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run: 1
epoch: 0
loss: 1.5413528383581465
IOU: [84.53, 19.33, 55.01, 0.0, 0.0, 0.0, 0.0, 0.0, 61.55, 0.05, 2.94, 0.0, 0.0, 39.8, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 13.85, mIOU_reduced: 16.45, accuracy: 73.49
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loss: 1.1614021273314792
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loss: 1.1359407422998844
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epoch: 22
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epoch: 23
loss: 1.1301397133387645
epoch: 24
loss: 1.1220661001706702
IOU: [91.56, 51.96, 79.05, 15.65, 19.66, 31.28, 3.1, 28.12, 81.95, 36.31, 86.25, 40.38, 0.03, 78.32, 11.68, 6.21, 16.15, 0.69, 38.59]
mIOU: 37.73, mIOU_reduced: 42.68, accuracy: 87.55
epoch: 25
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loss: 1.0977134192086295
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loss: 1.0968933352884256
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loss: 1.0874834375561409
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loss: 1.0862382987760149
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loss: 1.0942702166475053
epoch: 49
loss: 1.0646992431817992
IOU: [95.85, 67.87, 85.59, 23.73, 29.57, 43.84, 32.41, 49.22, 88.01, 36.86, 89.35, 61.23, 16.12, 87.53, 27.48, 49.44, 13.32, 4.4, 58.83]
mIOU: 50.56, mIOU_reduced: 54.4, accuracy: 91.75
epoch: 50
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loss: 1.057489459566029
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loss: 1.0545318576524843
epoch: 74
loss: 1.0562496265632444
IOU: [95.77, 68.89, 86.32, 17.37, 39.0, 44.23, 39.62, 57.36, 87.65, 38.88, 90.47, 63.78, 37.95, 89.0, 21.02, 36.09, 23.9, 16.79, 61.51]
mIOU: 53.45, mIOU_reduced: 58.41, accuracy: 92.07
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loss: 1.0455546152559574
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loss: 1.0323046028132066
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loss: 1.0360730782030727
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loss: 1.0328439133507865
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loss: 1.0345249368816694
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loss: 1.0507689807614227
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loss: 1.0420276795757428
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loss: 1.0469009995139191
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loss: 1.052440405695265
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loss: 1.0316515274124969
IOU: [96.54, 72.82, 87.26, 29.84, 41.26, 46.56, 42.17, 60.53, 88.91, 46.55, 90.75, 66.0, 35.67, 89.46, 20.74, 59.48, 43.02, 23.79, 60.39]
mIOU: 57.99, mIOU_reduced: 61.16, accuracy: 92.85
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loss: 1.0507774391585605
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loss: 1.0370490027245165
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loss: 1.0400573490764895
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loss: 1.0538152239393352
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loss: 1.0185711920422043
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loss: 1.038375568839739
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loss: 1.0225232045926815
epoch: 124
loss: 1.0257322844469323
IOU: [97.05, 75.99, 83.58, 24.4, 34.45, 39.7, 41.68, 50.68, 84.36, 48.12, 91.5, 67.1, 36.12, 88.56, 37.63, 23.29, 15.75, 14.25, 63.29]
mIOU: 53.55, mIOU_reduced: 58.8, accuracy: 91.8
epoch: 125
loss: 1.0505449885949292
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loss: 1.035717916295856
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loss: 1.0320740796806356
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loss: 1.015100061411485
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loss: 1.0217671106767783
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loss: 1.0385464619433462
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loss: 1.0190354924638958
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loss: 1.016994527408055
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loss: 1.0199209389018242
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loss: 1.0276409636610602
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loss: 1.0420129699205773
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loss: 1.0323646971478937
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loss: 1.0228156911716306
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loss: 1.0360407801972566
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loss: 1.0383182829923707
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loss: 1.023450483851677
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loss: 1.0215068456297616
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loss: 1.0396512411032726
epoch: 149
loss: 1.0288760671718422
IOU: [96.75, 75.59, 86.76, 18.62, 37.01, 44.14, 47.2, 61.9, 89.33, 50.36, 91.83, 67.99, 36.89, 88.01, 29.4, 58.72, 26.61, 20.8, 62.53]
mIOU: 57.39, mIOU_reduced: 60.98, accuracy: 93.01
epoch: 150
loss: 1.0251564502394745
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loss: 1.0111049090755597
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loss: 1.0316149139340034
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loss: 1.022440563796987
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loss: 1.0290218904975932
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loss: 1.0225921914262592
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loss: 1.025790911961116
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loss: 1.0235822473896161
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loss: 1.0204830645229617
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loss: 1.021312106812418
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loss: 0.9992392872864345
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loss: 1.0364567698494123
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loss: 1.024209747738594
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loss: 1.032301121805556
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loss: 1.0330549112227407
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loss: 1.0308408125070228
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loss: 1.0224424671291341
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loss: 1.0140477380341275
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loss: 1.0236397231364185
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loss: 1.020815748570743
epoch: 174
loss: 1.0133024394672836
IOU: [96.16, 73.52, 87.52, 19.73, 41.88, 49.5, 42.3, 58.28, 88.84, 48.64, 92.0, 68.34, 41.1, 88.94, 45.8, 33.08, 44.45, 25.5, 60.93]
mIOU: 58.24, mIOU_reduced: 61.45, accuracy: 92.91
epoch: 175
loss: 1.011223073596903
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loss: 1.02751139376684
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loss: 1.018459890087981
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loss: 1.014372086910546
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loss: 1.0220518986169862
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loss: 1.0110712338971963
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loss: 1.01638386705815
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loss: 1.0108279021923754
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loss: 1.0139110859513605
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loss: 1.0156525052140022
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loss: 1.001659626748684
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loss: 1.0303663066776616
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loss: 1.0245315336152871
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loss: 1.0315205764899036
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loss: 1.0197507385616353
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loss: 1.0173380586978882
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loss: 1.0413109668181593
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loss: 1.0111956432501903
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loss: 1.017213629744445
