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run: 2
epoch: 0
loss: 1.2125601116216407
IOU: [79.27, 5.88, 44.62, 0.0, 0.0, 0.0, 0.0, 0.0, 7.23, 4.56, 68.44, 0.0, 0.0, 32.57, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 12.77, mIOU_reduced: 15.16, accuracy: 64.06
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IOU: [95.48, 62.55, 81.8, 22.93, 21.98, 39.1, 26.71, 40.52, 85.44, 37.93, 90.79, 46.54, 0.99, 83.05, 27.63, 17.67, 17.24, 0.8, 29.84]
mIOU: 43.63, mIOU_reduced: 47.9, accuracy: 90.05
epoch: 25
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loss: 0.2868566696614911
IOU: [95.5, 68.54, 87.28, 29.95, 40.37, 49.1, 41.7, 53.91, 89.01, 52.83, 92.33, 62.97, 30.07, 87.83, 37.74, 54.86, 32.25, 8.12, 58.61]
mIOU: 56.47, mIOU_reduced: 59.26, accuracy: 92.45
epoch: 50
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loss: 0.268629300546132
IOU: [96.45, 74.13, 86.99, 42.22, 41.19, 50.4, 42.77, 60.13, 89.58, 52.58, 88.41, 66.43, 41.26, 87.99, 15.43, 43.1, 28.86, 23.78, 60.34]
mIOU: 57.48, mIOU_reduced: 62.79, accuracy: 92.87
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loss: 0.26062342504446073
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loss: 0.24151591083029852
IOU: [96.24, 72.87, 87.43, 33.12, 40.49, 44.27, 35.26, 61.56, 88.86, 54.28, 92.5, 63.42, 31.53, 88.91, 44.94, 50.77, 26.69, 21.38, 53.95]
mIOU: 57.29, mIOU_reduced: 60.38, accuracy: 92.86
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loss: 0.2475320984411111
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loss: 0.2368474668569642
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loss: 0.2249527268734261
IOU: [96.13, 70.84, 87.16, 38.18, 44.85, 51.95, 44.42, 62.54, 88.54, 49.14, 91.21, 70.4, 37.58, 90.86, 37.8, 53.42, 48.77, 27.36, 63.46]
mIOU: 60.77, mIOU_reduced: 63.41, accuracy: 93.12
epoch: 125
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loss: 0.2104624180660415
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loss: 0.2387631608429302
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loss: 0.22605110522148744
IOU: [96.99, 76.39, 88.29, 13.13, 37.02, 52.54, 44.35, 58.8, 89.32, 50.34, 92.79, 71.43, 43.93, 90.32, 47.54, 69.84, 44.11, 26.55, 66.17]
mIOU: 61.04, mIOU_reduced: 62.4, accuracy: 93.58
epoch: 150
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loss: 0.21229809707387118
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loss: 0.2097702045847142
epoch: 174
loss: 0.20496231100629925
IOU: [96.92, 78.19, 89.31, 38.49, 48.62, 52.17, 52.08, 62.14, 89.93, 54.99, 93.23, 71.24, 43.68, 90.73, 51.76, 72.28, 58.72, 36.78, 64.99]
mIOU: 65.59, mIOU_reduced: 66.47, accuracy: 94.04
epoch: 175
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loss: 0.2148032682041595
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loss: 0.20585497994869545
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loss: 0.20228304153664736
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loss: 0.22077226859700647
IOU: [96.67, 75.59, 89.13, 32.89, 50.69, 53.69, 52.56, 66.7, 90.21, 54.87, 92.39, 69.38, 44.58, 91.59, 48.28, 66.74, 41.2, 28.14, 62.67]
mIOU: 63.58, mIOU_reduced: 65.73, accuracy: 93.84
epoch: 200
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loss: 0.19946021705142894
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loss: 0.21624785533169852
epoch: 224
loss: 0.21096639539996248
IOU: [97.34, 78.76, 88.86, 33.12, 50.43, 53.33, 50.55, 67.36, 89.62, 51.77, 93.55, 72.16, 42.71, 90.47, 47.01, 66.29, 53.24, 35.35, 66.4]
mIOU: 64.65, mIOU_reduced: 66.36, accuracy: 94.05
epoch: 225
loss: 0.1886229351002251
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loss: 0.21417695173436418
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loss: 0.19292301003823706
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loss: 0.19933918971980036
IOU: [97.37, 79.79, 89.3, 47.83, 52.48, 55.85, 49.56, 68.82, 89.6, 54.69, 93.57, 73.93, 51.06, 90.98, 53.83, 73.41, 63.08, 36.74, 66.4]
mIOU: 67.81, mIOU_reduced: 68.62, accuracy: 94.35
epoch: 250
loss: 0.1950360265864195
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loss: 0.20764857743467605
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loss: 0.19186146199863877
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loss: 0.19582964003969716
IOU: [97.35, 79.26, 89.71, 35.88, 50.61, 57.9, 58.78, 68.06, 91.36, 59.79, 93.44, 75.3, 48.07, 91.21, 45.73, 67.57, 42.25, 39.82, 68.62]
mIOU: 66.35, mIOU_reduced: 69.07, accuracy: 94.55
epoch: 275
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loss: 0.18922882141530353
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loss: 0.1964032775308244
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loss: 0.1894174839728926
IOU: [96.91, 78.04, 88.92, 40.88, 49.37, 53.59, 50.75, 64.47, 89.75, 52.97, 93.28, 69.09, 46.8, 89.66, 18.08, 38.92, 17.43, 35.09, 66.43]
mIOU: 60.02, mIOU_reduced: 66.63, accuracy: 93.61
epoch: 300
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loss: 0.17945951554733466
IOU: [97.39, 79.76, 90.31, 57.42, 52.22, 58.68, 58.76, 69.49, 91.12, 57.91, 93.34, 75.58, 52.04, 92.15, 47.83, 72.32, 64.76, 35.32, 67.47]
mIOU: 69.15, mIOU_reduced: 70.56, accuracy: 94.8
epoch: 325
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loss: 0.18270104780110388
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loss: 0.20318846866448292
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loss: 0.19083118936764903
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loss: 0.1976131278107751
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loss: 0.1810071823812238
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loss: 0.17095568406614012
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loss: 0.17991739397020032
epoch: 348
loss: 0.19343799187969968
epoch: 349
loss: 0.1794175700437669
IOU: [97.4, 79.63, 90.51, 44.75, 49.84, 57.98, 58.53, 68.89, 91.08, 57.14, 93.44, 74.97, 46.68, 91.58, 49.74, 76.09, 68.33, 25.9, 69.37]
mIOU: 67.99, mIOU_reduced: 68.61, accuracy: 94.75
epoch: 350
loss: 0.17266529744285136
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loss: 0.17148557331443154
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loss: 0.21265308215531378
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loss: 0.18131047876858003
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loss: 0.1757590846231363
