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run: 1
epoch: 0
loss: 1.4965935105262098
IOU: [83.83, 14.74, 59.82, 0.0, 0.0, 0.0, 0.0, 0.0, 50.74, 9.81, 71.03, 0.0, 0.0, 40.85, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 17.41, mIOU_reduced: 20.68, accuracy: 74.41
epoch: 1
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loss: 1.2677750486247945
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loss: 1.2458902195778818
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loss: 1.22054333249835
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loss: 1.1875610298544892
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loss: 1.1935450693346419
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loss: 1.177874273688324
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loss: 1.1879874522473934
epoch: 15
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loss: 1.1618971999764764
epoch: 17
loss: 1.1488372593555811
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loss: 1.1615859430755244
epoch: 19
loss: 1.1343096271358089
epoch: 20
loss: 1.1464406284039232
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loss: 1.129272205328363
epoch: 22
loss: 1.1276147637084488
epoch: 23
loss: 1.1325048558474229
epoch: 24
loss: 1.128043711828093
IOU: [94.84, 64.99, 82.62, 23.33, 14.38, 35.95, 22.83, 38.29, 86.98, 43.38, 88.03, 49.74, 0.18, 81.23, 8.57, 23.78, 27.02, 5.74, 44.24]
mIOU: 44.01, mIOU_reduced: 48.55, accuracy: 90.24
epoch: 25
loss: 1.120454074237546
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loss: 1.1064888343335484
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loss: 1.0947585396689545
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loss: 1.104254679056512
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loss: 1.1057517592797703
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loss: 1.100175761308953
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loss: 1.0927452951107386
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loss: 1.0945488722176564
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loss: 1.086653425044448
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loss: 1.0887458236069691
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loss: 1.0665797493207165
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loss: 1.0749817050370887
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loss: 1.0817112829485993
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loss: 1.0736515533249333
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loss: 1.0788195637679807
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loss: 1.0697509121059408
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epoch: 48
loss: 1.084197181093725
epoch: 49
loss: 1.0451173663460662
IOU: [95.95, 69.52, 86.32, 21.2, 33.89, 43.53, 35.44, 47.05, 88.23, 37.28, 91.07, 61.33, 25.72, 87.85, 26.72, 51.81, 39.85, 18.44, 55.25]
mIOU: 53.5, mIOU_reduced: 56.13, accuracy: 92.07
epoch: 50
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loss: 1.0605264071505667
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loss: 1.0394533564138284
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loss: 1.0444520199395255
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loss: 1.0527341238893266
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loss: 1.0391199643399838
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loss: 1.0492192042484438
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loss: 1.0334292460644663
epoch: 73
loss: 1.0351388901070444
epoch: 74
loss: 1.0332444401764163
IOU: [96.48, 72.1, 86.6, 21.3, 41.68, 44.91, 30.71, 59.54, 88.46, 38.78, 88.55, 64.42, 38.77, 89.65, 26.99, 43.94, 34.44, 12.23, 54.99]
mIOU: 54.45, mIOU_reduced: 58.07, accuracy: 92.53
epoch: 75
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loss: 1.0280617618496528
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loss: 1.012910202025082
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loss: 1.0228793572865407
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loss: 1.0159762013311977
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loss: 1.010374433428772
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loss: 1.0209838821881543
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loss: 1.0144801514167991
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loss: 1.0261260989219994
epoch: 95
loss: 1.0160166801146742
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loss: 1.0161776578008646
epoch: 97
loss: 1.0192263802749448
epoch: 98
loss: 1.0380155397553972
epoch: 99
loss: 1.01411830206123
IOU: [96.67, 74.56, 87.86, 32.96, 40.73, 48.13, 44.9, 62.93, 88.67, 46.18, 92.02, 70.43, 35.62, 90.77, 35.68, 61.39, 42.13, 31.32, 65.3]
mIOU: 60.44, mIOU_reduced: 63.07, accuracy: 93.13
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loss: 1.0112160502097034
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loss: 1.0269569465413568
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loss: 1.0155246421654591
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loss: 1.0036728104169799
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loss: 1.0076423261686156
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loss: 1.039151158133607
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loss: 1.02006763043108
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loss: 1.0145730665430548
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loss: 1.0186621884130083
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loss: 1.0306770520390205
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loss: 1.0084105498707199
epoch: 122
loss: 1.0239335327456904
epoch: 123
loss: 1.0226441300461555
epoch: 124
loss: 1.0011005491580602
IOU: [96.83, 76.62, 88.32, 26.98, 37.59, 49.07, 45.29, 64.35, 89.9, 56.95, 92.67, 69.54, 43.11, 91.06, 52.12, 69.36, 42.08, 36.23, 65.37]
mIOU: 62.81, mIOU_reduced: 64.37, accuracy: 93.7
epoch: 125
loss: 1.0182334390290664
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loss: 1.0071666839951774
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loss: 1.00017840296753
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loss: 1.0154828707162904
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loss: 1.008970653914377
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loss: 1.006795861007711
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loss: 1.012592792832305
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loss: 1.0008372563236165
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loss: 0.9988555713805227
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loss: 1.031694029862026
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loss: 1.0000177363179765
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loss: 1.0098752573815317
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loss: 1.0125890872227856
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loss: 1.0022404568214622
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loss: 1.0144606041458417
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loss: 1.0077269988239936
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loss: 0.9894207757759609
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loss: 1.007916554447133
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loss: 1.0044750987358813
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loss: 1.0018271808675678
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loss: 0.9937019319225836
epoch: 148
loss: 1.0109612943348538
epoch: 149
loss: 0.9975618270208251
IOU: [97.01, 76.33, 88.68, 15.52, 41.59, 51.1, 50.24, 64.91, 89.95, 52.07, 92.27, 69.9, 36.74, 89.95, 28.51, 64.09, 46.78, 33.83, 66.71]
mIOU: 60.85, mIOU_reduced: 63.55, accuracy: 93.67
epoch: 150
loss: 1.002397014445693
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loss: 0.9894595014438475
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loss: 0.9993856538016841
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loss: 1.0001200424693022
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loss: 0.99728508345843
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loss: 0.9902222516401759
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loss: 1.0062486804077888
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loss: 0.9995409247046211
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loss: 0.9956323099586198
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loss: 0.9932476248381272
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loss: 0.9932823557095386
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loss: 0.9947052159399357
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loss: 1.0041775137909017