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loss: 1.001533686954056
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loss: 1.0236320236943803
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loss: 1.0138415342392626
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loss: 1.028699127329649
epoch: 199
loss: 1.0185304157174822
IOU: [96.78, 74.86, 88.51, 38.3, 42.38, 44.57, 49.24, 63.62, 88.24, 41.6, 91.8, 67.7, 36.07, 89.66, 45.39, 62.98, 36.85, 19.58, 60.82]
mIOU: 59.94, mIOU_reduced: 62.11, accuracy: 93.19
epoch: 200
loss: 1.0185550221535715
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loss: 1.0167675942102212
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loss: 1.0092443097633814
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loss: 1.0174262138068515
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loss: 1.0197715913510388
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loss: 1.0070116561699427
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loss: 1.0159290876349991
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loss: 1.0140686428771828
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loss: 1.0077977117823784
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loss: 1.0286085517258656
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loss: 1.0175603684389367
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loss: 0.9927148296826612
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loss: 0.9952430223840266
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loss: 0.9987026292358768
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loss: 1.0174216803193414
epoch: 222
loss: 1.0055819288739618
epoch: 223
loss: 0.9984299365400947
epoch: 224
loss: 1.0127452409492348
IOU: [96.9, 75.47, 88.74, 22.46, 42.7, 49.82, 49.33, 64.41, 88.9, 45.23, 93.2, 69.9, 36.26, 89.65, 41.15, 57.92, 52.34, 10.7, 66.16]
mIOU: 60.06, mIOU_reduced: 61.86, accuracy: 93.47
epoch: 225
loss: 1.0038307097080261
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loss: 1.0010206415004164
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loss: 1.015434972359485
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loss: 1.013289185225803
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loss: 1.005495767548399
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loss: 1.0225816994021846
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loss: 1.0253031024071726
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loss: 1.011970430050256
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loss: 0.9988498792172763
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loss: 1.0171131653927086
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loss: 1.0119043644869103
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loss: 1.003192547999945
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loss: 1.0007337786438009
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loss: 1.002356065894073
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loss: 1.006750713140174
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loss: 1.016153451085412
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loss: 0.9993295598865519
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loss: 0.9999483240582551
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loss: 1.0087797649787122
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loss: 1.002193689185654
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loss: 1.0147654672838606
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loss: 1.0090149250634597
epoch: 247
loss: 1.0196610377483935
epoch: 248
loss: 1.0085559260813053
epoch: 249
loss: 1.0223192516362891
IOU: [96.46, 75.43, 83.83, 21.22, 26.35, 46.01, 42.94, 57.52, 89.4, 49.31, 72.34, 68.39, 44.38, 89.85, 30.41, 59.38, 18.48, 15.77, 64.95]
mIOU: 55.39, mIOU_reduced: 59.01, accuracy: 92.31
epoch: 250
loss: 0.9994297130409919
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loss: 1.0094841174038274
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loss: 1.0138664258458223
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loss: 1.0078191468015192
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loss: 1.0016912029117266
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loss: 0.9982996374127678
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loss: 1.004656453980911
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loss: 1.003734379765801
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loss: 0.9946252072275167
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loss: 1.0184321061298853
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loss: 1.0041194643293108
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loss: 0.993144700951332
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loss: 0.9922453683984247
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loss: 0.991706804445169
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loss: 0.9822530947284236
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loss: 1.0044960284811466
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loss: 1.0056478945071485
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loss: 0.9980530038355496
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loss: 0.9981715142566239
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loss: 1.0010814666748047
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loss: 1.007400691187928
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loss: 0.9858126174407507
epoch: 274
loss: 1.0021180714558398
IOU: [97.31, 78.73, 87.78, 27.91, 30.96, 50.26, 44.72, 66.54, 89.15, 53.45, 91.8, 73.25, 45.5, 90.83, 38.18, 64.68, 14.17, 25.19, 65.16]
mIOU: 59.77, mIOU_reduced: 63.66, accuracy: 93.73
epoch: 275
loss: 1.0018617613617622
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loss: 0.9986826912412103
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loss: 1.0167320622909422
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loss: 1.0179677804846647
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loss: 1.0022162014262053
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loss: 0.9992517178270695
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loss: 1.001764346968453
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loss: 0.9871529239528584
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loss: 1.0009464693840624
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loss: 1.00035303686507
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loss: 1.0192895592704938
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loss: 1.0017895822255116
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loss: 0.9846043217214291
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loss: 0.994005469459729
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loss: 1.0109928677666862
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loss: 1.00702244380735
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loss: 1.0092059120013708
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loss: 1.01205553311222
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loss: 0.9958268506828987
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loss: 1.005719971785327
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loss: 0.9965044091332633
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loss: 1.0014866256328285
epoch: 297
loss: 0.9915742814701523
epoch: 298
loss: 0.9882269349059647
epoch: 299
loss: 0.9937482767027986
IOU: [96.13, 73.38, 86.92, 34.54, 39.69, 43.58, 51.41, 62.86, 89.58, 53.67, 92.61, 68.45, 45.09, 85.68, 39.31, 54.59, 47.82, 28.51, 64.89]
mIOU: 60.99, mIOU_reduced: 63.56, accuracy: 93.0
epoch: 300
loss: 1.006561407824411
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loss: 0.9969627089256224
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loss: 1.0010251467118687
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loss: 0.993609753741087
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loss: 0.9792751189512062
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loss: 0.9915849168024294
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loss: 1.0041973041395613