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loss: 0.18173583153123163
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loss: 0.1812409843918127
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loss: 0.1980198714530693
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loss: 0.1846882120939599
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loss: 0.17153187292926717
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loss: 0.17899067442854139
epoch: 373
loss: 0.19077332928334928
epoch: 374
loss: 0.21687262501276408
IOU: [95.8, 71.51, 88.47, 40.98, 44.14, 53.27, 39.05, 65.02, 89.07, 51.53, 92.39, 71.73, 37.37, 89.49, 53.11, 56.51, 40.47, 24.82, 62.24]
mIOU: 61.42, mIOU_reduced: 63.55, accuracy: 93.23
epoch: 375
loss: 0.18862961527873884
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loss: 0.1884049559539219
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loss: 0.17462387556496334
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loss: 0.1906677564038742
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loss: 0.1730764825750554
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loss: 0.17630111426115036
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loss: 0.17677120761970946
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loss: 0.18637558757616182
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loss: 0.19158488339330307
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loss: 0.18688495786524204
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loss: 0.1843091458925661
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loss: 0.17252289899436613
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loss: 0.1779307679064833
epoch: 399
loss: 0.1755700734546885
IOU: [97.09, 77.82, 89.27, 32.27, 50.37, 57.57, 50.87, 69.75, 89.61, 52.41, 93.1, 73.97, 52.11, 91.77, 64.97, 67.74, 47.67, 42.85, 69.26]
mIOU: 66.87, mIOU_reduced: 68.13, accuracy: 94.21
epoch: 400
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loss: 0.1813813982345666
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loss: 0.17394555773776818
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loss: 0.18515814157991076
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loss: 0.16592746270152758
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loss: 0.16491116944831016
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loss: 0.18351110753746366
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loss: 0.17822171125129227
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loss: 0.18212298948488467
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loss: 0.17853177609951348
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loss: 0.1705591472774503
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loss: 0.18905419910532445
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loss: 0.17218398808870675
epoch: 424
loss: 0.1582281095078692
IOU: [97.72, 81.72, 90.47, 50.13, 53.72, 59.09, 59.82, 72.13, 91.16, 57.18, 94.3, 75.77, 50.84, 92.25, 63.09, 75.21, 64.6, 38.86, 65.06]
mIOU: 70.16, mIOU_reduced: 70.64, accuracy: 94.95
epoch: 425
loss: 0.1701171947015585
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loss: 0.18046050886259568
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loss: 0.16963871108553802
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loss: 0.17846524615011447
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loss: 0.16500454247399482
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loss: 0.18281060129886045
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loss: 0.17266745489803606
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loss: 0.17179261252404546
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loss: 0.15981233214352009
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loss: 0.15749137601601787
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loss: 0.1664841263040378
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loss: 0.17576041534502873
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loss: 0.15885770782788167
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loss: 0.18908455556213374
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loss: 0.18524355338911483
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loss: 0.17912832191690922
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loss: 0.17180658147903788
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loss: 0.17945631075339175
epoch: 448
loss: 0.16842858093687788
epoch: 449
loss: 0.17744971667177914
IOU: [96.55, 73.27, 86.12, 35.11, 21.63, 52.88, 50.81, 59.79, 89.95, 42.07, 92.07, 70.69, 44.82, 90.24, 24.48, 67.7, 56.09, 28.8, 60.01]
mIOU: 60.16, mIOU_reduced: 62.18, accuracy: 93.01
epoch: 450
loss: 0.19358330105514218
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loss: 0.16850439906923598
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loss: 0.15333659454899015
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loss: 0.1659575826676708
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loss: 0.17710576626168428
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loss: 0.17260658411645505
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loss: 0.17145153187275575
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loss: 0.16705980418987995
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loss: 0.17019289424718229
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loss: 0.18775964695006367
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loss: 0.16278603462115773
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loss: 0.16841455191534485
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loss: 0.16536927036438992
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loss: 0.15917941698970178
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loss: 0.1607947428673104
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loss: 0.1722633942078066
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loss: 0.17259175221955358
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loss: 0.17652231932811016
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loss: 0.17734288185272576
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loss: 0.16609007178371485
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loss: 0.1678095864398139
