19259158399387832
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loss: 0.20656103510258975
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loss: 0.19325527090910632
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loss: 0.20558103766402788
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loss: 0.1931936604113913
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loss: 0.1849486246464066
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loss: 0.18013070622142754
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loss: 0.1924263542553164
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loss: 0.1771958768166943
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loss: 0.18094542959951004
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loss: 0.17211688422369506
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loss: 0.18365790261171577
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loss: 0.1799366505279374
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loss: 0.19143300107868533
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loss: 0.18822509847641633
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loss: 0.1757014098996422
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loss: 0.17915538638187548
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loss: 0.18401800565963808
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loss: 0.2120160182129662
epoch: 322
loss: 0.19199185521213835
epoch: 323
loss: 0.18686218095837898
epoch: 324
loss: 0.1856461992120807
IOU: [97.18, 80.4, 90.12, 40.33, 51.44, 56.66, 60.76, 72.41, 90.72, 58.79, 93.03, 75.87, 52.58, 91.91, 52.66, 54.85, 29.38, 36.6, 69.44]
mIOU: 66.06, mIOU_reduced: 68.1, accuracy: 94.54
epoch: 325
loss: 0.1735111263924532
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loss: 0.18758558200777703
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loss: 0.19415145576241202
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loss: 0.2016430751814675
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loss: 0.20849258145392743
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loss: 0.18961360620841824
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loss: 0.1821142599749758
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loss: 0.17628829215334432
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loss: 0.19354948754901835
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loss: 0.20545387249992222
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loss: 0.17957958751772293
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loss: 0.18548988522786014
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loss: 0.18153339807154997
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loss: 0.19151768455849183
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loss: 0.17067301723192324
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loss: 0.17418301013120102
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loss: 0.19534579124251467
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loss: 0.21619640429305903
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loss: 0.19924842648589708
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loss: 0.18778947548001923
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loss: 0.17206951718767377
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loss: 0.1798122420786526
epoch: 347
loss: 0.17205604714042735
epoch: 348
loss: 0.17014850459169506
epoch: 349
loss: 0.16620676362048584
IOU: [97.32, 79.2, 90.51, 40.73, 49.08, 57.97, 61.05, 71.5, 91.14, 57.54, 92.89, 76.96, 55.2, 92.57, 52.25, 74.2, 43.8, 41.89, 70.96]
mIOU: 68.25, mIOU_reduced: 69.61, accuracy: 94.78
epoch: 350
loss: 0.17929916254513348
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loss: 0.1973924042601791
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loss: 0.20189676365521397
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loss: 0.17309758711776965
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loss: 0.1749094351122
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loss: 0.1988350279087005
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loss: 0.19645810629318988
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loss: 0.17944332752427
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loss: 0.1953465668861114
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loss: 0.2042344279406527
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loss: 0.1745376520039579
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loss: 0.17472409587504087
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loss: 0.18934624021586705
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loss: 0.17357128627618368
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loss: 0.18585618882568056
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loss: 0.1742095822955399
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loss: 0.1673752567316644
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loss: 0.18520491851388282
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loss: 0.17474138475653297
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loss: 0.17352099272841714
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loss: 0.19186879013667532
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loss: 0.1713350974726227
epoch: 372
loss: 0.17953767261977466
epoch: 373
loss: 0.1929767749340065
epoch: 374
loss: 0.20768498832164106
IOU: [97.18, 77.92, 89.38, 44.66, 48.23, 56.24, 60.56, 70.53, 90.73, 55.26, 92.95, 73.56, 44.52, 91.99, 52.5, 68.78, 51.97, 45.23, 69.62]
mIOU: 67.46, mIOU_reduced: 68.32, accuracy: 94.42
epoch: 375
loss: 0.18153533472044447
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loss: 0.17721801765283163
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loss: 0.18266266016063665
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loss: 0.18895221146129854
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loss: 0.19070454044242433
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loss: 0.18936848250842803
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loss: 0.1721812414753469
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loss: 0.16822872345016973
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loss: 0.16964710005772404
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loss: 0.17600609631229924