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loss: 0.985429277317222
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loss: 0.9988433774912132
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loss: 0.998192546823918
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loss: 1.0227102728866824
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loss: 0.9939730422837394
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loss: 1.016086337058692
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loss: 0.9967202185941835
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loss: 0.9932024649211338
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loss: 0.9886827865700838
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loss: 0.996192325960915
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loss: 0.9899821231628685
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loss: 0.9992340248871364
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loss: 0.9939016741562404
IOU: [96.94, 77.08, 89.2, 42.87, 45.61, 53.39, 50.01, 67.83, 90.22, 55.64, 92.44, 73.08, 47.62, 91.24, 48.31, 72.55, 50.22, 39.08, 66.65]
mIOU: 65.79, mIOU_reduced: 67.43, accuracy: 94.11
epoch: 325
loss: 0.9900288329612855
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loss: 0.9984532133588251
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loss: 0.9931125356501967
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loss: 0.9887259813010532
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loss: 0.9981239479828395
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loss: 0.9909132670842091
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loss: 1.0169708232352677
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loss: 0.9894770727645997
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loss: 0.9937922965805486
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loss: 0.990942073478853
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loss: 0.9863243244407633
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loss: 0.987918163245579
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loss: 0.9893064702938831
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loss: 1.0038411607639488
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loss: 0.9901641183143678
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loss: 0.9839254849040605
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loss: 0.9938669734887999
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loss: 1.001565103260976
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loss: 1.0002721173743996
epoch: 349
loss: 0.990533420660425
IOU: [97.05, 78.04, 89.21, 32.0, 43.72, 54.07, 53.04, 67.19, 90.45, 58.66, 92.54, 73.46, 44.69, 90.81, 51.61, 57.62, 59.98, 38.36, 67.74]
mIOU: 65.28, mIOU_reduced: 66.94, accuracy: 94.18
epoch: 350
loss: 0.9915037985760567
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loss: 0.9794423891848952
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loss: 0.986739232051726
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loss: 0.9815076737391016
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loss: 1.0059370972075552
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loss: 1.0021851861251976
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loss: 0.9866745417330143
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loss: 0.990049131797009
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loss: 0.9830228472655674
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loss: 0.9750032805689582
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loss: 0.9815934012842307
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loss: 1.0052829865175437
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loss: 0.9921334371412539
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loss: 0.9911100427416778
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loss: 0.9750350173914207
epoch: 372
loss: 0.9681469568345104
epoch: 373
loss: 0.9774562348573999
epoch: 374
loss: 0.981743470838449
IOU: [97.2, 77.85, 88.31, 26.26, 45.26, 52.07, 48.84, 62.12, 90.01, 55.62, 93.4, 72.18, 47.57, 91.68, 62.32, 72.01, 46.18, 34.84, 65.96]
mIOU: 64.72, mIOU_reduced: 65.57, accuracy: 94.05
epoch: 375
loss: 0.9928936156622483
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loss: 1.0090983412015149
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loss: 0.9827140809069426
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loss: 0.9785460134079514
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loss: 0.9775151168561046
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loss: 0.9897240803569475
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loss: 0.982361625789632
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loss: 0.980314222950177
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loss: 0.9837952506831392
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loss: 0.9887042074511957
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loss: 0.9928852838647333
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loss: 0.9846076428729569
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loss: 0.9888746388196302
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loss: 1.0001343965851714
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loss: 1.0136518328980295
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loss: 0.9803411062515649
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loss: 0.9904798296583952
epoch: 399
loss: 0.9905961639476273
IOU: [96.76, 76.64, 88.32, 28.86, 36.43, 52.33, 54.0, 67.0, 89.86, 52.21, 92.38, 72.59, 51.75, 90.56, 48.24, 57.5, 30.5, 24.93, 63.82]
mIOU: 61.83, mIOU_reduced: 64.9, accuracy: 93.68
epoch: 400
loss: 0.9821510649113
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loss: 0.9699468186923436
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loss: 0.9945456498074081
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loss: 0.993151323493279
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loss: 0.9830613407805924
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loss: 0.9761417169133929
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loss: 0.9791802278747456
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loss: 0.9653778599921584
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loss: 0.9882816002375353
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loss: 0.9914443537874041
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loss: 0.9767762856342079
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loss: 0.9837855132763598
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loss: 0.9770488602453165
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loss: 0.9931390674287739
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loss: 0.9664234866029169
epoch: 424
loss: 0.9724757157246058
IOU: [97.16, 77.44, 89.47, 34.32, 44.49, 53.26, 53.93, 70.4, 90.35, 52.81, 93.43, 72.28, 42.4, 91.85, 47.35, 73.65, 67.81, 37.29, 63.3]
mIOU: 65.95, mIOU_reduced: 66.51, accuracy: 94.18
epoch: 425
loss: 0.9832151978806344
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loss: 0.9782660568178182
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loss: 0.9822788106784667
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loss: 0.9813309080517195
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loss: 0.9847633420939073
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loss: 0.9839354072298322
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loss: 0.96567751310585
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loss: 0.9658003818956669
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loss: 0.9811264764909153
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loss: 0.9786719258904778
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loss: 0.9776003174383364
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loss: 1.0066246690775829
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loss: 0.9993167264120919
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loss: 0.9906029849039576
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loss: 0.9856537662426417
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loss: 0.9814560871239942