epoch: 474
loss: 0.1753002095495594
IOU: [95.47, 71.41, 83.13, 25.9, 43.15, 48.33, 46.55, 64.05, 84.96, 54.0, 92.4, 66.34, 13.69, 76.08, 14.83, 64.34, 48.81, 19.95, 57.64]
mIOU: 56.37, mIOU_reduced: 58.94, accuracy: 90.73
epoch: 475
loss: 0.19089148038963102
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loss: 0.18289702911823585
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loss: 0.1723193614429862
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loss: 0.1794526459714473
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loss: 0.1904757991834792
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loss: 0.1927519885677533
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loss: 0.17141420544800412
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loss: 0.1757201628905101
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loss: 0.15759757339874048
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loss: 0.16417999408958414
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loss: 0.16383247687970853
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loss: 0.1859881839943382
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loss: 0.17848572878021435
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loss: 0.17559659213952297
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loss: 0.18284718724434587
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loss: 0.1711259544538359
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loss: 0.16743800688705676
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loss: 0.1649535373455752
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loss: 0.19071372228892988
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loss: 0.18175755282537634
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loss: 0.16968060194482057
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loss: 0.1663628139826808
epoch: 499
loss: 0.1637620257961782
IOU: [96.77, 77.17, 90.91, 52.11, 53.7, 59.06, 62.37, 71.56, 91.42, 59.61, 94.08, 76.81, 54.34, 92.42, 59.69, 77.73, 73.88, 51.11, 70.65]
mIOU: 71.86, mIOU_reduced: 72.13, accuracy: 94.77
epoch: 500
loss: 0.1526807007603247
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loss: 0.16138138489501497
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loss: 0.1695021736533494
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loss: 0.15981446321039508
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loss: 0.1599511745363233
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loss: 0.15540749983324836
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loss: 0.16946065403782132
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loss: 0.17371191469967526
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loss: 0.1802300747353433
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loss: 0.15778459080386997
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loss: 0.1594537318837289
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loss: 0.1569368025925603
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loss: 0.15293144352352522
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loss: 0.180488910375419
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loss: 0.1682971807302169
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loss: 0.1641887224949595
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loss: 0.18215186701148667
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loss: 0.17843581713997128
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loss: 0.17361111533288365
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loss: 0.17000674767635582
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loss: 0.17426546030449416
epoch: 522
loss: 0.16014538321774605
epoch: 523
loss: 0.1829301017233625
epoch: 524
loss: 0.1693025817165799
IOU: [97.64, 81.22, 90.44, 48.95, 55.15, 60.45, 60.53, 72.94, 91.25, 59.59, 93.74, 76.44, 54.48, 93.38, 69.83, 79.01, 71.1, 45.32, 69.67]
mIOU: 72.16, mIOU_reduced: 71.95, accuracy: 95.05
epoch: 525
loss: 0.16826027696023413
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loss: 0.1581885556005082
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loss: 0.15602128508919977
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loss: 0.1592095734857806
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loss: 0.17245705947882403
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loss: 0.16382943437186212
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loss: 0.1508018369221623
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loss: 0.15158003578690507
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loss: 0.15456045730255363
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loss: 0.1473134257039934
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loss: 0.15584848086146333
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loss: 0.16238569504408182
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loss: 0.15354015899074044
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loss: 0.15119847472546236
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loss: 0.16577940942302868
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loss: 0.15466770085925363
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loss: 0.17971416837924895
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loss: 0.18179153120822983
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loss: 0.17549499714711927
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loss: 0.15868820442825637
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loss: 0.16286990116789657
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loss: 0.1717347721004422
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loss: 0.16105853159713618
epoch: 548
loss: 0.15963999270348536
epoch: 549
loss: 0.1501174067270081
IOU: [97.76, 82.02, 91.13, 47.88, 51.38, 58.81, 62.8, 73.21, 91.71, 58.72, 93.97, 77.61, 57.57, 92.86, 60.16, 76.14, 71.46, 52.9, 71.49]
mIOU: 72.08, mIOU_reduced: 72.61, accuracy: 95.24
epoch: 550
loss: 0.16267574988205158
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loss: 0.16088751476569318
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loss: 0.1562236467341207
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loss: 0.15560095988193934