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loss: 0.1808214145047324
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loss: 0.17103038167937426
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loss: 0.18874939207760794
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loss: 0.1665357570804033
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loss: 0.1716684335365771
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loss: 0.1643287077184636
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loss: 0.17736039336800896
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loss: 0.17604442388622588
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loss: 0.16913290404164888
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loss: 0.177612238214665
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loss: 0.18517315678921029
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loss: 0.19930848545542945
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loss: 0.17601371353687945
epoch: 398
loss: 0.1642512662632446
epoch: 399
loss: 0.1727975340424522
IOU: [96.49, 75.12, 89.74, 25.84, 48.64, 56.7, 61.06, 72.14, 90.97, 58.03, 93.17, 75.1, 52.11, 92.5, 54.53, 75.11, 61.11, 44.48, 69.41]
mIOU: 68.01, mIOU_reduced: 68.4, accuracy: 94.26
epoch: 400
loss: 0.16560810209927213
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loss: 0.1853082631476163
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loss: 0.1839780900878405
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loss: 0.18625569217047602
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loss: 0.16713321640726048
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loss: 0.18297355350940375
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loss: 0.17292257651405515
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loss: 0.17488443471913068
epoch: 408
loss: 0.1739451577158951
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loss: 0.16435329931363904
epoch: 410
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loss: 0.1803753837099615
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loss: 0.19702751703580434
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loss: 0.22495665461467604
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loss: 0.17942076985726782
epoch: 422
loss: 0.20321694179124267
epoch: 423
loss: 0.17980174509421834
epoch: 424
loss: 0.16397798955038873
IOU: [97.25, 79.02, 90.19, 37.5, 52.58, 57.86, 63.67, 74.12, 91.38, 55.17, 94.18, 76.78, 55.63, 93.1, 62.24, 75.8, 60.11, 47.93, 70.98]
mIOU: 70.29, mIOU_reduced: 70.86, accuracy: 94.75
epoch: 425
loss: 0.16316778130447768
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loss: 0.17049028160115778
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loss: 0.17607350115265166
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loss: 0.16431756030436795
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loss: 0.16998273272800318
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loss: 0.18125056045636975
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loss: 0.1862903986819028
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loss: 0.17871756596626298
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loss: 0.17466657538458985
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loss: 0.16726317624197495
epoch: 448
loss: 0.15365154609445614
epoch: 449
loss: 0.16855346586183717
IOU: [96.54, 74.99, 79.72, 4.15, 15.16, 42.81, 43.1, 62.95, 85.54, 47.99, 90.31, 69.66, 40.53, 90.23, 28.7, 67.11, 32.98, 29.13, 58.4]
mIOU: 55.79, mIOU_reduced: 57.06, accuracy: 91.58
epoch: 450
loss: 0.2115053515831094
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loss: 0.16512037128852705
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loss: 0.17909736535700183
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loss: 0.17959320350396987
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loss: 0.17094123638624129
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loss: 0.16341907113308535
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loss: 0.160351101258855
epoch: 474
loss: 0.1653057187795639
IOU: [97.23, 78.82, 90.09, 37.23, 49.6, 57.82, 63.03, 68.2, 91.37, 58.31, 92.74, 73.74, 44.34, 92.96, 71.68, 71.06, 33.34, 31.91, 65.09]
mIOU: 66.77, mIOU_reduced: 68.62, accuracy: 94.63
epoch: 475
loss: 0.18205635229532288
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loss: 0.17500782504958926
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loss: 0.17310188791019254
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loss: 0.15215887378328893
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loss: 0.14996281836553405
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loss: 0.15365709065186045
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loss: 0.1647879256392425
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loss: 0.1717787854514032
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loss: 0.18051425674854907
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loss: 0.18500223010778427
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loss: 0.15960199727282692
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loss: 0.16046657387137092
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loss: 0.1722777168745943
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loss: 0.17102310955122796
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loss: 0.17404978559666245
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loss: 0.15935797563620976
epoch: 499
loss: 0.1586457779103855
IOU: [97.22, 79.83, 90.71, 35.02, 52.27, 59.21, 63.67, 70.62, 91.53, 54.48, 94.2, 77.3, 53.65, 91.3, 55.72, 66.43, 61.04, 51.62, 72.35]
mIOU: 69.38, mIOU_reduced: 69.84, accuracy: 94.75
epoch: 500
loss: 0.1551916388408193
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loss: 0.16329672886435234
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loss: 0.172005483383599
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loss: 0.1635572020456476
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loss: 0.1540434705118606
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loss: 0.16024061157857633
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loss: 0.1587605061074794
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loss: 0.16854474615215292
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loss: 0.15790942082347253
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loss: 0.16454019602337938