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loss: 0.9865697575707962
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loss: 0.9763385182763689
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loss: 0.9804850943647626
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loss: 0.970952288802422
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loss: 0.9830931012199895
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loss: 0.9827285604978186
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loss: 0.9721656215158756
epoch: 448
loss: 0.9646760202803701
epoch: 449
loss: 0.9713573602010619
IOU: [96.14, 73.13, 87.75, 34.97, 39.83, 52.05, 51.98, 64.25, 89.64, 51.29, 91.64, 73.64, 50.06, 89.06, 27.54, 44.25, 32.89, 19.55, 65.19]
mIOU: 59.73, mIOU_reduced: 64.39, accuracy: 93.11
epoch: 450
loss: 0.9712245146219299
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loss: 0.9741370408040173
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loss: 0.996524221652923
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loss: 0.9662637061507233
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loss: 0.9673477507665793
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loss: 0.970061792517608
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loss: 0.9752064334414398
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loss: 0.9813136651188216
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loss: 0.985544531814493
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loss: 0.9582129236501503
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loss: 0.9671168280740311
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loss: 0.9878318650381905
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loss: 0.9815016175216099
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loss: 0.9686233067126929
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loss: 0.9795490533836447
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loss: 0.983782951240591
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loss: 0.9816118520546474
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loss: 0.9884270297870482
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loss: 0.9863730765417258
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loss: 0.9689421165342922
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loss: 0.963219500616233
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loss: 0.9784100503934362
epoch: 474
loss: 0.9781676659365549
IOU: [97.3, 79.04, 88.7, 28.15, 49.21, 52.92, 48.84, 65.63, 90.25, 51.95, 92.72, 73.3, 51.91, 91.67, 47.13, 65.82, 32.48, 35.48, 67.87]
mIOU: 63.7, mIOU_reduced: 66.56, accuracy: 94.12
epoch: 475
loss: 0.9732948324751018
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loss: 0.9726233238158521
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loss: 0.9655687688495913
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loss: 0.9889303257844518
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loss: 0.9937442240689321
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loss: 0.9834115522891042
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loss: 0.972982557796725
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loss: 0.9675815550464826
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loss: 0.9711778268338535
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loss: 0.9736169771042795
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loss: 0.9609746581139269
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loss: 0.9649312206998347
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loss: 0.9786466610720858
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loss: 0.9887184473382173
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loss: 0.9705208475699001
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loss: 0.9689519582090352
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loss: 0.9733547279134273
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loss: 0.9574577871037301
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loss: 0.9581984538594989
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loss: 0.9838967496815396
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loss: 0.983198499261851
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loss: 0.9773183268999475
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loss: 0.9613255644744297
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loss: 0.9627928855926843
epoch: 499
loss: 0.9610355025674455
IOU: [97.3, 79.45, 89.98, 48.65, 44.86, 56.79, 56.21, 70.93, 90.98, 55.94, 93.87, 75.76, 52.24, 92.3, 47.98, 57.02, 63.98, 42.61, 70.04]
mIOU: 67.73, mIOU_reduced: 69.87, accuracy: 94.54
epoch: 500
loss: 0.9596415414321776
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loss: 0.9737472093972876
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loss: 0.9614820697236897
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loss: 0.949805196244119
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loss: 0.9712145185534845
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loss: 0.9721679191062392
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loss: 0.962739337647379
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loss: 0.969555236740575
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loss: 0.967111851487841
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loss: 0.9704069021255822
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loss: 0.9686691129625326
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loss: 0.9714002165832931
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loss: 0.9744033853641417
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loss: 0.9611379041504667
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loss: 0.9650137148134792
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loss: 0.9785812056932166
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loss: 0.9912585473124872
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loss: 0.9699375868807585
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loss: 0.992751121842315
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loss: 0.9672464286542003
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loss: 0.9703726635146334
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loss: 0.9549234405039456
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loss: 0.9554060258955326
epoch: 523
loss: 0.9555132623631356
epoch: 524
loss: 0.9738698280403878
IOU: [95.66, 73.95, 86.47, 27.18, 39.74, 49.6, 50.36, 62.52, 87.63, 44.59, 92.14, 68.18, 44.28, 88.04, 37.63, 65.44, 35.64, 26.18, 64.3]
mIOU: 59.98, mIOU_reduced: 62.55, accuracy: 92.61
epoch: 525
loss: 0.9679270193904558
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loss: 0.963607010012367
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loss: 0.9772277235020845
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loss: 0.9771884172110544
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loss: 0.9672669161040828
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loss: 0.9688218899492947
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loss: 0.9595006964598705
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loss: 0.9688029766404083
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loss: 0.9601170634323696
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loss: 0.9634189417741369
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loss: 0.9630916761259506
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loss: 0.9864085626730701
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loss: 0.9611410035919951
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loss: 0.9762938907846929
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loss: 0.9739059839608535
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loss: 0.9603635231760955
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loss: 0.9575187833804004
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loss: 0.9675881186264224
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loss: 0.9515718653838268
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loss: 0.9566339087293476