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loss: 0.15925640677104422
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loss: 0.15620950452802637
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loss: 0.15840001633225104
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loss: 0.1674842273771281
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loss: 0.15812872153408122
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loss: 0.16750554836824577
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loss: 0.14664118793213143
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loss: 0.15484452524757128
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loss: 0.14934656963836793
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loss: 0.15486323088407516
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loss: 0.15727873690767752
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loss: 0.1588035919916919
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loss: 0.16081479979011248
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loss: 0.17238614609781303
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loss: 0.15503617550806215
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loss: 0.15781459228369105
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loss: 0.1515297717603069
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loss: 0.15517644013837983
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loss: 0.1519646016815602
epoch: 573
loss: 0.15046785259744871
epoch: 574
loss: 0.15185930479488605
IOU: [96.63, 76.8, 90.28, 50.02, 54.79, 55.03, 54.61, 67.71, 90.72, 56.04, 94.11, 74.07, 51.39, 91.65, 67.5, 76.46, 56.28, 42.21, 68.33]
mIOU: 69.19, mIOU_reduced: 69.65, accuracy: 94.43
epoch: 575
loss: 0.18560051243260223
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loss: 0.16100113409147107
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loss: 0.1500741813301719
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loss: 0.14956308102029353
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loss: 0.16517036645158603
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loss: 0.16302657577226748
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loss: 0.1636560518304614
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loss: 0.1479230658866646
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loss: 0.15930812191368757
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loss: 0.1500454755284073
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loss: 0.14543918733085906
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loss: 0.14708452599469543
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loss: 0.15773692237077697
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loss: 0.1557162560502474
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loss: 0.15393551746308
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loss: 0.15111634070982508
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loss: 0.16650770911871585
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loss: 0.16167310559042702
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loss: 0.1573222261273636
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loss: 0.1451607580294185
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loss: 0.1483638866771906
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loss: 0.1576026170803209
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loss: 0.15081071867695395
epoch: 598
loss: 0.15164426967220487
epoch: 599
loss: 0.15189297894904555
IOU: [97.75, 82.2, 90.51, 50.15, 54.67, 58.57, 62.02, 72.72, 91.7, 62.55, 93.53, 74.76, 51.47, 90.77, 57.3, 59.71, 53.35, 25.98, 65.44]
mIOU: 68.17, mIOU_reduced: 70.3, accuracy: 94.87
epoch: 600
loss: 0.16017990292243237
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loss: 0.1478345033454124
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loss: 0.14194992957812436
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loss: 0.14609456831473866
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loss: 0.18220859332226036
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loss: 0.17431224398616188
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loss: 0.16951741458913386
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loss: 0.1590561897486368
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loss: 0.14838588010831022
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loss: 0.1561021179844427
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loss: 0.16545175455731523
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loss: 0.1783011170691557
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loss: 0.1583963129117161
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loss: 0.14628953416392487
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loss: 0.15765106710140916
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loss: 0.15700550859347187
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loss: 0.14829982110271556
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loss: 0.15417703425868182
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loss: 0.15429682680217405
epoch: 622
loss: 0.14612948605313777
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loss: 0.14546057059758435
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loss: 0.14137265915578268
IOU: [97.49, 80.26, 91.02, 53.28, 52.23, 58.87, 61.97, 71.85, 91.65, 59.49, 94.27, 76.35, 51.7, 93.72, 73.44, 75.6, 32.34, 51.96, 71.43]
mIOU: 70.47, mIOU_reduced: 72.35, accuracy: 95.15
epoch: 625
loss: 0.13933657095679697
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loss: 0.13217716336732283
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loss: 0.14980374463404605
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loss: 0.1464582609559969
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loss: 0.15549601317255324
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loss: 0.1447387367406624
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loss: 0.1439120791189754
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loss: 0.138411373221328
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loss: 0.1427391530127538
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loss: 0.13741201329022404