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loss: 0.16909952891483462
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loss: 0.1639937684140758
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loss: 0.16571749031865052
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loss: 0.16400460816538237
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loss: 0.14884979350145935
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loss: 0.18784181516607495
epoch: 524
loss: 0.18290483915420233
IOU: [97.06, 79.26, 88.8, 37.16, 46.09, 56.88, 60.41, 72.68, 89.7, 58.95, 91.3, 76.36, 49.94, 91.05, 47.77, 68.42, 62.08, 42.66, 71.73]
mIOU: 67.81, mIOU_reduced: 68.12, accuracy: 94.25
epoch: 525
loss: 0.1612955752529224
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loss: 0.1506242541410531
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loss: 0.16249827544563863
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loss: 0.16722187956147438
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loss: 0.15757084676036937
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loss: 0.14621805976021965
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loss: 0.14844720971311198
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loss: 0.15437372101124405
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loss: 0.14892476272952523
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loss: 0.174565891150355
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loss: 0.17216837578867325
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loss: 0.15898813369540835
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loss: 0.15039885369433226
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loss: 0.15213192485252802
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loss: 0.15339898189524756
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loss: 0.1534405339238136
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loss: 0.1490032541141356
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loss: 0.14612898600069338
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loss: 0.15447761030049337
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loss: 0.17672553114251627
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loss: 0.185134910408538
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loss: 0.1511860818594614
epoch: 548
loss: 0.15349431647203682
epoch: 549
loss: 0.1545278822797328
IOU: [97.42, 81.01, 91.12, 40.67, 50.57, 58.1, 62.66, 73.97, 91.45, 59.81, 93.84, 77.4, 56.38, 93.11, 60.57, 77.87, 54.68, 35.22, 70.74]
mIOU: 69.82, mIOU_reduced: 70.66, accuracy: 95.05
epoch: 550
loss: 0.16077446104140294
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loss: 0.1732027363383545
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loss: 0.15684010554356073
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loss: 0.15313726101281508
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loss: 0.1566110692135086
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loss: 0.15726702889261862
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loss: 0.16408905511435795
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loss: 0.169941129910978
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loss: 0.15792017564619326
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loss: 0.19340294888720036
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loss: 0.17947094371376654
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loss: 0.16195214459436602
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loss: 0.1515238147500069
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loss: 0.14903640853507177
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loss: 0.15156868212627914
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loss: 0.15116045041627318
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loss: 0.15426532562691567
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loss: 0.15520970718156937
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loss: 0.1600410264296673
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loss: 0.1626729202479365
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loss: 0.15282756957725052
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loss: 0.15100017322523573
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loss: 0.15550340063408058
epoch: 573
loss: 0.15086472942180068
epoch: 574
loss: 0.15734261635821464
IOU: [97.2, 79.42, 90.85, 53.95, 54.57, 58.36, 59.59, 69.34, 91.82, 61.6, 94.35, 76.94, 55.97, 93.95, 69.72, 74.78, 72.56, 52.47, 72.85]
mIOU: 72.65, mIOU_reduced: 72.65, accuracy: 95.07
epoch: 575
loss: 0.16645997425295272
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loss: 0.15236322581768036
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loss: 0.1421849898331249
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loss: 0.14951391238970255
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loss: 0.15173997691860097
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loss: 0.16080068981631426
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loss: 0.17773282489766973
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loss: 0.15675712925083232
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loss: 0.16923357962035748
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loss: 0.1512147237589417
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loss: 0.14850603465764028
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loss: 0.14818077502305296
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loss: 0.1992988454082584
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loss: 0.16074370277538455
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loss: 0.16342622240518304
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loss: 0.1633556409666159
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loss: 0.14736122977380162
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loss: 0.14953725471731144
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loss: 0.14088567591340073
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loss: 0.13747179108568922
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loss: 0.15259208417726014
epoch: 596
loss: 0.14927122462791895
epoch: 597
loss: 0.14468546621401035
epoch: 598
loss: 0.14369367167474126
epoch: 599
loss: 0.14893646253087128