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loss: 1.0023478269577026
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loss: 0.9974268437074523
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loss: 0.9988094679107563
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loss: 0.9956412983711839
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loss: 0.9910047555548162
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loss: 0.992380569565971
epoch: 172
loss: 0.9970426421281141
epoch: 173
loss: 0.9990466762424479
epoch: 174
loss: 1.0066838818740331
IOU: [96.88, 76.95, 89.17, 40.45, 44.09, 50.77, 51.89, 63.55, 90.57, 57.88, 92.72, 73.18, 41.57, 91.94, 55.73, 14.35, 24.11, 36.66, 64.57]
mIOU: 60.9, mIOU_reduced: 66.43, accuracy: 93.83
epoch: 175
loss: 0.9895600842015763
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loss: 0.9983950281400243
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loss: 0.986997947538638
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loss: 0.9951701422907272
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loss: 0.9968727947566709
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loss: 0.9895947736228573
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loss: 0.9868497793886539
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loss: 0.9923742646476972
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loss: 1.0016679744514816
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loss: 0.9808344749427549
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loss: 0.9822590330219012
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loss: 0.983872522723
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loss: 0.9931565725578452
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loss: 1.0035049658258648
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loss: 1.004548738426918
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loss: 0.9860692022624363
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loss: 0.9938357890134231
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loss: 1.0035759160782127
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loss: 0.9792795976538542
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loss: 0.9837640372890668
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loss: 0.972236138469768
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loss: 0.9917890509826475
epoch: 197
loss: 0.9985032427021757
epoch: 198
loss: 0.9999384809375773
epoch: 199
loss: 0.9951988747820378
IOU: [97.19, 77.09, 88.96, 30.88, 41.06, 51.72, 54.3, 67.26, 88.77, 46.86, 92.57, 71.17, 35.76, 91.28, 57.78, 66.91, 25.36, 24.08, 66.42]
mIOU: 61.86, mIOU_reduced: 64.09, accuracy: 93.74
epoch: 200
loss: 0.9734056812091015
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loss: 0.9777547945230798
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loss: 0.9721732521956822
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loss: 1.0212867430278234
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loss: 0.9900766158039679
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loss: 0.9831841240995978
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loss: 0.9842914265763727
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loss: 0.9779709158239339
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loss: 0.9764193264300611
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loss: 0.9849276426988792
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loss: 0.982012375024451
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loss: 0.9771161219180433
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loss: 0.9788807047345246
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loss: 0.9827038881913671
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loss: 0.987698955677269
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loss: 0.9769041658733091
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loss: 0.9932142555552994
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loss: 0.9817411878680926
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loss: 0.9693672226445694
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loss: 0.9738596512300949
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loss: 0.9650779194587645
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loss: 0.9682050276638041
epoch: 222
loss: 0.975181803549075
epoch: 223
loss: 0.9707097536470048
epoch: 224
loss: 0.9810159988801755
IOU: [97.19, 77.48, 88.75, 19.31, 44.72, 52.07, 53.55, 67.22, 90.17, 52.74, 93.7, 73.09, 44.51, 91.31, 55.3, 53.02, 44.53, 37.56, 66.99]
mIOU: 63.33, mIOU_reduced: 65.65, accuracy: 93.97
epoch: 225
loss: 0.9773857688325435
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loss: 0.9889788444472773
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loss: 0.9813055386440452
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loss: 0.9838994776784892
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loss: 0.9764923324803457
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loss: 0.9812073535674987
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loss: 0.9975525563296603
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loss: 0.9825951775129272
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loss: 0.977134627794641
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loss: 0.9883598535851327
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loss: 0.9889295817706785
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loss: 0.9750494005866449
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loss: 0.972471812182681
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loss: 0.9799297024618905
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loss: 0.9707589351905966
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loss: 0.9676456909295362
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loss: 0.9699707281878694
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loss: 0.9654854386643258
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loss: 0.9679248350649831
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loss: 0.9760304482156696
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loss: 0.9731080040456149
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loss: 0.9762259050199606
epoch: 247
loss: 0.9872842032633059
epoch: 248
loss: 0.9700442799982035
epoch: 249
loss: 0.9874031399138211
IOU: [96.8, 76.75, 89.43, 23.17, 47.14, 52.57, 53.75, 65.52, 90.18, 59.54, 93.58, 73.85, 51.92, 92.26, 55.24, 74.47, 68.07, 36.64, 66.1]
mIOU: 66.68, mIOU_reduced: 66.82, accuracy: 94.15
epoch: 250
loss: 0.976411301813357
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loss: 0.9827160689066041
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loss: 0.9679430707124366
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loss: 0.9810095281613805
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loss: 0.978485529474171
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loss: 0.9718369367630334
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loss: 0.984351134846474
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loss: 0.9744825279616282
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loss: 0.972008296421596
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loss: 0.9844567142728204
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loss: 0.9670262362436465
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loss: 0.9723473832292376
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loss: 0.9716660950704404
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loss: 0.9669317048836269
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loss: 0.95644046434495
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loss: 0.9635429710069435
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loss: 0.9583814815690896
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loss: 0.9662909114135886
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loss: 0.9851769427404892
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loss: 0.9700108570551293
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loss: 0.9668445622503276
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loss: 0.9601530103349301
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loss: 0.9830940405956176
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loss: 0.9641648060227983
epoch: 274
loss: 0.9632732492251538
IOU: [97.62, 81.66, 89.34, 42.43, 47.6, 54.82, 52.31, 69.42, 89.78, 53.37, 91.98, 73.79, 43.27, 92.0, 46.07, 74.66, 52.45, 19.51, 66.72]
mIOU: 65.2, mIOU_reduced: 66.6, accuracy: 94.42
epoch: 275
loss: 0.960216867795209
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loss: 0.9623678985310372