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loss: 0.1513379330262341
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loss: 0.15443320570368008
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loss: 0.14350930398525896
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loss: 0.14687435788848008
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loss: 0.15024425013046058
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loss: 0.15795393249978917
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loss: 0.14954221720563754
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loss: 0.1429694329672104
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loss: 0.1466186342615323
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loss: 0.16738399592130332
epoch: 649
loss: 0.14901295195853292
IOU: [97.74, 82.1, 91.28, 55.68, 56.76, 59.65, 64.25, 74.49, 91.93, 62.08, 92.83, 78.38, 54.91, 93.61, 62.23, 78.78, 77.35, 54.11, 71.62]
mIOU: 73.67, mIOU_reduced: 73.84, accuracy: 95.39
epoch: 650
loss: 0.14085526439057527
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loss: 0.15159512813280857
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loss: 0.1458918565929418
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loss: 0.15186562124047318
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loss: 0.15536560602184898
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loss: 0.1624390692763894
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loss: 0.16071951029837292
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loss: 0.150252586506769
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loss: 0.18494409035559933
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loss: 0.173058837491547
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loss: 0.17148925570866488
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loss: 0.1736476955347948
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loss: 0.15180041930183888
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loss: 0.1461559075992705
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loss: 0.14553893970029375
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loss: 0.1856487097966703
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loss: 0.1769644507781836
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loss: 0.14279343350476653
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loss: 0.14934065437943467
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loss: 0.15623555468982764
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loss: 0.1434725701126127
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loss: 0.16730451021554335
IOU: [97.57, 80.91, 90.68, 42.37, 55.74, 60.31, 61.74, 72.5, 91.36, 61.82, 93.61, 78.3, 57.67, 93.29, 69.03, 68.57, 11.45, 48.52, 70.99]
mIOU: 68.76, mIOU_reduced: 72.34, accuracy: 95.03
epoch: 675
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loss: 0.15276771113075657
IOU: [97.66, 81.21, 90.32, 40.4, 50.51, 59.14, 60.73, 69.12, 90.41, 52.88, 94.33, 76.48, 54.59, 92.89, 59.3, 69.2, 60.47, 45.23, 70.23]
mIOU: 69.22, mIOU_reduced: 70.38, accuracy: 94.84
epoch: 700
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loss: 0.13865297526683448
IOU: [97.76, 82.13, 91.63, 54.91, 59.5, 60.38, 62.48, 69.63, 92.09, 62.9, 94.24, 78.54, 57.11, 93.55, 71.26, 71.89, 39.5, 54.08, 72.48]
mIOU: 71.9, mIOU_reduced: 73.96, accuracy: 95.45
epoch: 725
loss: 0.13864746025068098
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loss: 0.1500777651196863
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loss: 0.14161827903230878
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loss: 0.13420533892922004
IOU: [97.42, 80.65, 91.41, 53.54, 58.02, 61.43, 63.6, 74.34, 91.83, 59.88, 94.42, 77.16, 57.94, 93.38, 71.64, 78.66, 58.9, 51.47, 72.56]
mIOU: 73.07, mIOU_reduced: 73.69, accuracy: 95.29
epoch: 750
loss: 0.1458711578960046
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loss: 0.13991244330078445
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loss: 0.12422887207764499
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loss: 0.12711139565529528
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loss: 0.13585534237947747
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loss: 0.12910578399896622
IOU: [97.73, 82.2, 91.55, 52.93, 55.9, 61.08, 66.19, 75.46, 92.19, 62.0, 94.57, 77.95, 55.16, 93.34, 64.93, 79.39, 81.79, 51.45, 72.54]
mIOU: 74.12, mIOU_reduced: 73.89, accuracy: 95.47
epoch: 775
loss: 0.13107367486484608
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loss: 0.13297508478245001
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loss: 0.14298842732877423
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loss: 0.132257616925593
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loss: 0.1343461828773234
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loss: 0.1301410923789775
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loss: 0.13005804621948386
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loss: 0.12480936934443497
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loss: 0.12409036421791884
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loss: 0.12354201578467361
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loss: 0.1239233341098153
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loss: 0.12386662559207237
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loss: 0.12784171783217202
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loss: 0.12492721290842221
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loss: 0.1241704712137379
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loss: 0.1213197487624829
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loss: 0.12469842262827162
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loss: 0.12055485920523698
IOU: [98.16, 84.58, 91.67, 52.39, 59.29, 62.97, 66.16, 75.61, 92.17, 60.74, 94.36, 78.74, 56.86, 94.1, 74.68, 82.57, 75.06, 52.46, 73.4]
mIOU: 75.05, mIOU_reduced: 74.6, accuracy: 95.71
epoch: 800
loss: 0.11831925787292723
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loss: 0.1217547586624513
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loss: 0.11951878893809177
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loss: 0.12630918613983935