IOU: [97.47, 80.59, 89.54, 33.69, 38.36, 55.19, 64.34, 72.28, 91.17, 59.74, 92.87, 76.29, 56.27, 92.46, 58.38, 76.84, 49.77, 39.64, 69.88]
mIOU: 68.15, mIOU_reduced: 69.17, accuracy: 94.51
epoch: 600
loss: 0.1659453998437789
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loss: 0.14839395103509215
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loss: 0.14965075186160054
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loss: 0.14490734179305903
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loss: 0.1414308469049693
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loss: 0.15050358813245984
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loss: 0.1504220899666416
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loss: 0.1621682047843933
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loss: 0.1507657495028568
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loss: 0.14484815642920465
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loss: 0.17206549704717497
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loss: 0.18175784406073975
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loss: 0.16017836249983214
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loss: 0.16155349447158468
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loss: 0.16678429324671906
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loss: 0.15634843859711103
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loss: 0.14154020347444196
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loss: 0.1512492904765908
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loss: 0.1507659427158916
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loss: 0.1465599588105942
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loss: 0.14617060393978643
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loss: 0.17026332109122264
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loss: 0.1544453693689362
epoch: 623
loss: 0.14897814850922864
epoch: 624
loss: 0.14166454514965535
IOU: [97.36, 79.45, 91.15, 49.4, 54.34, 60.63, 64.94, 73.76, 91.68, 57.27, 94.12, 78.03, 57.56, 93.95, 69.87, 86.87, 73.98, 49.36, 73.32]
mIOU: 73.53, mIOU_reduced: 73.5, accuracy: 95.21
epoch: 625
loss: 0.1426536053459278
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loss: 0.13562993572728654
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loss: 0.13930525297344212
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loss: 0.1411063216245078
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loss: 0.14022747860001425
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loss: 0.1359581570178672
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loss: 0.13965439820546666
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loss: 0.14357073488582497
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loss: 0.13850103931205293
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loss: 0.1350146407346841
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loss: 0.16618046586243612
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loss: 0.14468485189255356
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loss: 0.1431792411963252
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loss: 0.13798102348882232
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loss: 0.15798294331346238
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loss: 0.14239508670696993
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loss: 0.14931050226132503
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loss: 0.14888848249883344
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loss: 0.1417668569441433
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loss: 0.15056256706904209
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loss: 0.15973335910196895
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loss: 0.15499434620141983
epoch: 647
loss: 0.14799764806610555
epoch: 648
loss: 0.15025250541392685
epoch: 649
loss: 0.14467166390300118
IOU: [97.56, 81.36, 91.2, 47.11, 55.45, 60.71, 68.37, 75.09, 91.96, 60.43, 93.55, 79.17, 55.8, 92.05, 52.34, 76.64, 72.89, 47.1, 73.08]
mIOU: 72.2, mIOU_reduced: 72.16, accuracy: 95.19
epoch: 650
loss: 0.13823425191431996
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loss: 0.13854278750577062
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loss: 0.15651625760321347
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loss: 0.15399547242572045
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loss: 0.15643353009159675
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loss: 0.1432906703124792
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loss: 0.140689095216138
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loss: 0.14639599954664226
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loss: 0.14258779185721174
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loss: 0.14149305768652426
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loss: 0.14151329460812387
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loss: 0.15918324128636774
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loss: 0.15238340068457903
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loss: 0.16753264444295288
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loss: 0.14599735374158285
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loss: 0.1534884163753363
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loss: 0.14974849460259923
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loss: 0.13956152215961498
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loss: 0.13300658776512686
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loss: 0.16364045605826572
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loss: 0.16500278367507812
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loss: 0.14114875675774005
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loss: 0.14248755168561344
epoch: 673
loss: 0.14219462194773708
epoch: 674
loss: 0.1427900894191066
IOU: [97.64, 81.5, 91.26, 43.92, 55.16, 60.47, 65.26, 75.16, 91.52, 61.89, 93.6, 78.65, 58.14, 93.93, 68.19, 80.83, 54.0, 51.03, 73.77]
mIOU: 72.42, mIOU_reduced: 73.44, accuracy: 95.28
epoch: 675
loss: 0.14158301224123757
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loss: 0.13807400569038572
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loss: 0.13465910264343586