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loss: 0.9711677901185748
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loss: 0.9792246200003714
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loss: 0.966321282630982
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loss: 0.9773787314679745
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loss: 0.9711262897018473
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loss: 0.9702488545458915
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loss: 0.9680959643379375
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loss: 0.970286311004361
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loss: 0.9726109011475288
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loss: 0.964892563151542
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loss: 0.9698489501148543
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loss: 0.9686200237981072
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loss: 0.9809323676191571
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loss: 0.9646467989024448
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loss: 0.9699034186386355
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loss: 0.9733142179620233
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loss: 0.9750871283988747
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loss: 0.9774807378288228
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loss: 0.9692144618844086
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loss: 0.9639430013949659
epoch: 297
loss: 0.9602491515023368
epoch: 298
loss: 0.9583019672057057
epoch: 299
loss: 0.9684160191093815
IOU: [97.37, 78.4, 89.92, 44.83, 49.61, 50.92, 55.88, 70.29, 91.21, 56.95, 93.88, 71.64, 50.89, 92.43, 63.13, 70.57, 46.76, 30.43, 66.62]
mIOU: 66.93, mIOU_reduced: 68.21, accuracy: 94.59
epoch: 300
loss: 0.9698696589534174
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loss: 0.97273762929793
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loss: 0.961862393787929
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loss: 0.9484979585817239
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loss: 0.9562263368274966
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loss: 0.9622615852124607
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loss: 0.9743983647572705
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loss: 0.9534594705805303
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loss: 0.9459157954007789
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loss: 0.9605338570242622
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loss: 0.97368576375622
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loss: 0.9539977734622287
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loss: 0.9647375412707059
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loss: 0.9589037512833217
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loss: 0.96474313157588
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loss: 0.9586637363922242
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loss: 0.9647544179001266
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loss: 0.9644103908153235
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loss: 0.9747216385008511
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loss: 0.9610986907205813
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loss: 0.9816654869166989
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loss: 0.9612678395448669
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loss: 0.9665591347249691
epoch: 324
loss: 0.9552141318745369
IOU: [96.6, 73.75, 89.35, 44.56, 47.85, 52.78, 50.37, 70.15, 90.12, 51.7, 93.38, 74.65, 52.05, 91.75, 55.53, 71.73, 61.67, 47.25, 69.28]
mIOU: 67.61, mIOU_reduced: 68.47, accuracy: 94.06
epoch: 325
loss: 0.9647004377809818
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loss: 0.9642913240306782
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loss: 0.9505823403998527
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loss: 0.9502360840049394
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loss: 0.9492834705226826
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loss: 0.9503034041576951
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loss: 0.9738933673766103
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loss: 0.959669668076816
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loss: 0.9565332080476047
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loss: 0.9571921140999807
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loss: 0.9583339785951167
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loss: 0.9497346587258207
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loss: 0.9459258247257243
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loss: 0.9678166076500783
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loss: 0.9509412027754873
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loss: 0.9494373700368115
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loss: 0.9546740755559299
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loss: 0.9665236227274584
epoch: 348
loss: 0.9673850406212305
epoch: 349
loss: 0.9780240687077257
IOU: [97.08, 77.85, 89.38, 31.38, 42.84, 54.51, 57.1, 67.26, 90.5, 54.81, 93.13, 73.34, 47.63, 91.39, 57.38, 74.44, 59.29, 34.0, 68.02]
mIOU: 66.39, mIOU_reduced: 66.89, accuracy: 94.24
epoch: 350
loss: 0.9732063035116684
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loss: 0.9550114505374528
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loss: 0.9497883533531765
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loss: 0.9580102811926459
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loss: 0.9683072346882678
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loss: 0.9458041477074841
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loss: 0.9524117902604075
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loss: 0.9554123852773496
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loss: 0.9619260145968825
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loss: 0.9568017436808974
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loss: 0.9529219184603009
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loss: 0.9433019137125452
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loss: 0.9501092870923066
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loss: 0.9608728795681359
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loss: 0.9655204476371929
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loss: 0.9452414199348409
epoch: 372
loss: 0.9377648878611644
epoch: 373
loss: 0.9494102738616923
epoch: 374
loss: 0.942135122587096
IOU: [97.11, 78.68, 89.48, 31.04, 50.27, 54.23, 55.83, 69.5, 90.55, 59.64, 92.34, 75.19, 51.39, 92.93, 65.06, 72.66, 60.98, 35.64, 69.04]
mIOU: 67.98, mIOU_reduced: 68.3, accuracy: 94.43
epoch: 375
loss: 0.9692219629120634
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loss: 0.9577336091236927
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loss: 0.952575401957787
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loss: 0.9422449358711346
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loss: 0.9462589158844755
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loss: 0.9459182502767146
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loss: 0.9564973695901526
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loss: 0.9625457123604746
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loss: 0.965009871197518
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loss: 0.9606350999315473
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loss: 0.9519267491895876
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loss: 0.9487655292945409
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loss: 0.9534663956441648
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loss: 0.9595921303062748
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loss: 0.957876008797206
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loss: 0.9828001186854113
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loss: 0.9672721463714969
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loss: 0.9522424116931514
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loss: 0.9562346344045551
epoch: 399
loss: 0.9637033752996645
IOU: [97.0, 77.49, 90.04, 32.37, 50.39, 56.61, 56.45, 70.59, 90.38, 55.42, 92.96, 75.39, 52.94, 92.46, 65.18, 68.26, 23.72, 33.02, 66.11]
mIOU: 65.62, mIOU_reduced: 68.1, accuracy: 94.37
epoch: 400
loss: 0.9530461040147231
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loss: 0.9475111302661124
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loss: 0.9549252990121148