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loss: 0.1235023134681735
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loss: 0.12497610687165248
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loss: 0.12703826746368665
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loss: 0.12558415700804512
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loss: 0.13492558065129098
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loss: 0.14548711679534448
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loss: 0.12495372111022954
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loss: 0.11877554062643463
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loss: 0.12044623777310481
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loss: 0.12208024659407428
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loss: 0.12672005025444005
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loss: 0.13867519641259932
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loss: 0.13405388637855045
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loss: 0.14012364091256238
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loss: 0.13509069342979524
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loss: 0.13041067615432558
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loss: 0.12754317656199565
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loss: 0.1251736475290314
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loss: 0.12105589026630406
epoch: 823
loss: 0.12720229149346723
epoch: 824
loss: 0.12327785512829084
IOU: [98.0, 83.59, 91.9, 59.54, 57.21, 61.19, 66.23, 76.14, 92.18, 61.72, 94.11, 79.21, 58.06, 94.03, 69.38, 78.83, 63.82, 54.55, 73.41]
mIOU: 74.37, mIOU_reduced: 75.07, accuracy: 95.7
epoch: 825
loss: 0.11976563506772255
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loss: 0.11856032779435263
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loss: 0.1253874297291442
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loss: 0.13278301911694662
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loss: 0.1331526830270284
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loss: 0.12686166954490374
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loss: 0.14175408435960343
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loss: 0.13259418178199114
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loss: 0.12590354504289653
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loss: 0.13454521901282981
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loss: 0.1457341730072492
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loss: 0.12651316797476253
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loss: 0.12587170959563268
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loss: 0.12538950976657096
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loss: 0.1279254382993333
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loss: 0.1256424144231727
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loss: 0.11957898715917634
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loss: 0.11790509797090469
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loss: 0.11909017280105631
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loss: 0.12268866044331111
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loss: 0.1174843256886436
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loss: 0.11533727643464133
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loss: 0.1176712161728314
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loss: 0.11706025151390272
epoch: 849
loss: 0.11898760481504096
IOU: [97.8, 83.24, 91.96, 55.2, 56.35, 62.77, 67.34, 76.98, 92.12, 62.86, 94.92, 79.96, 60.04, 94.06, 75.45, 78.75, 46.39, 55.87, 73.57]
mIOU: 73.98, mIOU_reduced: 75.31, accuracy: 95.65
epoch: 850
loss: 0.11710252568647868
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loss: 0.11310652141381466
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loss: 0.11846407840274414
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loss: 0.113338583141485
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loss: 0.11426464643961978
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loss: 0.11854190965788063
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loss: 0.11169144350563419
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loss: 0.11758111413277063
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loss: 0.12036595415233602
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loss: 0.11609963496338646
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loss: 0.11333944617376494
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loss: 0.11104178438691116
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loss: 0.11207924019093463
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loss: 0.11477582735032084
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loss: 0.114998151028574
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loss: 0.11271089253158903
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loss: 0.11109247681185241
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loss: 0.10971181558550529
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loss: 0.11231602967347738
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loss: 0.11333902348887245
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loss: 0.11424159510638515
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loss: 0.10945109861358157
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loss: 0.11015703474896937
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loss: 0.1101773012017786
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loss: 0.11381040162072992
IOU: [98.05, 83.91, 91.65, 49.78, 57.07, 63.35, 67.41, 77.27, 91.57, 56.88, 94.53, 79.96, 60.22, 94.44, 69.08, 82.4, 77.54, 57.8, 74.2]
mIOU: 75.11, mIOU_reduced: 74.88, accuracy: 95.61
epoch: 875
loss: 0.11337648988814367
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loss: 0.11463409744584657
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loss: 0.11473097593957844
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loss: 0.11039865249893414
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loss: 0.11569603498412592
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loss: 0.11775030239894384