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loss: 0.9732172583955317
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loss: 0.9721845782028055
epoch: 547
loss: 0.9764770828488702
epoch: 548
loss: 0.9553679735512747
epoch: 549
loss: 0.9586758432041281
IOU: [97.47, 79.16, 89.92, 45.04, 45.18, 55.74, 54.0, 70.5, 90.94, 49.8, 92.94, 75.29, 51.88, 93.1, 64.14, 72.03, 57.52, 43.66, 69.21]
mIOU: 68.29, mIOU_reduced: 68.99, accuracy: 94.64
epoch: 550
loss: 0.9503695632248234
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loss: 0.9579786730583787
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loss: 0.9457661432397333
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loss: 0.9680575932453906
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loss: 0.9665695398322977
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loss: 0.9627794759935446
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loss: 0.9702744813299564
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loss: 0.9658509500907116
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loss: 0.9590420931818672
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loss: 0.9564455490549298
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loss: 0.9626143255002415
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loss: 0.9611050714701013
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loss: 0.9486550092697144
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loss: 0.9558567485076719
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loss: 0.9575670168727556
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loss: 0.9559751827761812
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loss: 0.9697704803590184
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loss: 0.9677611120306256
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loss: 0.95421785582108
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loss: 0.9644974759325505
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loss: 0.9735052037753185
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loss: 0.9599275678958533
epoch: 572
loss: 0.9667328856383373
epoch: 573
loss: 0.9671080594435535
epoch: 574
loss: 0.9725981968432423
IOU: [95.44, 68.8, 83.13, 23.32, 21.55, 37.92, 29.96, 58.78, 86.41, 47.04, 92.3, 66.03, 41.64, 86.25, 43.06, 56.57, 7.99, 21.55, 61.88]
mIOU: 54.19, mIOU_reduced: 57.62, accuracy: 91.31
epoch: 575
loss: 0.9836658009621654
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loss: 0.9509284319582011
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loss: 0.9654162815317632
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loss: 0.9562995973623024
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loss: 0.9540647616926229
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loss: 0.9465005674130833
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loss: 0.9761998642165706
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loss: 0.9652024011084975
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loss: 0.9609950596110197
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loss: 0.9542760336495474
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loss: 0.9461306588990348
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loss: 0.9482447842382035
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loss: 0.9489506467012061
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loss: 0.9566335290911384
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loss: 0.9546677815624968
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loss: 0.9569679087384371
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loss: 0.9503737400484213
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loss: 0.958551325888004
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loss: 0.9628372197202595
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loss: 0.9461881990702647
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loss: 0.9600818875343652
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loss: 0.964131794367839
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loss: 0.9546030963848865
epoch: 598
loss: 0.9582114634166831
epoch: 599
loss: 0.9526000438996081
IOU: [96.98, 76.66, 87.23, 34.62, 32.96, 50.14, 49.98, 63.72, 89.61, 55.75, 92.48, 73.25, 48.09, 89.78, 44.62, 57.22, 24.09, 27.55, 66.59]
mIOU: 61.12, mIOU_reduced: 64.71, accuracy: 93.46
epoch: 600
loss: 0.952114142176276
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loss: 0.9448450288039976
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loss: 0.9504474088188131
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loss: 0.9497539018684963
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loss: 0.951944974876157
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loss: 0.9703787899402917
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loss: 0.9601260548974626
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loss: 0.952634761596947
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loss: 0.9684900355467578
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loss: 0.967278915916813
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loss: 0.9562425512187885
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loss: 0.9593448242087248
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loss: 0.9557486868932883
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loss: 0.9385982989622255
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loss: 0.9389982870968204
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loss: 0.955374024627665
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loss: 0.9442640213632199
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loss: 0.9488356269273475
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loss: 0.9702217720268229
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loss: 0.9528472005838975
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loss: 0.9597878311522244
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loss: 0.961411199158414
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loss: 0.9551455772147989
epoch: 623
loss: 0.946635978080513
epoch: 624
loss: 0.960185429959927
IOU: [97.02, 77.5, 89.75, 47.1, 49.97, 56.0, 57.94, 68.38, 90.58, 54.18, 93.05, 76.01, 49.75, 91.03, 47.02, 58.56, 39.67, 39.21, 67.12]
mIOU: 65.78, mIOU_reduced: 69.04, accuracy: 94.3
epoch: 625
loss: 0.9472396402667475
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loss: 0.9502288795545737
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loss: 0.9399866227191093
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loss: 0.9428891743611133
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loss: 0.9617494105328768
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loss: 0.9732304262022445
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loss: 0.9536863319636034
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loss: 0.943092268432247
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loss: 0.9496607279199153
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loss: 0.9543474816247781
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loss: 0.9458171744552263
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loss: 0.9440927706317439
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loss: 0.9509863257408142
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loss: 0.9514857745877495
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loss: 0.9526133238465959
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loss: 0.9530583824108875
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loss: 0.9497280594794898
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loss: 0.9374672783352936
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loss: 0.9380864513852204
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loss: 0.9420866855392559
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loss: 0.9400933222629311
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loss: 0.9365414061314976
epoch: 647
loss: 0.9494693009358532
epoch: 648
loss: 0.9613024884799741
epoch: 649
loss: 0.9524848049863008