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loss: 0.9546007359766896
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loss: 0.9546733337913883
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loss: 0.9472280281251975
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loss: 0.9363034385233876
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loss: 0.9520949549430785
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loss: 0.95142555349278
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loss: 0.9447959870341011
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loss: 0.965740244825574
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loss: 0.9449354516206726
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loss: 0.9580387691603195
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loss: 0.9515641826503681
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loss: 0.9503546021376659
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loss: 0.9706660017491672
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loss: 0.9433677504968772
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loss: 0.9486523241688299
epoch: 423
loss: 0.9407210210262926
epoch: 424
loss: 0.9386158129275648
IOU: [97.32, 79.02, 90.6, 41.78, 52.32, 58.46, 59.15, 72.92, 91.47, 50.13, 94.22, 75.47, 47.89, 92.68, 62.17, 77.15, 63.44, 45.88, 68.04]
mIOU: 69.48, mIOU_reduced: 69.83, accuracy: 94.83
epoch: 425
loss: 0.9435135074702877
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loss: 0.9319508993079398
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loss: 0.9288101058121961
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loss: 0.9404706717180114
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loss: 0.9476963353928208
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loss: 0.9466182684320003
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loss: 0.9605996999136521
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loss: 0.9389786578895589
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loss: 0.9475550047470874
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loss: 0.9410285710324495
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loss: 0.9411237758767572
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loss: 0.9465649781844044
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loss: 0.9419388849780245
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loss: 0.9561516555814409
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loss: 0.9318345799600339
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loss: 0.9443711977441999
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loss: 0.9575189702273058
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loss: 0.9357004350407747
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loss: 0.9261578967307778
epoch: 449
loss: 0.9411794405099195
IOU: [95.34, 69.89, 81.71, 23.76, 35.43, 46.66, 45.64, 66.57, 82.83, 43.69, 91.9, 67.33, 45.84, 85.07, 17.34, 38.36, 19.83, 16.4, 52.88]
mIOU: 54.03, mIOU_reduced: 59.43, accuracy: 90.74
epoch: 450
loss: 0.9491609285141258
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loss: 0.9374733989772128
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loss: 0.9444443197905856
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loss: 0.9306575093629226
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loss: 0.9518861421998942
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loss: 0.930317263236907
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loss: 0.9306771334290825
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loss: 0.9397708939092179
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loss: 0.9426185943367025
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loss: 0.9462756273560126
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loss: 0.9476576008886661
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loss: 0.937811120340445
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loss: 0.9427993994838787
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loss: 0.9494097857783746
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loss: 0.9491667840680023
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loss: 0.9382706621907791
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loss: 0.9373193678830191
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loss: 0.937808494362227
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loss: 0.9353730341173568
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loss: 0.9371231383069185
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loss: 0.9444900489239038
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loss: 0.9375457217429848
epoch: 472
loss: 0.9269530755490306
epoch: 473
loss: 0.94485084114049
epoch: 474
loss: 0.9364604855162114
IOU: [97.36, 78.88, 89.81, 33.01, 50.08, 56.44, 56.29, 71.21, 90.74, 57.79, 94.02, 74.2, 50.74, 92.51, 59.81, 78.09, 64.7, 36.57, 69.7]
mIOU: 68.52, mIOU_reduced: 68.71, accuracy: 94.63
epoch: 475
loss: 0.9324632666181683
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loss: 0.9301745420838945
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loss: 0.930756559590445
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loss: 0.9371806445790108
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loss: 0.940807745463122
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loss: 0.9326333074235531
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loss: 0.9399441246073844
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loss: 0.9390786286955574
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loss: 0.9456435764896259
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loss: 0.9504113894588543
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loss: 0.9313510142246668
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loss: 0.9298942196722622
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loss: 0.9423923921392292
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loss: 0.9428774126456433
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loss: 0.9301408714039949
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loss: 0.937275507540073
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loss: 0.9403927300496885
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loss: 0.9345393078025139
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loss: 0.9356836689450349
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loss: 0.929324983747179
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loss: 0.9404915220975233
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loss: 0.947364270205125
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loss: 0.9352137467289228
epoch: 498
loss: 0.9270810668037908
epoch: 499
loss: 0.9257793408841136
IOU: [97.49, 80.94, 90.83, 47.84, 49.55, 58.36, 60.77, 72.6, 91.58, 60.06, 93.86, 76.37, 47.37, 93.03, 62.02, 80.49, 64.56, 53.19, 71.4]
mIOU: 71.17, mIOU_reduced: 71.58, accuracy: 95.0
epoch: 500
loss: 0.9269847588719062
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loss: 0.933141051598315
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loss: 0.9357624113399063
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loss: 0.9313583732293944
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loss: 0.931689024132217
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loss: 0.941356759990322
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loss: 0.9316890374669489
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loss: 0.9347228997479873
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loss: 0.9510997218905755
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loss: 0.9396613723826859
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loss: 0.9278978723078725
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loss: 0.9271111114005837
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loss: 0.9366925803798871
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loss: 0.9258315420215021
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loss: 0.9314494190832997
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loss: 0.928518006422449
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loss: 0.9484154220539925
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loss: 0.9252816199292391
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loss: 0.9305091818387939
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loss: 0.9408533202027375
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loss: 0.9438835409773649
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loss: 0.9309606475007501
epoch: 522
loss: 0.9252925277398925
epoch: 523
loss: 0.9178004478508571