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loss: 0.1358668530646039
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loss: 0.13171777075954846
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loss: 0.13716291648278017
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loss: 0.13289744824653044
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loss: 0.12887305033335467
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loss: 0.13736147180480776
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loss: 0.14187141664506933
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loss: 0.14795614479767344
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loss: 0.14977071052693292
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loss: 0.15864301647619417
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loss: 0.14968804171625175
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loss: 0.15045095709054618
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loss: 0.1393148732394221
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loss: 0.14103470989716343
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loss: 0.13246439859230885
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loss: 0.1345134564446953
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loss: 0.138328248921109
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loss: 0.1383488272640583
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loss: 0.13066640500270452
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loss: 0.12972033196543106
epoch: 698
loss: 0.13351704909232748
epoch: 699
loss: 0.1485204540012339
IOU: [96.93, 78.02, 91.04, 39.05, 55.74, 60.62, 66.75, 74.58, 91.61, 52.34, 94.24, 78.69, 59.99, 93.64, 65.26, 78.36, 45.56, 58.09, 73.81]
mIOU: 71.28, mIOU_reduced: 72.71, accuracy: 94.98
epoch: 700
loss: 0.1401636073933136
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loss: 0.1498412404339911
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loss: 0.13801740250497493
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loss: 0.12967823795231204
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loss: 0.1341996212010435
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loss: 0.13614929202351608
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loss: 0.12888815615456703
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loss: 0.16730418431791014
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loss: 0.13899873283433142
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loss: 0.13434717633492863
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loss: 0.1310617642180939
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loss: 0.13585040844836324
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loss: 0.13426946125663516
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loss: 0.1253185506980374
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loss: 0.12944347399344663
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loss: 0.13333522570583056
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loss: 0.14240672830944112
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loss: 0.13306340972850264
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loss: 0.12562732665606266
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loss: 0.1298941062346623
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loss: 0.13708721107308755
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loss: 0.13164622431013462
epoch: 722
loss: 0.12718363335190436
epoch: 723
loss: 0.13877300383909694
epoch: 724
loss: 0.14372048155477427
IOU: [97.89, 82.95, 91.22, 44.44, 56.21, 59.71, 67.06, 74.64, 91.9, 61.25, 94.45, 79.62, 59.68, 93.58, 57.17, 81.19, 69.22, 57.89, 73.81]
mIOU: 73.36, mIOU_reduced: 73.59, accuracy: 95.46
epoch: 725
loss: 0.13253826897019003
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loss: 0.13555091545186596
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loss: 0.13327786402721611
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loss: 0.1338614134615001
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loss: 0.13994082260244298
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loss: 0.13169182712498378
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loss: 0.13491586786556758
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loss: 0.13525336002805483
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loss: 0.1372499551493524
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loss: 0.15928191866354158
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loss: 0.137912938597228
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loss: 0.13781069928022086
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loss: 0.13302334363891108
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loss: 0.12883084377831205
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loss: 0.1308253450253903
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loss: 0.12786900402722012
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loss: 0.13725988201375278
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loss: 0.14405322183335245
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loss: 0.14939855918730044
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loss: 0.13232069636250762
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loss: 0.1287967757073374
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loss: 0.12720248229661077
epoch: 747
loss: 0.16210305381495999
epoch: 748
loss: 0.14787353107309084
epoch: 749
loss: 0.13460789630917527
IOU: [97.7, 82.01, 91.24, 44.81, 56.52, 62.29, 67.34, 76.14, 92.12, 60.82, 94.46, 79.49, 58.9, 94.12, 70.61, 83.11, 62.84, 57.17, 73.34]
mIOU: 73.95, mIOU_reduced: 74.57, accuracy: 95.48
epoch: 750
loss: 0.12864701471961734
epoch: 751
loss: 0.1298827582774458
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loss: 0.1189775120296247
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loss: 0.11722137178532839
IOU: [97.86, 83.12, 92.06, 48.31, 56.87, 62.48, 69.08, 76.57, 92.19, 61.83, 94.74, 79.97, 60.01, 94.64, 72.73, 81.41, 68.08, 51.52, 74.53]
mIOU: 74.63, mIOU_reduced: 75.0, accuracy: 95.68
epoch: 775
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loss: 0.11843802360190214
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loss: 0.1177874822621397
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loss: 0.1162479267608766