IOU: [97.35, 79.02, 89.76, 46.97, 47.69, 51.18, 56.82, 68.35, 91.21, 59.08, 93.69, 75.7, 50.23, 91.38, 54.04, 41.92, 47.11, 39.39, 67.48]
mIOU: 65.7, mIOU_reduced: 69.08, accuracy: 94.45
epoch: 650
loss: 0.9355772229217776
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loss: 0.9399420382841578
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loss: 0.949073727882776
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loss: 0.9486576315527656
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loss: 0.9281413858791567
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loss: 0.9577960979263738
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loss: 0.9377341141919241
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loss: 0.9423387225747429
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loss: 0.9501673609741293
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loss: 0.9602084635402957
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loss: 0.9511221070495256
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loss: 0.939503377981263
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loss: 0.9529242123554981
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loss: 0.9627290078893184
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loss: 0.9481160518615394
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loss: 0.9401520858556434
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loss: 0.9348192668025385
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loss: 0.9486401975958174
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loss: 0.9446692404078666
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loss: 0.9407687473168591
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loss: 0.9523573379632276
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loss: 0.9361823687977546
epoch: 672
loss: 0.9399534642214402
epoch: 673
loss: 0.9266734489533458
epoch: 674
loss: 0.9381331478489056
IOU: [97.61, 81.36, 90.01, 43.84, 51.44, 57.21, 57.1, 68.4, 90.43, 56.24, 92.81, 73.47, 33.04, 91.93, 47.69, 67.2, 26.94, 42.93, 69.92]
mIOU: 65.24, mIOU_reduced: 68.61, accuracy: 94.6
epoch: 675
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loss: 0.9342659004936321
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loss: 0.9282728570169516
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loss: 0.9390598066412214
IOU: [97.3, 78.64, 90.49, 40.64, 48.89, 55.35, 58.62, 71.77, 91.38, 58.15, 93.67, 75.83, 50.09, 92.42, 64.49, 80.83, 63.18, 12.59, 70.65]
mIOU: 68.16, mIOU_reduced: 67.9, accuracy: 94.8
epoch: 700
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loss: 0.9305267852914301
IOU: [97.71, 81.06, 90.2, 39.61, 45.01, 58.34, 61.3, 72.34, 90.95, 58.94, 94.13, 76.09, 55.1, 93.34, 68.55, 67.21, 25.34, 34.74, 71.25]
mIOU: 67.43, mIOU_reduced: 70.01, accuracy: 94.84
epoch: 725
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loss: 0.9296025759126298
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loss: 0.9262557964761945
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loss: 0.9273045800445536
IOU: [97.55, 80.67, 90.48, 44.6, 46.13, 57.5, 57.99, 72.54, 91.29, 60.43, 94.3, 76.43, 54.29, 92.98, 62.73, 74.05, 60.78, 38.07, 71.34]
mIOU: 69.69, mIOU_reduced: 70.41, accuracy: 94.94
epoch: 750
loss: 0.9262149038340525
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loss: 0.9242496535463153
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loss: 0.9133286681779311
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loss: 0.9295084155152108
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loss: 0.9246462668691363
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loss: 0.9195890853989799
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loss: 0.9167207076221785
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loss: 0.9145517426359686
IOU: [97.37, 80.14, 90.59, 34.53, 52.29, 58.47, 64.03, 73.44, 91.55, 59.01, 93.88, 77.55, 57.16, 92.26, 61.18, 79.91, 62.64, 39.24, 71.96]
mIOU: 70.38, mIOU_reduced: 70.84, accuracy: 94.94
epoch: 775
loss: 0.9272068671460422
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loss: 0.9144888404566002
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loss: 0.9302835184930148
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loss: 0.9118790427308199
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loss: 0.9110540895449183
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loss: 0.930320478513877
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loss: 0.9246301874317571
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loss: 0.9245143436357339
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loss: 0.9195978210942765
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loss: 0.9227477586815621
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loss: 0.9187359750431503
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loss: 0.9311594720478007
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loss: 0.9141317181831422
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loss: 0.9238635642187936
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loss: 0.9039358011474506
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loss: 0.9083059094344188
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loss: 0.9194742863711642
IOU: [97.54, 80.01, 90.33, 40.99, 50.23, 58.48, 59.78, 72.43, 91.3, 51.94, 92.69, 77.43, 55.78, 93.21, 59.24, 76.43, 50.44, 43.2, 71.19]
mIOU: 69.09, mIOU_reduced: 70.41, accuracy: 94.83
epoch: 800
loss: 0.9117079028543437
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loss: 0.9206198812173705
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loss: 0.9247141305327095
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loss: 0.9157562136971404
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loss: 0.9075347724950539
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loss: 0.9214717633319351
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loss: 0.9053708035348239
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loss: 0.9252889357165828
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loss: 0.9183490551064278
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loss: 0.912326681646054
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loss: 0.9123756111150161
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loss: 0.9146115779876709
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loss: 0.9025276610150813
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loss: 0.9056765289319494
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loss: 0.9091627927160648
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loss: 0.9164878942895771
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loss: 0.9110580861086472
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loss: 0.9101400516746501
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loss: 0.9071078917408246
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loss: 0.9137795307244252
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loss: 0.9211921049256852
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loss: 0.9004704250158325
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loss: 0.9203590162680798
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loss: 0.9165325450768689
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loss: 0.9207603828604973
IOU: [97.8, 81.89, 91.05, 38.85, 54.99, 58.35, 60.83, 73.41, 91.02, 59.05, 93.86, 77.01, 52.48, 93.88, 68.44, 79.88, 67.04, 47.23, 71.01]
mIOU: 71.48, mIOU_reduced: 71.42, accuracy: 95.16
epoch: 825
loss: 0.9044777315581906
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loss: 0.9048164475638911
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loss: 0.9044447070504777
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loss: 0.9037457166335011
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loss: 0.8976966460760071
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loss: 0.9016584455163652
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loss: 0.908409958258472
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loss: 0.9056516398959404
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loss: 0.8977363572287752
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loss: 0.9019410492917598