epoch: 524
loss: 0.9410734910849291
IOU: [97.87, 82.35, 90.24, 50.72, 54.1, 56.1, 60.78, 72.25, 91.4, 62.83, 93.99, 76.04, 52.11, 92.76, 58.01, 71.75, 70.9, 42.16, 71.52]
mIOU: 70.94, mIOU_reduced: 71.7, accuracy: 95.07
epoch: 525
loss: 0.9259094260130931
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loss: 0.9382135344322801
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loss: 0.927207473956671
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loss: 0.9233831721496067
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loss: 0.9315235613170018
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loss: 0.9306581267770732
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loss: 0.9344712956896368
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loss: 0.9546341496015174
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loss: 0.9263225658884588
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loss: 0.9201111632858646
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loss: 0.9244498419311812
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loss: 0.9276578929225068
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loss: 0.9218298310860791
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loss: 0.9423541272425587
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loss: 0.9463730470510827
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loss: 0.9321595573361029
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loss: 0.9204885260756768
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loss: 0.9255936372312252
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loss: 0.9170955427573376
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loss: 0.9123462661899968
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loss: 0.9308651383675012
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loss: 0.9206249284937054
epoch: 547
loss: 0.9298946786762248
epoch: 548
loss: 0.9265125818008361
epoch: 549
loss: 0.9217847518201144
IOU: [97.77, 80.82, 90.28, 45.44, 44.73, 58.26, 58.32, 73.51, 91.1, 55.36, 92.71, 77.41, 53.36, 93.71, 69.73, 78.81, 67.24, 55.87, 71.56]
mIOU: 71.37, mIOU_reduced: 71.26, accuracy: 94.97
epoch: 550
loss: 0.9116652137185686
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loss: 0.9128717510205395
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loss: 0.9180832193546861
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loss: 0.9299054365916394
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loss: 0.9211981116600756
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loss: 0.9203161465511168
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loss: 0.9304076838043501
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loss: 0.9290215846984534
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loss: 0.9232693488064481
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loss: 0.9230075134742614
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loss: 0.9357706326037404
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loss: 0.9214170383957198
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loss: 0.9312656529830151
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loss: 0.9267556447224475
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loss: 0.9282191170836395
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loss: 0.9188637037804185
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loss: 0.9198857552279038
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loss: 0.9271952272104125
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loss: 0.9272104821436489
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loss: 0.93841973131879
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loss: 0.9301783322002688
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loss: 0.9254303643645624
epoch: 572
loss: 0.924767464319008
epoch: 573
loss: 0.9263184973493098
epoch: 574
loss: 0.9368286560166557
IOU: [97.11, 78.42, 89.54, 43.11, 48.72, 54.77, 57.81, 71.78, 90.77, 57.4, 93.64, 71.84, 46.41, 90.51, 50.72, 64.02, 20.17, 42.89, 68.41]
mIOU: 65.16, mIOU_reduced: 68.95, accuracy: 94.37
epoch: 575
loss: 0.9385057920715558
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loss: 0.9164749281104363
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loss: 0.9227315592315962
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loss: 0.9129093030713639
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loss: 0.9086746697155934
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loss: 0.914257554673763
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loss: 0.9187982720184841
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loss: 0.9223266108980719
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loss: 0.91232282774789
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loss: 0.916896172128919
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loss: 0.9032527076587523
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loss: 0.9167518074300411
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loss: 0.9057045709090734
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loss: 0.9096730738637261
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loss: 0.9130989134793654
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loss: 0.9181522796096185
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loss: 0.9137530768656666
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loss: 0.909558145344418
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loss: 0.9241629363391599
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loss: 0.9121241842640057
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loss: 0.9222079240729545
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loss: 0.9323184694241321
epoch: 597
loss: 0.9276561655124242
epoch: 598
loss: 0.9300408201076271
epoch: 599
loss: 0.9155315986540761
IOU: [96.52, 75.67, 90.37, 33.3, 46.86, 57.85, 60.02, 70.24, 91.19, 58.94, 93.48, 75.52, 54.44, 93.23, 63.65, 67.66, 36.89, 46.3, 68.52]
mIOU: 67.4, mIOU_reduced: 69.53, accuracy: 94.42
epoch: 600
loss: 0.9185277681466383
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loss: 0.9175682492011962
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loss: 0.935801865919581
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loss: 0.9345770057320916
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loss: 0.9287962749640575
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loss: 0.9189392315409576
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loss: 0.9375893955603443
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loss: 0.9226334090181438
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loss: 0.9220167665147396
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loss: 0.9322683534853542
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loss: 0.9224748275672008
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loss: 0.9267703686763012
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loss: 0.9208017549103482
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loss: 0.9180315543377817
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loss: 0.9102331771040862
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loss: 0.9101946455127788
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loss: 0.9054842620204401
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loss: 0.9132772815838014
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loss: 0.9220656034438758
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loss: 0.90766361508408
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loss: 0.9300695579006987
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loss: 0.9228458605365291
epoch: 622
loss: 0.921994395333159
epoch: 623
loss: 0.9092548904071921
epoch: 624
loss: 0.9137955912039929
IOU: [97.59, 80.71, 90.77, 48.5, 54.6, 57.53, 62.1, 73.26, 91.59, 60.65, 94.41, 76.81, 50.69, 92.19, 48.63, 73.67, 56.88, 53.12, 70.93]
mIOU: 70.24, mIOU_reduced: 72.22, accuracy: 95.02
epoch: 625
loss: 0.9065501914834077
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loss: 0.9069289581152307
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loss: 0.9139511731435668
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loss: 0.9075636049165238
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loss: 0.9119054165811873
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loss: 0.9232377585053765
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loss: 0.9151323529266604
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loss: 0.9223304355562215
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loss: 0.9215804367373895
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loss: 0.9152463754874998