IOU: [97.8, 83.06, 92.14, 53.44, 57.84, 62.16, 68.21, 76.05, 92.14, 61.19, 94.7, 80.11, 59.19, 94.14, 66.36, 83.16, 69.55, 58.74, 74.67]
mIOU: 74.98, mIOU_reduced: 75.28, accuracy: 95.67
epoch: 800
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loss: 0.131986463286806
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loss: 0.1234984196461436
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loss: 0.12080203908473013
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loss: 0.11698941966754728
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loss: 0.11356615192806624
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loss: 0.11345897257488693
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loss: 0.13476505730993985
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loss: 0.1231243725052741
IOU: [97.93, 83.67, 91.9, 56.33, 57.44, 62.52, 69.92, 76.38, 92.02, 60.46, 94.19, 79.51, 58.76, 94.02, 70.76, 84.74, 76.57, 58.02, 75.21]
mIOU: 75.81, mIOU_reduced: 75.77, accuracy: 95.7
epoch: 825
loss: 0.11837460909972615
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loss: 0.12477360372594747
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loss: 0.11892748382093128
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loss: 0.11899067947485376
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loss: 0.1376239096499839
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loss: 0.12561652851554583
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loss: 0.12659577346554984
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loss: 0.13331270384579655
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loss: 0.12460381292670242
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loss: 0.11747106704911131
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loss: 0.12842705984401576
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loss: 0.12232467028088968
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loss: 0.1203112880877568
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loss: 0.1218531719356213
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loss: 0.11350504913420048
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loss: 0.11284023033319458
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loss: 0.11507598840885085
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loss: 0.11769365406823608
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loss: 0.12240927284859583
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loss: 0.11115078010528556
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loss: 0.11344937789391957
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loss: 0.11389338465111275
epoch: 849
loss: 0.11121840212705
IOU: [97.62, 82.16, 92.02, 40.04, 59.07, 63.62, 70.1, 77.34, 92.0, 63.08, 94.74, 80.66, 61.53, 93.87, 63.78, 81.34, 56.28, 56.25, 75.31]
mIOU: 73.73, mIOU_reduced: 74.7, accuracy: 95.55
epoch: 850
loss: 0.11044038115244992
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loss: 0.10746030934215235
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loss: 0.11317761141977542
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loss: 0.1104981179105625
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loss: 0.10897290793993081
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loss: 0.11290127316093188
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loss: 0.10630165503392965
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loss: 0.1093131790786098
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loss: 0.1087660669597654
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loss: 0.11082310960540231
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loss: 0.10589762714834547
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loss: 0.10914180060281266
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loss: 0.10925050210358318
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loss: 0.10906250800967537
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loss: 0.10828141542779146
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loss: 0.10610651283090648
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loss: 0.10397001637040444
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loss: 0.10947211458274939
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loss: 0.104964181539826
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loss: 0.10411652917609703
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loss: 0.1035086162729726
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loss: 0.10364269544533643
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loss: 0.10231291680443641
epoch: 873
loss: 0.10337202768079996
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loss: 0.11603489401687508
IOU: [97.93, 83.7, 91.83, 40.92, 58.54, 63.75, 70.14, 77.31, 91.87, 59.78, 94.62, 81.04, 61.4, 94.55, 69.9, 85.84, 74.04, 61.03, 75.19]
mIOU: 75.44, mIOU_reduced: 75.52, accuracy: 95.66
epoch: 875
loss: 0.10956319214680767
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loss: 0.10900322914203865
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loss: 0.10611010110884342
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loss: 0.10580571314114123
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loss: 0.10706058082313871
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loss: 0.1034484072877069
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loss: 0.10636838970359445
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loss: 0.10827046307431398
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loss: 0.10354979950784031
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loss: 0.10131455422692864
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loss: 0.10474559335374446
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loss: 0.10222393189961056
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loss: 0.10353397564947445
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loss: 0.10215064677387235
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loss: 0.1023398273576784
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loss: 0.09965725411783974
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loss: 0.10007034794419924
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loss: 0.09846184503116376
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loss: 0.09785518789227118