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loss: 0.11535312466303294
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loss: 0.11498529843564304
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loss: 0.1120609673809491
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loss: 0.10975712560860294
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loss: 0.11014147193203717
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loss: 0.11019559901438633
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loss: 0.11232726733800215
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loss: 0.1094667862528418
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loss: 0.11090272783510126
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loss: 0.11089435054084683
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loss: 0.11774156140188644
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loss: 0.11239828753744495
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loss: 0.10976832928361918
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loss: 0.11063955268368246
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loss: 0.10859240286273134
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loss: 0.10685597131194452
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loss: 0.11022233175781537
epoch: 898
loss: 0.11242225661753323
epoch: 899
loss: 0.11562793187776987
IOU: [97.98, 83.74, 92.25, 57.33, 61.0, 62.77, 67.39, 75.64, 91.91, 60.61, 94.88, 79.87, 58.43, 94.01, 76.35, 80.53, 76.44, 57.39, 74.26]
mIOU: 75.94, mIOU_reduced: 75.59, accuracy: 95.8
epoch: 900
loss: 0.13616451946390928
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loss: 0.11468476914572266
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loss: 0.11847006175114781
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loss: 0.11128370889595576
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loss: 0.1131648963713903
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loss: 0.11013944228142099
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loss: 0.11133224290175579
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loss: 0.11386899045615825
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loss: 0.1099272993696989
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loss: 0.11147872879699555
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loss: 0.11021606761691062
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loss: 0.11688782881212363
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loss: 0.10916445721593507
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loss: 0.1070681848133992
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loss: 0.10646349103302968
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loss: 0.10621547741147708
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loss: 0.10754302260528678
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loss: 0.10754130772663897
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loss: 0.10499311463450486
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loss: 0.10696292635445004
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loss: 0.1045345016566891
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loss: 0.1024209076985516
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loss: 0.10355062905267243
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loss: 0.10157938685137628
epoch: 924
loss: 0.10298322280743373
IOU: [98.17, 85.04, 92.3, 59.56, 60.99, 64.69, 68.94, 77.02, 92.34, 63.99, 94.6, 80.31, 58.78, 94.39, 72.02, 81.96, 70.86, 60.65, 74.77]
mIOU: 76.39, mIOU_reduced: 76.66, accuracy: 95.95
epoch: 925
loss: 0.103059432557169
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loss: 0.102553815452879
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loss: 0.10365841085859386
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loss: 0.10119041057449145
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loss: 0.10324960342555675
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loss: 0.09991551580213794
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loss: 0.10199997250763874
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loss: 0.1018203445521969
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loss: 0.10165620076086
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loss: 0.10230809923090703
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loss: 0.10150740325772216
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loss: 0.10088228059786992
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loss: 0.10040099565391591
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loss: 0.10149735780658747
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loss: 0.10411848209175781
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loss: 0.10150896714663891
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loss: 0.10308051066136746
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loss: 0.10305995781305986
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loss: 0.09860734468843095
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loss: 0.09977688456601852
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loss: 0.1038729579381223
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loss: 0.09855078704996571
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loss: 0.09977896631045162
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loss: 0.09799494683702359
epoch: 949
loss: 0.10234287901307051
IOU: [98.07, 84.05, 92.09, 55.31, 61.45, 63.72, 68.71, 77.81, 92.38, 62.35, 94.86, 80.69, 59.74, 94.5, 75.89, 81.66, 73.03, 58.45, 74.81]
mIOU: 76.29, mIOU_reduced: 76.19, accuracy: 95.89
epoch: 950
loss: 0.1003982592825941
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loss: 0.10061300098092729
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loss: 0.10179147965744179
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loss: 0.09984444435234019
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loss: 0.0992938907078977
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loss: 0.09924574505608037
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loss: 0.09957474672971067
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loss: 0.09809992470429593