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loss: 0.9057471511177618
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loss: 0.9031261737455898
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loss: 0.9107681904841626
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loss: 0.920109021856457
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loss: 0.9088045215670953
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loss: 0.915113111390579
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loss: 0.9185285455775711
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loss: 0.9224357919872932
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loss: 0.9097078640184634
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loss: 0.9171021959852337
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loss: 0.9127234268702586
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loss: 0.9182105657225349
epoch: 647
loss: 0.9153845798615818
epoch: 648
loss: 0.9311008970692473
epoch: 649
loss: 0.9158771812433824
IOU: [97.62, 80.91, 89.69, 38.27, 42.05, 55.73, 59.58, 71.62, 91.42, 60.23, 93.66, 76.11, 50.16, 93.15, 61.59, 80.08, 53.54, 51.37, 69.67]
mIOU: 69.29, mIOU_reduced: 70.08, accuracy: 94.77
epoch: 650
loss: 0.8974081870680549
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loss: 0.9065321841329899
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loss: 0.9145266858715253
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loss: 0.9115215289303557
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loss: 0.9054833067395295
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loss: 0.9095906679521031
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loss: 0.9051603379275278
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loss: 0.9058245899221004
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loss: 0.8989702336229083
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loss: 0.9030949857357056
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loss: 0.9028057094532845
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loss: 0.8949848402221248
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loss: 0.9003072577024085
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loss: 0.9068394923467199
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loss: 0.9099435809487603
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loss: 0.9041043568171581
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loss: 0.9046055788621106
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loss: 0.9122966107011162
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loss: 0.9034376960559033
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loss: 0.9332643946547392
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loss: 0.9025087558998252
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loss: 0.8972619431359428
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loss: 0.9006526428412877
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loss: 0.8992409937465288
epoch: 674
loss: 0.8991877775629254
IOU: [97.22, 79.35, 89.98, 44.79, 44.07, 58.48, 58.8, 65.09, 89.81, 47.5, 93.57, 75.16, 42.42, 91.66, 62.55, 75.46, 77.21, 49.19, 69.84]
mIOU: 69.06, mIOU_reduced: 68.56, accuracy: 94.43
epoch: 675
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loss: 0.901035930750505
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loss: 0.8978954315828185
IOU: [97.29, 79.56, 90.77, 44.1, 54.37, 57.31, 61.91, 73.79, 91.56, 56.78, 94.37, 77.59, 53.08, 92.45, 55.53, 74.81, 46.21, 44.24, 71.49]
mIOU: 69.33, mIOU_reduced: 71.29, accuracy: 94.87
epoch: 700
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loss: 0.8894543136869159
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loss: 0.8886337808842929
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loss: 0.900818042517351
IOU: [97.35, 79.48, 90.23, 39.36, 50.09, 59.32, 62.68, 74.16, 91.09, 58.12, 91.94, 77.75, 57.94, 93.1, 63.39, 68.21, 26.36, 48.53, 71.04]
mIOU: 68.43, mIOU_reduced: 71.39, accuracy: 94.79
epoch: 725
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loss: 0.8854178848934945
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loss: 0.886551719309506
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loss: 0.8879292645865695
IOU: [97.68, 81.52, 90.91, 48.12, 50.02, 59.42, 64.11, 73.08, 91.58, 62.32, 94.62, 77.89, 57.62, 93.26, 65.88, 84.43, 73.57, 46.21, 69.87]
mIOU: 72.74, mIOU_reduced: 72.39, accuracy: 95.21
epoch: 750
loss: 0.8862802722062062
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loss: 0.8861883592734119
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loss: 0.8769477374470137
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loss: 0.8775844879227507
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loss: 0.8807141747114793
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loss: 0.875200149826605
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loss: 0.8925681946412573
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loss: 0.8934519719884724
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loss: 0.8935510408524876
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loss: 0.8840018864269206
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loss: 0.8832281124238377
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loss: 0.8853111585195496
IOU: [97.54, 80.82, 91.29, 37.52, 56.74, 61.44, 65.02, 74.0, 91.81, 60.03, 94.58, 78.85, 57.24, 93.56, 64.41, 81.73, 73.05, 55.27, 72.24]
mIOU: 73.01, mIOU_reduced: 73.0, accuracy: 95.25
epoch: 775
loss: 0.8853473001413268
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loss: 0.8887980628527721
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loss: 0.8853062942342939
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loss: 0.8752992461633811
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loss: 0.8841313817751697
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loss: 0.8837103604306429
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loss: 0.88413329812073
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loss: 0.8859008496019718
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loss: 0.8800683932484321
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loss: 0.8846083497101406
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loss: 0.8902036297032133
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loss: 0.8771026462236183
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loss: 0.8857935299127893
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loss: 0.878943921260114
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loss: 0.8799682237067312
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loss: 0.879160521968677
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loss: 0.8743462647710528
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loss: 0.8832036517058421
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loss: 0.9011879778615227
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loss: 0.8868459869587839
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loss: 0.873707886654733
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loss: 0.8762481002152127
IOU: [97.62, 80.66, 91.2, 42.82, 56.93, 60.82, 63.77, 74.91, 91.89, 55.79, 93.79, 79.3, 59.34, 93.71, 56.97, 79.12, 58.77, 54.71, 73.71]
mIOU: 71.89, mIOU_reduced: 73.19, accuracy: 95.22
epoch: 800
loss: 0.8925401091254304
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loss: 0.8817876185368335
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loss: 0.8962189593726413
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loss: 0.8902242042305013
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loss: 0.8769900577087608
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loss: 0.8888490240207579
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loss: 0.8827336711703606
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loss: 0.8813918250590321
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loss: 0.8709638501113316
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loss: 0.8788185244943254
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loss: 0.8809013977205015
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loss: 0.8725779834140664
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loss: 0.8720659311569604
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loss: 0.8784440739778174
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loss: 0.8745940367809203
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loss: 0.8797235798964282
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loss: 0.8737704554658052
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loss: 0.8773096987821986