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loss: 0.10028584711153231
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loss: 0.09846116872529456
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loss: 0.09700073614073892
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loss: 0.09770847553753789
epoch: 898
loss: 0.10456722521918482
epoch: 899
loss: 0.10206902296234656
IOU: [97.92, 84.22, 92.48, 58.27, 58.5, 64.94, 70.01, 77.48, 92.42, 63.22, 94.72, 81.22, 60.79, 94.49, 73.64, 80.37, 62.08, 59.23, 76.13]
mIOU: 75.9, mIOU_reduced: 76.67, accuracy: 95.92
epoch: 900
loss: 0.10379810702567795
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loss: 0.10131174068887921
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loss: 0.10649235826738761
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loss: 0.1019480567214624
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loss: 0.10219984571888761
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loss: 0.09998946399942563
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loss: 0.10404598143584323
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loss: 0.10423301154310813
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loss: 0.09982649923736515
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loss: 0.09991795345739213
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loss: 0.10010255322944764
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loss: 0.0989541476868555
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loss: 0.09836669245137358
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loss: 0.09897547720296364
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loss: 0.09776959709843214
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loss: 0.09826228509574245
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loss: 0.09824812860100096
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loss: 0.09865794037631902
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loss: 0.09725784968253416
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loss: 0.0979918585312013
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loss: 0.09697751843463379
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loss: 0.0942907677988479
epoch: 922
loss: 0.09476028388802896
epoch: 923
loss: 0.09392679925515966
epoch: 924
loss: 0.0946685014608896
IOU: [98.07, 84.68, 92.66, 59.44, 61.48, 65.36, 70.69, 78.34, 92.53, 63.53, 94.81, 81.76, 63.03, 94.8, 71.5, 84.7, 76.86, 59.79, 76.1]
mIOU: 77.38, mIOU_reduced: 77.4, accuracy: 96.05
epoch: 925
loss: 0.09649072712001132
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loss: 0.09399073027737057
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loss: 0.09350046451201015
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loss: 0.09372847778295892
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loss: 0.09461739958537557
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loss: 0.09182846778125134
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loss: 0.09575516953461896
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loss: 0.09443995895772932
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loss: 0.09368612718670516
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loss: 0.09371417023823911
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loss: 0.09459983947061786
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loss: 0.09710714221000671
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loss: 0.09312472739470294
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loss: 0.09610454595554871
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loss: 0.09455339750149501
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loss: 0.09271613092756657
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loss: 0.09342534678443423
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loss: 0.09157916175507792
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loss: 0.09140029703229265
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loss: 0.09252963621781843
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loss: 0.09451737350249548
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loss: 0.09088615639351127
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loss: 0.0915023444918288
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loss: 0.08979625495858591
epoch: 949
loss: 0.09155700116787317
IOU: [97.97, 83.84, 92.37, 55.38, 59.82, 64.38, 71.51, 78.37, 92.42, 62.42, 94.81, 81.34, 61.08, 94.71, 68.5, 83.38, 74.22, 61.38, 76.75]
mIOU: 76.56, mIOU_reduced: 76.69, accuracy: 95.93
epoch: 950
loss: 0.09187298746041532
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loss: 0.09051360414837892
epoch: 952
loss: 0.09100632600466196
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loss: 0.09317806029737477
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loss: 0.09247384882077696
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loss: 0.09179342607402738
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loss: 0.09055645235706211
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loss: 0.09058886657988607
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loss: 0.08910632235904267
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loss: 0.09057646190541774
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loss: 0.0885469043913556
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loss: 0.090532827539987
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loss: 0.08802511757917482
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loss: 0.08879506023665966
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loss: 0.0895658138627312
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loss: 0.08989058278320292
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loss: 0.08844537379325561
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loss: 0.0879454285689602
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loss: 0.08939996831661286
epoch: 969
loss: 0.08803282913091691
epoch: 970
loss: 0.08677011981325329
IOU: [98.12, 84.84, 92.57, 55.59, 60.14, 65.3, 71.9, 78.47, 92.63, 62.82, 95.03, 82.16, 63.54, 94.96, 75.19, 83.86, 75.96, 60.1, 76.99]
mIOU: 77.38, mIOU_reduced: 77.45, accuracy: 96.08
epoch: 971
loss: 0.08653841923791765
IOU: [98.18, 85.13, 92.48, 52.61, 60.83, 65.4, 72.25, 78.52, 92.53, 63.46, 94.96, 82.04, 62.54, 94.97, 75.06, 83.22, 73.52, 60.36, 76.55]