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loss: 0.09999215365902112
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loss: 0.09771137222687831
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loss: 0.09936800993717905
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loss: 0.0974145582864548
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loss: 0.09830543948111509
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loss: 0.09751122442859846
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loss: 0.09830544935162819
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loss: 0.09691130443202517
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loss: 0.0960633940593091
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loss: 0.09894786395554273
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loss: 0.09648351809085219
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loss: 0.09577998800097771
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loss: 0.09513915725795406
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loss: 0.09524296023293004
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loss: 0.0975498855013571
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loss: 0.09525401334998743
IOU: [98.12, 84.67, 92.67, 61.1, 62.45, 64.77, 69.15, 78.28, 92.57, 64.99, 94.9, 80.95, 59.83, 94.91, 78.11, 83.93, 73.54, 60.55, 75.14]
mIOU: 77.4, mIOU_reduced: 77.19, accuracy: 96.09
epoch: 975
loss: 0.0960093199945685
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loss: 0.09731758286488666
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loss: 0.09561946323377424
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loss: 0.09777231215225718
epoch: 979
loss: 0.09653948359894303
epoch: 980
loss: 0.0935511182782785
IOU: [98.18, 85.0, 92.53, 60.3, 61.25, 64.26, 69.05, 78.31, 92.53, 64.79, 94.97, 80.95, 59.62, 94.74, 78.83, 84.11, 75.03, 61.57, 75.15]
mIOU: 77.43, mIOU_reduced: 77.08, accuracy: 96.09
epoch: 981
loss: 0.09474591082438948
IOU: [98.2, 85.08, 92.42, 56.44, 60.74, 64.95, 69.07, 78.11, 92.49, 64.49, 95.02, 81.0, 60.33, 94.77, 81.24, 85.68, 75.82, 61.44, 74.99]
mIOU: 77.49, mIOU_reduced: 76.85, accuracy: 96.06
epoch: 982
loss: 0.09472432462473443
IOU: [98.22, 85.29, 92.54, 59.06, 61.53, 64.8, 69.24, 78.27, 92.49, 64.88, 94.98, 81.0, 59.92, 94.85, 82.0, 85.79, 73.46, 61.01, 75.09]
mIOU: 77.6, mIOU_reduced: 77.07, accuracy: 96.11
epoch: 983
loss: 0.0950875559425097
IOU: [98.26, 85.39, 92.5, 58.76, 61.77, 64.64, 69.42, 78.32, 92.56, 64.73, 94.96, 81.04, 59.63, 94.83, 81.85, 85.53, 75.39, 60.04, 75.11]
mIOU: 77.62, mIOU_reduced: 77.0, accuracy: 96.12
epoch: 984
loss: 0.09582725764726693
IOU: [98.19, 85.17, 92.39, 58.27, 61.1, 65.08, 69.51, 78.12, 92.56, 65.2, 95.08, 81.27, 61.22, 94.87, 82.98, 85.92, 75.2, 61.35, 75.17]
mIOU: 77.82, mIOU_reduced: 77.16, accuracy: 96.1
epoch: 985
loss: 0.09467459149718928
IOU: [98.24, 85.35, 92.5, 58.05, 62.4, 64.87, 69.27, 78.0, 92.5, 64.09, 95.08, 81.05, 60.25, 94.88, 83.23, 85.48, 73.6, 60.88, 75.23]
mIOU: 77.63, mIOU_reduced: 77.04, accuracy: 96.11
epoch: 986
loss: 0.09356473485695706
IOU: [98.24, 85.44, 92.43, 57.87, 61.71, 64.52, 69.42, 77.97, 92.54, 65.22, 94.98, 80.98, 60.54, 94.84, 82.31, 86.06, 76.53, 60.4, 75.14]
mIOU: 77.74, mIOU_reduced: 77.01, accuracy: 96.12
epoch: 987
loss: 0.09396481923658571
IOU: [98.24, 85.39, 92.61, 61.29, 61.74, 64.98, 69.05, 77.93, 92.55, 64.39, 95.05, 80.92, 60.18, 94.83, 82.07, 85.12, 75.58, 60.97, 75.28]
mIOU: 77.8, mIOU_reduced: 77.21, accuracy: 96.14
epoch: 988
loss: 0.09239717511676071
IOU: [98.21, 85.2, 92.57, 60.13, 62.29, 64.67, 69.15, 77.94, 92.5, 63.94, 94.98, 81.08, 60.78, 94.8, 83.14, 86.11, 75.82, 61.03, 75.33]
mIOU: 77.88, mIOU_reduced: 77.16, accuracy: 96.11
epoch: 989
loss: 0.0932874364070494
IOU: [98.22, 85.26, 92.51, 59.98, 60.9, 64.62, 69.33, 78.0, 92.51, 64.32, 95.03, 81.05, 59.72, 94.77, 81.87, 86.17, 76.9, 61.23, 75.22]
mIOU: 77.77, mIOU_reduced: 77.04, accuracy: 96.11
epoch: 990
loss: 0.09499231628531395
IOU: [98.2, 85.16, 92.63, 60.04, 61.8, 64.78, 69.45, 77.91, 92.52, 64.33, 95.05, 80.95, 60.54, 94.81, 82.29, 85.59, 76.73, 61.69, 75.39]
mIOU: 77.89, mIOU_reduced: 77.2, accuracy: 96.11
epoch: 991
loss: 0.09363658324566813
IOU: [98.21, 85.26, 92.57, 59.81, 61.77, 65.0, 69.49, 77.84, 92.57, 65.19, 94.97, 81.22, 61.03, 94.83, 82.09, 85.69, 76.11, 61.38, 75.39]
mIOU: 77.92, mIOU_reduced: 77.28, accuracy: 96.13
epoch: 992
loss: 0.09344477432395891
IOU: [98.19, 85.15, 92.55, 59.17, 61.34, 64.98, 69.4, 78.01, 92.52, 64.64, 95.09, 81.06, 60.85, 94.81, 81.93, 85.79, 76.62, 61.33, 75.37]
mIOU: 77.83, mIOU_reduced: 77.15, accuracy: 96.11
epoch: 993
loss: 0.09459719110049328
IOU: [98.2, 85.14, 92.59, 58.98, 61.11, 65.07, 69.21, 77.81, 92.54, 64.4, 95.05, 80.97, 60.11, 94.82, 81.43, 85.47, 77.03, 61.53, 75.37]
mIOU: 77.73, mIOU_reduced: 77.06, accuracy: 96.1
epoch: 994
loss: 0.09413576534776032
IOU: [98.18, 85.02, 92.48, 57.44, 60.87, 64.74, 69.35, 77.82, 92.56, 64.69, 95.02, 81.03, 60.43, 94.82, 82.84, 86.02, 75.58, 61.72, 75.43]
mIOU: 77.69, mIOU_reduced: 76.97, accuracy: 96.09
epoch: 995
loss: 0.09461181759432641
IOU: [98.19, 85.17, 92.55, 59.88, 61.12, 64.96, 69.21, 77.8, 92.53, 64.53, 95.04, 81.03, 60.67, 94.79, 82.06, 85.73, 76.11, 60.63, 75.28]
mIOU: 77.75, mIOU_reduced: 77.09, accuracy: 96.11
epoch: 996
loss: 0.095057105369404
IOU: [98.2, 85.2, 92.54, 58.71, 61.16, 64.76, 69.19, 77.86, 92.55, 64.79, 95.03, 81.04, 60.54, 94.82, 81.78, 86.14, 76.79, 61.34, 75.34]
mIOU: 77.78, mIOU_reduced: 77.07, accuracy: 96.1
epoch: 997
loss: 0.09278957807832973
IOU: [98.22, 85.29, 92.59, 59.08, 61.37, 65.05, 69.43, 77.82, 92.56, 64.8, 95.01, 80.99, 60.28, 94.85, 81.83, 86.26, 75.9, 61.19, 75.43]
mIOU: 77.79, mIOU_reduced: 77.12, accuracy: 96.12
epoch: 998
loss: 0.09487289857028951
IOU: [98.2, 85.15, 92.56, 59.47, 61.25, 64.94, 69.27, 77.93, 92.57, 64.78, 95.04, 80.99, 60.51, 94.82, 82.31, 86.09, 75.77, 60.84, 75.23]
mIOU: 77.78, mIOU_reduced: 77.1, accuracy: 96.11
epoch: 999
loss: 0.0917829888448561
IOU: [98.2, 85.2, 92.54, 59.48, 61.34, 65.09, 69.48, 77.93, 92.57, 65.14, 95.04, 81.0, 60.61, 94.83, 82.27, 86.5, 76.27, 61.56, 75.42]
mIOU: 77.92, mIOU_reduced: 77.21, accuracy: 96.12
Best mIOU: 77.91918322914525
Best global accuracy: 96.13919258117676
Training time 1 day, 13:16:05
mIOUs: [77.91918322914525]
global_accuracies: [96.13919258117676]