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loss: 0.8712806587591968
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loss: 0.8719299217118729
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loss: 0.877007517692535
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loss: 0.8690536584494248
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loss: 0.8712328007279059
epoch: 823
loss: 0.8760646224985869
epoch: 824
loss: 0.8816499523718081
IOU: [97.84, 82.38, 91.55, 39.77, 55.71, 60.77, 63.63, 73.68, 91.52, 60.4, 94.36, 79.17, 57.26, 93.86, 69.62, 83.6, 74.27, 49.74, 73.38]
mIOU: 73.29, mIOU_reduced: 72.81, accuracy: 95.42
epoch: 825
loss: 0.8637768314533799
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loss: 0.863918527759953
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loss: 0.8704680030879306
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loss: 0.8705208184262813
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loss: 0.8618207628514889
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loss: 0.8631704255255728
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loss: 0.872327156144011
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loss: 0.8724088771645271
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loss: 0.8688557657270097
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loss: 0.8690698321938836
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loss: 0.8709758208447068
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loss: 0.8761705227617947
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loss: 0.8655799710846975
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loss: 0.8649069527088793
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loss: 0.8587952445780813
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loss: 0.8627914876308082
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loss: 0.8594044808428886
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loss: 0.8609371879351428
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loss: 0.8616974397168327
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loss: 0.8661757775072781
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loss: 0.8821495999544458
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loss: 0.8829653380373418
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loss: 0.8686489690988854
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loss: 0.8661405956648752
epoch: 849
loss: 0.8653137516782612
IOU: [97.82, 82.39, 91.4, 43.33, 56.68, 61.79, 65.82, 75.74, 92.06, 60.84, 94.53, 79.38, 57.31, 93.58, 65.24, 79.24, 60.24, 55.49, 73.21]
mIOU: 72.95, mIOU_reduced: 73.84, accuracy: 95.45
epoch: 850
loss: 0.8678264526344053
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loss: 0.8698314079698527
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loss: 0.8622181110304964
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loss: 0.8628937520106847
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loss: 0.8676596254993963
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loss: 0.8762176298709571
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loss: 0.8684161265262696
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loss: 0.863076188332951
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loss: 0.8625379511609553
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loss: 0.8574771972679385
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loss: 0.8613764325563477
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loss: 0.8605095756985749
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loss: 0.8569664816972059
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loss: 0.8686899942850488
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loss: 0.8663460551246479
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loss: 0.87165218607756
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loss: 0.8613326449921189
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loss: 0.8595653206832968
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loss: 0.8621771952533979
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loss: 0.8629607392771225
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loss: 0.8765229515309604
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loss: 0.8656371038236387
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loss: 0.8670995106915579
epoch: 873
loss: 0.858445397927112
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loss: 0.8562190524651355
IOU: [97.97, 83.24, 91.54, 46.43, 57.41, 62.52, 66.86, 76.17, 92.03, 60.9, 94.44, 79.96, 59.02, 94.25, 72.32, 80.69, 70.44, 59.3, 73.43]
mIOU: 74.68, mIOU_reduced: 74.72, accuracy: 95.6
epoch: 875
loss: 0.8538608430530825
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loss: 0.8563006528304272
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loss: 0.8576734123846913
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loss: 0.850801124726987
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loss: 0.8530237567071324
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loss: 0.8551811863469949
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loss: 0.8545333463548007
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loss: 0.8504997610724518
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loss: 0.8542782694824301
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loss: 0.8546889806693455
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loss: 0.8473730784542156
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loss: 0.8562656355032703
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loss: 0.8516299197615961
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loss: 0.8570194602655272
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loss: 0.85194411721191
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loss: 0.8514203397090223
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loss: 0.8494049185369856
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loss: 0.8554161930019964
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loss: 0.8469850261899018
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loss: 0.8473882792452275
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loss: 0.8474894305766432
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loss: 0.8475895286249022
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loss: 0.8514000614377045
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loss: 0.848395767398279
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loss: 0.8484917141677877
IOU: [98.04, 84.03, 91.66, 51.22, 54.96, 61.55, 65.68, 75.64, 91.84, 60.04, 94.77, 79.71, 58.83, 94.46, 73.28, 83.65, 79.74, 56.25, 74.77]
mIOU: 75.27, mIOU_reduced: 74.59, accuracy: 95.66
epoch: 900
loss: 0.8485159963931678
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loss: 0.8448070157570338
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loss: 0.8442051233949687
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loss: 0.840627019456776
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loss: 0.8492364994277851
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loss: 0.8457077121477564
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loss: 0.8496894100605639
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loss: 0.8529972631654971
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loss: 0.8460880023128582
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loss: 0.8431826661217887
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loss: 0.8438178757130297
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loss: 0.8415416676721804
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loss: 0.8440470396669084
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loss: 0.8440442904629155
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loss: 0.8424563531605702
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loss: 0.8423407508356552
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loss: 0.8381478460329883
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loss: 0.8499741189563371
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loss: 0.8405321018715111
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loss: 0.8409618724067256
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loss: 0.8379566637332228
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loss: 0.8338797285229048
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loss: 0.8397405049550244
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loss: 0.8384103097041662
epoch: 924
loss: 0.8425339217777201
IOU: [97.84, 82.66, 91.64, 55.68, 55.29, 62.33, 66.4, 76.15, 92.12, 61.77, 94.52, 79.84, 58.88, 94.15, 69.41, 81.84, 59.73, 54.4, 74.12]