mIOU: 77.08, mIOU_reduced: 77.28, accuracy: 96.07
epoch: 972
loss: 0.08651656038918586
IOU: [98.19, 85.36, 92.47, 54.01, 60.64, 65.44, 72.06, 78.27, 92.56, 63.37, 95.0, 81.78, 61.84, 95.0, 74.03, 82.49, 72.02, 59.91, 76.67]
mIOU: 76.9, mIOU_reduced: 77.17, accuracy: 96.09
epoch: 973
loss: 0.08811744397902746
IOU: [98.1, 84.73, 92.53, 53.87, 60.88, 65.68, 72.16, 78.88, 92.58, 62.86, 95.09, 81.92, 62.56, 94.79, 69.0, 81.48, 67.81, 59.22, 76.74]
mIOU: 76.36, mIOU_reduced: 76.84, accuracy: 96.03
epoch: 974
loss: 0.0865508597293954
IOU: [98.15, 85.06, 92.61, 56.77, 60.71, 65.51, 71.81, 79.09, 92.57, 63.95, 95.05, 81.74, 60.35, 94.96, 71.62, 82.53, 70.47, 59.86, 76.6]
mIOU: 76.81, mIOU_reduced: 77.16, accuracy: 96.09
epoch: 975
loss: 0.0868045302594929
IOU: [98.18, 85.18, 92.64, 58.36, 60.19, 65.47, 72.13, 78.76, 92.61, 63.32, 95.06, 82.05, 62.42, 94.76, 68.91, 82.51, 69.07, 61.07, 76.79]
mIOU: 76.82, mIOU_reduced: 77.25, accuracy: 96.11
epoch: 976
loss: 0.08781644862617123
IOU: [98.17, 85.22, 92.58, 57.17, 58.71, 65.79, 72.23, 78.46, 92.56, 63.81, 95.03, 82.11, 62.69, 94.88, 71.03, 82.43, 67.59, 60.39, 76.67]
mIOU: 76.71, mIOU_reduced: 77.22, accuracy: 96.1
epoch: 977
loss: 0.08708029963337187
IOU: [98.15, 84.97, 92.6, 57.55, 59.31, 65.47, 72.17, 77.94, 92.59, 63.06, 95.02, 82.08, 62.82, 94.95, 73.55, 82.87, 69.69, 60.42, 76.95]
mIOU: 76.96, mIOU_reduced: 77.36, accuracy: 96.09
epoch: 978
loss: 0.08708189732101407
IOU: [98.2, 85.29, 92.79, 58.27, 60.72, 65.39, 71.86, 78.36, 92.62, 63.38, 94.99, 81.95, 62.25, 94.89, 70.86, 83.3, 70.38, 60.64, 76.93]
mIOU: 77.0, mIOU_reduced: 77.37, accuracy: 96.14
epoch: 979
loss: 0.08777324275949573
IOU: [98.14, 85.02, 92.71, 58.99, 60.3, 65.61, 71.9, 77.98, 92.57, 63.63, 95.02, 81.98, 62.54, 94.74, 67.47, 82.99, 74.19, 60.61, 77.09]
mIOU: 77.02, mIOU_reduced: 77.18, accuracy: 96.1
epoch: 980
loss: 0.08532266924283254
IOU: [98.15, 85.05, 92.65, 57.95, 60.79, 65.23, 71.84, 78.05, 92.6, 63.47, 94.97, 81.98, 63.08, 94.79, 70.05, 81.42, 66.12, 59.45, 76.56]
mIOU: 76.54, mIOU_reduced: 77.12, accuracy: 96.09
epoch: 981
loss: 0.08592174652050126
IOU: [98.16, 85.13, 92.51, 54.17, 59.62, 65.69, 72.09, 78.36, 92.54, 62.97, 94.92, 81.96, 63.25, 94.8, 72.07, 84.55, 75.73, 59.69, 76.59]
mIOU: 77.09, mIOU_reduced: 77.17, accuracy: 96.07
epoch: 982
loss: 0.0857201339501255
IOU: [98.17, 85.24, 92.73, 58.35, 60.64, 65.51, 71.77, 78.5, 92.59, 63.3, 95.06, 81.87, 61.92, 94.96, 72.95, 83.87, 71.66, 60.39, 76.84]
mIOU: 77.17, mIOU_reduced: 77.48, accuracy: 96.13
epoch: 983
loss: 0.08563127382746283
IOU: [98.18, 85.34, 92.61, 56.13, 60.24, 65.43, 72.17, 78.65, 92.61, 63.65, 94.99, 82.16, 63.38, 94.85, 70.82, 83.8, 74.64, 61.05, 77.06]
mIOU: 77.25, mIOU_reduced: 77.4, accuracy: 96.12
epoch: 984
loss: 0.08684330889478205
IOU: [98.16, 85.17, 92.57, 56.62, 60.05, 65.65, 72.18, 78.44, 92.63, 63.53, 94.98, 82.02, 62.84, 94.8, 70.11, 83.78, 74.27, 59.79, 76.68]
mIOU: 77.07, mIOU_reduced: 77.22, accuracy: 96.1
epoch: 985
loss: 0.08537574813292033
IOU: [98.19, 85.36, 92.66, 57.03, 60.67, 65.77, 72.25, 78.43, 92.59, 63.44, 94.96, 81.94, 61.96, 94.82, 71.01, 83.39, 72.21, 60.01, 77.17]
mIOU: 77.05, mIOU_reduced: 77.31, accuracy: 96.12
epoch: 986
loss: 0.08498148382151866
IOU: [98.2, 85.4, 92.49, 54.19, 59.98, 65.34, 72.18, 78.26, 92.54, 63.73, 94.95, 81.9, 62.33, 94.99, 74.14, 84.18, 75.48, 60.46, 77.15]
mIOU: 77.26, mIOU_reduced: 77.36, accuracy: 96.1
epoch: 987
loss: 0.08542163095705593
IOU: [98.18, 85.24, 92.55, 57.44, 59.66, 65.6, 72.14, 78.31, 92.58, 63.42, 94.98, 81.95, 62.51, 94.88, 71.7, 83.29, 74.54, 60.44, 77.1]
mIOU: 77.18, mIOU_reduced: 77.33, accuracy: 96.1
epoch: 988
loss: 0.0841467827960166
IOU: [98.13, 84.95, 92.63, 56.93, 61.6, 65.35, 72.14, 78.33, 92.6, 63.45, 94.97, 82.09, 63.16, 94.94, 73.33, 83.77, 75.8, 59.75, 76.76]
mIOU: 77.4, mIOU_reduced: 77.49, accuracy: 96.1
epoch: 989
loss: 0.08518057309512822
IOU: [98.17, 85.24, 92.56, 55.93, 60.71, 65.5, 72.18, 78.45, 92.64, 63.81, 95.04, 81.9, 61.65, 94.91, 72.07, 83.91, 74.6, 59.94, 76.89]
mIOU: 77.16, mIOU_reduced: 77.31, accuracy: 96.11
epoch: 990
loss: 0.08621641912188813
IOU: [98.14, 85.0, 92.67, 58.28, 61.31, 65.44, 72.08, 78.4, 92.57, 63.66, 95.01, 81.95, 61.94, 94.87, 71.39, 83.68, 75.96, 60.68, 77.09]
mIOU: 77.38, mIOU_reduced: 77.45, accuracy: 96.11
epoch: 991
loss: 0.08518386022702382
IOU: [98.16, 85.22, 92.65, 56.86, 61.16, 65.77, 72.16, 78.31, 92.66, 64.12, 95.02, 82.06, 62.51, 94.99, 73.77, 82.94, 72.22, 60.04, 77.0]
mIOU: 77.24, mIOU_reduced: 77.52, accuracy: 96.14
epoch: 992
loss: 0.08450065795181576
IOU: [98.14, 85.15, 92.59, 55.66, 60.81, 65.85, 72.23, 78.38, 92.64, 64.39, 95.02, 81.97, 62.15, 94.99, 74.25, 83.9, 74.73, 59.82, 76.94]
mIOU: 77.35, mIOU_reduced: 77.49, accuracy: 96.12
epoch: 993
loss: 0.08590377102081345
IOU: [98.16, 85.19, 92.66, 56.88, 61.26, 65.79, 72.0, 78.13, 92.62, 63.4, 95.06, 82.08, 62.71, 94.93, 72.91, 83.85, 75.74, 59.72, 77.07]
mIOU: 77.38, mIOU_reduced: 77.47, accuracy: 96.13
epoch: 994
loss: 0.08511054492743832
IOU: [98.15, 85.11, 92.6, 55.17, 61.31, 65.74, 72.3, 78.33, 92.62, 63.28, 95.05, 82.16, 63.03, 95.02, 74.79, 83.56, 74.2, 59.63, 76.98]
mIOU: 77.32, mIOU_reduced: 77.49, accuracy: 96.11
epoch: 995
loss: 0.08545838214075469
IOU: [98.15, 85.21, 92.66, 57.89, 60.75, 65.74, 72.16, 78.21, 92.63, 64.09, 95.05, 82.16, 63.25, 94.96, 73.8, 83.93, 74.03, 60.72, 77.0]
mIOU: 77.49, mIOU_reduced: 77.69, accuracy: 96.14
epoch: 996
loss: 0.08532119244136258
IOU: [98.17, 85.31, 92.63, 57.28, 61.04, 65.63, 72.18, 78.15, 92.6, 63.78, 95.04, 82.2, 63.45, 94.97, 73.87, 83.87, 75.29, 60.07, 76.87]
mIOU: 77.49, mIOU_reduced: 77.62, accuracy: 96.13
epoch: 997
loss: 0.08432603597319673
IOU: [98.16, 85.21, 92.68, 57.35, 61.23, 65.93, 72.27, 78.2, 92.63, 63.5, 95.04, 82.11, 62.49, 94.95, 72.77, 83.68, 73.6, 60.12, 77.0]
mIOU: 77.31, mIOU_reduced: 77.52, accuracy: 96.13
epoch: 998
loss: 0.08598250153692906
IOU: [98.17, 85.28, 92.66, 57.33, 61.24, 65.9, 72.32, 78.37, 92.67, 63.87, 95.03, 82.21, 63.14, 94.97, 73.03, 83.54, 72.81, 60.14, 76.91]
mIOU: 77.35, mIOU_reduced: 77.6, accuracy: 96.14
epoch: 999
loss: 0.08346562864725802
IOU: [98.14, 85.09, 92.65, 56.79, 61.43, 65.89, 72.26, 78.39, 92.68, 63.95, 95.07, 82.09, 62.71, 95.02, 74.16, 84.36, 76.06, 59.44, 76.93]
mIOU: 77.53, mIOU_reduced: 77.61, accuracy: 96.14
Best mIOU: 77.53165415713661
Best global accuracy: 96.14087343215942
Training time 1 day, 18:08:35
mIOUs: [77.53165415713661]
global_accuracies: [96.14087343215942]