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loss: 0.901488971196095
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loss: 0.9045509871125542
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loss: 0.9000459340704741
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loss: 0.8976171713954998
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loss: 0.8901429176330566
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loss: 0.8886733723457932
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loss: 0.8943117066535025
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loss: 0.8943104734317955
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loss: 0.9081246979795697
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loss: 0.9132733565135144
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loss: 0.9004438513051467
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loss: 0.8996936224220256
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loss: 0.9080669470231809
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loss: 0.8930987905299246
epoch: 849
loss: 0.9024890531105494
IOU: [97.79, 81.89, 90.56, 42.53, 53.52, 58.06, 63.98, 74.33, 91.15, 58.57, 94.16, 78.19, 55.86, 91.64, 55.76, 75.88, 67.79, 50.82, 72.51]
mIOU: 71.32, mIOU_reduced: 72.22, accuracy: 95.04
epoch: 850
loss: 0.912224192503649
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loss: 0.897255978012342
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loss: 0.8932671209551254
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loss: 0.8968570013894547
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loss: 0.9025630102645997
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loss: 0.8998687060052815
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loss: 0.8909730901615318
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loss: 0.8925253109469247
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loss: 0.8954434539429904
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loss: 0.8922239445611795
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loss: 0.8860067069691147
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loss: 0.8964587106216307
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loss: 0.8896182590739103
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loss: 0.9045693945049276
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loss: 0.9021539856802743
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loss: 0.9001332768854106
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loss: 0.8918870102684453
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loss: 0.8957678156721625
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loss: 0.900923166795561
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loss: 0.9049322756152911
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loss: 0.9073928189727495
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loss: 0.8981867042191909
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loss: 0.8923761203603925
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loss: 0.8836693686616388
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loss: 0.8881032574530239
IOU: [97.8, 82.05, 91.25, 53.2, 52.78, 60.22, 65.13, 74.96, 91.73, 59.57, 94.33, 78.63, 53.89, 93.54, 65.13, 81.81, 70.05, 50.05, 71.38]
mIOU: 73.03, mIOU_reduced: 73.16, accuracy: 95.36
epoch: 875
loss: 0.8907707985842003
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loss: 0.8916377645297192
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loss: 0.8911039705546397
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loss: 0.8888965446672671
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loss: 0.8898507355037083
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loss: 0.889713146294545
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loss: 0.8909954359589239
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loss: 0.8876571215066626
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loss: 0.893859462275338
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loss: 0.8871064729125031
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loss: 0.8873136331128946
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loss: 0.8898707713399615
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loss: 0.886410513174823
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loss: 0.8845289805828722
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loss: 0.8831738435997153
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loss: 0.8838340227173345
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loss: 0.8876875796408024
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loss: 0.8873378187819633
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loss: 0.8729357949164357
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loss: 0.8791044050792478
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loss: 0.8804633675238515
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loss: 0.8815174737387912
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loss: 0.8822582103814076
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loss: 0.8753276166890188
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loss: 0.8781076272864226
IOU: [97.94, 82.91, 91.5, 51.2, 55.25, 60.72, 64.1, 74.27, 91.54, 56.19, 94.71, 78.82, 55.92, 94.17, 71.04, 81.56, 72.65, 53.58, 73.94]
mIOU: 73.79, mIOU_reduced: 73.55, accuracy: 95.5
epoch: 900
loss: 0.8780767697529651
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loss: 0.8778219406174199
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loss: 0.8744319608269354
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loss: 0.8752349274499076
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loss: 0.8733658996232436
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loss: 0.8712318682606329
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loss: 0.8803131961115608
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loss: 0.8767355947160336
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loss: 0.8743195581950267
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loss: 0.8698164444728039
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loss: 0.8744260977220664
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loss: 0.8708027308841921
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loss: 0.8748431337490236
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loss: 0.8776495138589905
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loss: 0.8673530764014252
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loss: 0.8691918253898621
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loss: 0.8642606963365869
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loss: 0.8830822187292608
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loss: 0.8713441873496434
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loss: 0.8685116224854461
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loss: 0.8684056373940645
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loss: 0.8693029467628972
epoch: 922
loss: 0.8647871235952865
epoch: 923
loss: 0.8676648482158178
epoch: 924
loss: 0.8654109257250783
IOU: [97.88, 83.01, 91.62, 51.67, 59.07, 61.23, 63.56, 75.54, 92.17, 61.81, 94.78, 79.09, 58.56, 94.19, 69.2, 81.11, 77.15, 49.75, 74.24]
mIOU: 74.51, mIOU_reduced: 74.26, accuracy: 95.63
epoch: 925
loss: 0.8716063072096627
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loss: 0.8702168043732964
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loss: 0.8682187909707226
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loss: 0.8707020719738984
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loss: 0.8669808706183317
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loss: 0.8656891389998465
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loss: 0.8760645193552392
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loss: 0.8675891267000183
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loss: 0.868883194788447
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loss: 0.8669365263692131
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loss: 0.8729395212510204