mIOU: 74.15, mIOU_reduced: 74.86, accuracy: 95.62
epoch: 925
loss: 0.8357733541100494
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loss: 0.8379579658778209
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loss: 0.8368818069082707
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loss: 0.8361070959394512
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loss: 0.8384690520898351
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loss: 0.8291787583872957
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loss: 0.8377054234077989
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loss: 0.8336746805119064
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loss: 0.8339552562834439
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loss: 0.8349382719903622
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loss: 0.8334555498994586
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loss: 0.8355625395504933
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loss: 0.8313210545524433
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loss: 0.83505741010779
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loss: 0.8347440840741694
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loss: 0.8352025628411224
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loss: 0.8331390098741434
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loss: 0.8306041710138964
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loss: 0.8353569693963804
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loss: 0.8337584168441855
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loss: 0.8354359722201715
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loss: 0.8299186232918999
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loss: 0.8306494755243676
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loss: 0.8281832073898007
epoch: 949
loss: 0.8276675738735662
IOU: [98.1, 84.17, 92.11, 54.97, 58.65, 63.4, 67.11, 77.03, 92.21, 62.27, 94.88, 80.15, 58.34, 94.39, 73.54, 86.75, 79.93, 59.48, 74.89]
mIOU: 76.44, mIOU_reduced: 75.76, accuracy: 95.87
epoch: 950
loss: 0.8287663429252542
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loss: 0.8279805641289991
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loss: 0.8289761657342114
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loss: 0.8249816375601324
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loss: 0.8294945695008229
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loss: 0.8273567581433813
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loss: 0.8266440578548092
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loss: 0.8255839627386746
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loss: 0.8259783708502982
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loss: 0.8242078725539771
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loss: 0.8280426377877392
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loss: 0.8213849784229001
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loss: 0.8205913894902663
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loss: 0.8243552942802964
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loss: 0.8183365806415075
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loss: 0.8238566022998882
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loss: 0.8243175396379435
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loss: 0.8271797808675432
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loss: 0.8217557782754101
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loss: 0.8225506285451493
IOU: [98.19, 84.75, 92.16, 54.68, 58.15, 63.5, 68.57, 76.97, 92.25, 62.42, 94.86, 80.81, 60.5, 94.84, 79.4, 83.55, 69.87, 61.59, 74.94]
mIOU: 76.42, mIOU_reduced: 76.2, accuracy: 95.92
epoch: 975
loss: 0.8194109026312507
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loss: 0.8231856194789198
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loss: 0.8212754051640349
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loss: 0.8201978142370754
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loss: 0.8218586772599953
IOU: [98.18, 84.36, 92.16, 54.21, 58.46, 64.07, 69.08, 77.52, 92.43, 61.32, 94.96, 80.92, 61.07, 94.81, 81.19, 84.11, 69.9, 61.18, 74.9]
mIOU: 76.57, mIOU_reduced: 76.23, accuracy: 95.94
epoch: 981
loss: 0.8187585023214232
IOU: [98.09, 84.2, 92.08, 52.22, 57.22, 63.97, 68.62, 77.13, 92.4, 63.61, 94.95, 80.68, 60.13, 94.87, 81.82, 86.43, 77.37, 60.75, 75.05]
mIOU: 76.93, mIOU_reduced: 76.0, accuracy: 95.9
epoch: 982
loss: 0.8201796879986868
IOU: [98.14, 84.54, 92.17, 54.43, 59.76, 63.93, 68.98, 77.42, 92.37, 63.9, 94.95, 80.92, 61.18, 94.83, 80.78, 84.11, 70.8, 60.9, 74.98]
mIOU: 76.79, mIOU_reduced: 76.46, accuracy: 95.95
epoch: 983
loss: 0.8199777225599777
IOU: [98.14, 84.55, 92.15, 54.15, 57.58, 63.97, 68.78, 77.36, 92.36, 63.32, 94.94, 80.92, 60.51, 94.9, 80.24, 84.26, 71.88, 60.24, 75.0]
mIOU: 76.59, mIOU_reduced: 76.18, accuracy: 95.93
epoch: 984
loss: 0.8195067886714986
IOU: [98.14, 84.57, 92.15, 54.42, 59.29, 63.82, 68.7, 77.29, 92.35, 63.27, 94.84, 80.93, 60.94, 94.91, 81.45, 83.71, 68.76, 60.15, 74.93]
mIOU: 76.56, mIOU_reduced: 76.29, accuracy: 95.93
epoch: 985
loss: 0.8181456311372413
IOU: [98.16, 84.58, 92.18, 54.25, 59.33, 63.88, 69.0, 77.36, 92.3, 62.84, 94.93, 80.69, 58.66, 94.93, 82.43, 79.26, 46.01, 60.93, 75.21]
mIOU: 75.1, mIOU_reduced: 76.2, accuracy: 95.91
epoch: 986
loss: 0.8195356296079178
IOU: [98.14, 84.51, 92.19, 54.3, 59.28, 63.65, 68.81, 77.47, 92.41, 63.29, 94.89, 80.89, 59.9, 94.92, 82.22, 82.04, 60.06, 61.93, 75.17]
mIOU: 76.11, mIOU_reduced: 76.36, accuracy: 95.94
epoch: 987
loss: 0.819584896622321
IOU: [98.13, 84.44, 92.14, 54.87, 58.1, 63.91, 68.76, 77.28, 92.43, 63.01, 94.99, 80.97, 61.2, 94.94, 80.61, 79.94, 52.67, 61.86, 75.25]
mIOU: 75.55, mIOU_reduced: 76.39, accuracy: 95.92
epoch: 988
loss: 0.8166257779231932
IOU: [98.17, 84.57, 92.17, 55.08, 59.43, 63.65, 68.24, 77.59, 92.37, 62.29, 94.81, 80.98, 60.61, 94.97, 82.05, 80.57, 52.31, 61.96, 75.18]
mIOU: 75.63, mIOU_reduced: 76.38, accuracy: 95.93
epoch: 989
loss: 0.8184405713068507
IOU: [98.17, 84.81, 92.07, 52.59, 58.19, 64.03, 68.68, 77.57, 92.44, 63.37, 94.88, 81.08, 60.81, 94.88, 79.37, 79.81, 52.06, 61.32, 75.02]
mIOU: 75.32, mIOU_reduced: 76.25, accuracy: 95.92
epoch: 990
loss: 0.8130057001049628
IOU: [98.13, 84.41, 92.19, 54.11, 58.81, 63.89, 68.7, 77.49, 92.37, 62.76, 94.84, 80.96, 60.2, 94.88, 79.85, 79.84, 51.8, 61.77, 75.22]
mIOU: 75.38, mIOU_reduced: 76.3, accuracy: 95.91
epoch: 991
loss: 0.8199628185069143
IOU: [98.18, 84.68, 92.14, 53.85, 58.44, 63.88, 69.06, 77.55, 92.39, 62.91, 94.9, 81.06, 60.49, 94.84, 79.06, 80.95, 55.94, 61.65, 75.09]
mIOU: 75.63, mIOU_reduced: 76.32, accuracy: 95.93
epoch: 992
loss: 0.8141795918947924
IOU: [98.15, 84.51, 92.12, 54.17, 58.92, 63.97, 68.7, 77.27, 92.38, 62.96, 95.01, 80.96, 60.61, 94.9, 79.37, 80.27, 56.41, 61.4, 75.24]
mIOU: 75.65, mIOU_reduced: 76.33, accuracy: 95.92
epoch: 993
loss: 0.8141176711838201
IOU: [98.18, 84.91, 92.18, 54.93, 58.93, 64.03, 68.52, 77.53, 92.4, 63.33, 94.98, 81.05, 60.6, 94.94, 80.28, 81.52, 58.74, 61.57, 75.28]
mIOU: 75.99, mIOU_reduced: 76.46, accuracy: 95.96
epoch: 994
loss: 0.8157766379436071
IOU: [98.19, 84.76, 92.12, 55.08, 58.16, 64.11, 68.84, 77.73, 92.4, 63.14, 94.95, 81.15, 61.04, 94.94, 80.92, 81.69, 59.64, 61.46, 75.17]
mIOU: 76.08, mIOU_reduced: 76.45, accuracy: 95.96
epoch: 995
loss: 0.8162507731316867
IOU: [98.16, 84.8, 92.13, 54.66, 58.42, 64.04, 68.72, 77.67, 92.38, 63.55, 94.91, 81.08, 60.79, 94.97, 81.44, 81.73, 58.28, 61.26, 75.13]
mIOU: 76.01, mIOU_reduced: 76.42, accuracy: 95.95
epoch: 996
loss: 0.814393668965188
IOU: [98.18, 84.73, 92.15, 54.13, 58.43, 64.11, 68.97, 77.6, 92.37, 62.78, 94.91, 81.09, 60.89, 94.95, 81.09, 81.09, 55.92, 61.23, 75.22]
mIOU: 75.78, mIOU_reduced: 76.36, accuracy: 95.94
epoch: 997
loss: 0.8112914885150776
IOU: [98.17, 84.65, 92.17, 53.57, 58.89, 64.1, 68.84, 77.49, 92.35, 63.04, 94.93, 81.06, 60.88, 94.96, 80.63, 81.5, 60.11, 61.28, 75.26]
mIOU: 75.99, mIOU_reduced: 76.35, accuracy: 95.94
epoch: 998
loss: 0.8154575337939507
IOU: [98.18, 84.73, 92.17, 54.42, 58.84, 64.12, 68.8, 77.46, 92.35, 63.11, 94.94, 81.1, 60.92, 94.95, 81.87, 82.11, 58.98, 61.17, 75.06]
mIOU: 76.07, mIOU_reduced: 76.39, accuracy: 95.95
epoch: 999
loss: 0.8152760291356603
IOU: [98.16, 84.57, 92.12, 53.56, 58.37, 64.09, 68.55, 77.56, 92.36, 63.17, 94.97, 81.05, 60.76, 94.91, 80.43, 82.15, 60.89, 61.57, 75.14]
mIOU: 76.02, mIOU_reduced: 76.31, accuracy: 95.93
Best mIOU: 76.92606494301243
Best global accuracy: 95.96288800239563
Training time 1 day, 22:51:40
mIOUs: [76.92606494301243]
global_accuracies: [95.96288800239563]