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loss: 0.8673234398795588
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loss: 0.8596256163242371
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loss: 0.8712548467348207
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loss: 0.8648406708979542
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loss: 0.8648778466844174
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loss: 0.8608105454162125
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loss: 0.8568428319419491
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loss: 0.8698707745081652
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loss: 0.863492301371541
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loss: 0.8643466635855703
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loss: 0.8579468036276311
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loss: 0.854338583759863
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loss: 0.8558817539574965
epoch: 949
loss: 0.8547020882287758
IOU: [98.11, 84.28, 91.68, 49.79, 57.69, 61.81, 66.24, 76.12, 92.11, 62.43, 94.75, 79.7, 59.59, 94.26, 73.17, 83.29, 74.43, 54.19, 74.61]
mIOU: 75.17, mIOU_reduced: 74.84, accuracy: 95.72
epoch: 950
loss: 0.8535603717009654
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loss: 0.8517236396308858
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loss: 0.8554455687736244
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loss: 0.8515523485738955
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loss: 0.8539917989561179
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loss: 0.8535348896710377
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loss: 0.8477431596771404
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loss: 0.8496593546995899
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loss: 0.855259809211258
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loss: 0.85533619746365
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loss: 0.8502319079203747
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loss: 0.8482349437844721
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loss: 0.8535029804610178
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loss: 0.8455281774952726
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loss: 0.8518385499956794
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loss: 0.8481732912140715
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loss: 0.8436063968267724
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loss: 0.8447676906688515
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loss: 0.8467620378234637
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loss: 0.841890706688246
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loss: 0.8453307264256027
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loss: 0.8438738121819304
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loss: 0.8492740331634357
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loss: 0.8451952709341949
epoch: 974
loss: 0.8456323352464126
IOU: [98.14, 84.38, 91.85, 53.3, 55.88, 62.24, 66.11, 77.22, 92.35, 62.33, 94.99, 79.82, 59.28, 94.55, 75.45, 84.38, 69.49, 53.63, 74.67]
mIOU: 75.27, mIOU_reduced: 75.05, accuracy: 95.82
epoch: 975
loss: 0.8457012047986135
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loss: 0.8414282239672308
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loss: 0.841127910703983
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loss: 0.8403095368426444
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loss: 0.8426857534444557
epoch: 980
loss: 0.842187872472799
IOU: [98.03, 83.94, 91.87, 52.31, 57.45, 62.43, 66.88, 77.01, 92.3, 63.54, 94.96, 80.32, 60.32, 94.47, 74.63, 82.98, 65.4, 54.4, 74.53]
mIOU: 75.15, mIOU_reduced: 75.3, accuracy: 95.8
epoch: 981
loss: 0.8365051995390509
IOU: [98.04, 83.81, 91.93, 51.91, 58.44, 62.83, 66.75, 76.98, 92.39, 64.56, 94.94, 80.27, 60.65, 94.58, 77.63, 85.14, 74.29, 54.23, 74.99]
mIOU: 76.02, mIOU_reduced: 75.46, accuracy: 95.84
epoch: 982
loss: 0.8426171756497612
IOU: [98.08, 84.08, 91.99, 52.81, 58.63, 62.41, 66.76, 77.31, 92.23, 63.57, 94.98, 80.06, 59.59, 94.51, 75.34, 83.2, 69.53, 52.99, 74.16]
mIOU: 75.38, mIOU_reduced: 75.26, accuracy: 95.82
epoch: 983
loss: 0.8430098804502153
IOU: [98.1, 84.3, 92.04, 52.59, 58.51, 62.66, 65.95, 77.36, 92.32, 63.61, 95.07, 80.36, 59.35, 94.63, 75.96, 84.34, 72.39, 52.88, 74.87]
mIOU: 75.65, mIOU_reduced: 75.29, accuracy: 95.86
epoch: 984
loss: 0.8382494245578015
IOU: [98.19, 84.77, 91.91, 52.0, 57.7, 62.57, 66.82, 77.06, 92.36, 63.31, 94.97, 80.27, 60.36, 94.65, 75.24, 82.89, 71.52, 53.82, 74.38]
mIOU: 75.52, mIOU_reduced: 75.32, accuracy: 95.86
epoch: 985
loss: 0.8394286703227987
IOU: [98.13, 84.33, 92.04, 54.45, 58.64, 62.87, 66.81, 77.29, 92.33, 62.48, 94.96, 80.2, 60.03, 94.67, 75.69, 84.77, 72.0, 53.78, 75.06]
mIOU: 75.82, mIOU_reduced: 75.5, accuracy: 95.87
epoch: 986
loss: 0.8403733607251046
IOU: [98.14, 84.51, 91.96, 53.16, 58.29, 62.58, 66.7, 77.43, 92.35, 63.04, 95.05, 80.28, 60.38, 94.59, 75.83, 85.29, 71.86, 53.6, 74.67]
mIOU: 75.77, mIOU_reduced: 75.42, accuracy: 95.87
epoch: 987
loss: 0.8380490978451752
IOU: [98.11, 84.35, 92.0, 55.15, 56.62, 62.48, 66.9, 77.4, 92.36, 63.8, 95.03, 80.32, 60.22, 94.66, 76.58, 82.1, 65.27, 54.36, 74.7]
mIOU: 75.39, mIOU_reduced: 75.53, accuracy: 95.85
epoch: 988
loss: 0.8374720005333585
IOU: [98.18, 84.71, 92.02, 54.92, 58.36, 62.49, 66.44, 77.27, 92.3, 62.93, 94.95, 80.42, 59.79, 94.69, 75.89, 82.36, 66.93, 54.36, 74.63]
mIOU: 75.45, mIOU_reduced: 75.53, accuracy: 95.88
epoch: 989
loss: 0.837741644555989
IOU: [98.16, 84.8, 92.09, 54.85, 57.43, 63.0, 66.71, 77.33, 92.28, 63.3, 95.04, 80.46, 60.73, 94.62, 73.3, 83.03, 73.37, 54.2, 75.02]
mIOU: 75.77, mIOU_reduced: 75.63, accuracy: 95.89
epoch: 990
loss: 0.8314685101779002
IOU: [98.04, 84.03, 92.17, 56.72, 57.75, 63.05, 67.03, 77.15, 92.24, 63.04, 94.92, 80.28, 60.3, 94.71, 73.91, 83.17, 71.82, 54.25, 75.2]
mIOU: 75.78, mIOU_reduced: 75.68, accuracy: 95.85
epoch: 991
loss: 0.8394288232705663
IOU: [98.12, 84.47, 92.14, 56.06, 58.57, 62.96, 67.34, 77.06, 92.29, 63.07, 95.06, 80.4, 60.31, 94.73, 76.02, 82.36, 70.74, 54.89, 74.82]
mIOU: 75.86, mIOU_reduced: 75.77, accuracy: 95.89
epoch: 992
loss: 0.8336353361445938
IOU: [98.17, 84.8, 92.12, 55.95, 57.98, 63.07, 67.17, 77.2, 92.29, 63.58, 95.04, 80.33, 60.48, 94.64, 71.23, 80.4, 66.82, 54.9, 75.25]
mIOU: 75.34, mIOU_reduced: 75.81, accuracy: 95.9
epoch: 993
loss: 0.8326909203092364
IOU: [98.17, 84.81, 92.18, 56.12, 58.22, 62.95, 66.97, 77.11, 92.35, 63.54, 95.09, 80.41, 59.89, 94.67, 75.87, 82.82, 68.74, 54.67, 75.29]
mIOU: 75.78, mIOU_reduced: 75.78, accuracy: 95.93
epoch: 994
loss: 0.8360965714621736
IOU: [98.18, 84.73, 92.18, 55.76, 58.3, 62.84, 67.05, 77.13, 92.34, 63.18, 95.08, 80.5, 60.83, 94.64, 73.87, 82.62, 71.44, 55.43, 74.89]
mIOU: 75.84, mIOU_reduced: 75.82, accuracy: 95.92
epoch: 995
loss: 0.8402264015372551
IOU: [98.12, 84.55, 92.18, 56.44, 58.45, 63.01, 66.91, 77.21, 92.32, 63.74, 95.12, 80.37, 60.06, 94.66, 76.01, 83.44, 73.7, 54.35, 74.95]
mIOU: 76.08, mIOU_reduced: 75.78, accuracy: 95.91
epoch: 996
loss: 0.8341377702042099
IOU: [98.15, 84.63, 92.22, 56.28, 58.66, 63.0, 67.11, 77.18, 92.34, 63.76, 95.08, 80.48, 60.31, 94.71, 74.0, 81.7, 69.54, 54.85, 75.04]
mIOU: 75.74, mIOU_reduced: 75.86, accuracy: 95.92
epoch: 997
loss: 0.8282770014837424
IOU: [98.08, 84.27, 92.23, 56.15, 58.77, 63.16, 67.26, 77.32, 92.34, 63.68, 95.06, 80.5, 60.59, 94.71, 74.06, 82.9, 71.06, 54.65, 75.1]
mIOU: 75.89, mIOU_reduced: 75.87, accuracy: 95.9
epoch: 998
loss: 0.8387446075758201
IOU: [98.11, 84.4, 92.23, 56.97, 58.88, 63.13, 67.14, 77.33, 92.34, 63.81, 95.1, 80.53, 60.76, 94.67, 75.69, 82.86, 70.1, 54.89, 74.85]
mIOU: 75.99, mIOU_reduced: 75.95, accuracy: 95.91
epoch: 999
loss: 0.8324325949033958
IOU: [98.11, 84.37, 92.2, 56.17, 58.55, 63.08, 67.07, 77.41, 92.31, 63.26, 95.09, 80.5, 60.65, 94.68, 74.82, 83.58, 71.91, 54.82, 74.99]
mIOU: 75.98, mIOU_reduced: 75.83, accuracy: 95.9
Best mIOU: 76.08422590556897
Best global accuracy: 95.9280252456665
Training time 1 day, 23:59:26
mIOUs: [76.08422590556897]
global_accuracies: [95.9280252456665]
