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run: 1
epoch: 0
loss: 1.465521508310683
IOU: [83.24, 8.98, 59.38, 0.0, 0.0, 0.0, 0.0, 0.0, 59.36, 22.33, 4.7, 0.02, 0.0, 43.89, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 14.84, mIOU_reduced: 17.62, accuracy: 74.07
epoch: 1
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epoch: 5
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loss: 1.1896930822143656
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epoch: 11
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epoch: 12
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loss: 1.158275546892634
epoch: 14
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loss: 1.1363868408126008
epoch: 16
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epoch: 17
loss: 1.1218406443968616
epoch: 18
loss: 1.1212913424499593
epoch: 19
loss: 1.1117673227086542
epoch: 20
loss: 1.109081976175951
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loss: 1.1071567487202565
epoch: 22
loss: 1.1033472457343356
epoch: 23
loss: 1.100972825144179
epoch: 24
loss: 1.082237228871677
IOU: [95.75, 70.38, 85.55, 27.9, 31.38, 36.8, 35.35, 43.84, 87.28, 46.81, 90.74, 54.0, 0.35, 84.44, 23.65, 42.84, 27.45, 8.32, 49.27]
mIOU: 49.58, mIOU_reduced: 53.01, accuracy: 91.73
epoch: 25
loss: 1.0852571881684974
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loss: 1.076399383358557
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loss: 1.0682801932016153
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loss: 1.0664461756330936
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loss: 1.0473801615745872
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loss: 1.0560591297972235
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loss: 1.0469019909431991
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loss: 1.0461357092921624
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loss: 1.0435396813639413
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loss: 1.0434387631493438
epoch: 44
loss: 1.0565452437516492
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loss: 1.044900460223946
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loss: 1.0599872633774647
epoch: 47
loss: 1.0462245296917836
epoch: 48
loss: 1.0507454089719972
epoch: 49
loss: 1.0302786194089288
IOU: [96.04, 68.93, 87.19, 33.7, 35.1, 46.12, 44.6, 59.82, 88.73, 46.54, 91.99, 67.57, 37.58, 89.57, 22.13, 52.22, 25.79, 12.13, 59.4]
mIOU: 56.06, mIOU_reduced: 60.31, accuracy: 92.72
epoch: 50
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loss: 1.0098277997135152
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loss: 1.004832614303599
epoch: 73
loss: 1.0113380379432617
epoch: 74
loss: 1.0143955364381527
IOU: [96.45, 73.78, 86.29, 33.35, 43.74, 47.2, 39.71, 58.51, 88.98, 50.95, 89.38, 66.23, 40.36, 88.53, 18.15, 46.37, 27.61, 26.68, 60.18]
mIOU: 56.97, mIOU_reduced: 61.89, accuracy: 92.72
epoch: 75
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loss: 0.9932001406613065
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loss: 1.0246258432653073
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loss: 1.0031469212066775
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loss: 0.9901405802634206
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loss: 0.9939399152753167
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loss: 0.9951320748444837
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loss: 0.9865679615591414
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loss: 0.9824678663294913
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loss: 0.9955518857809411
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loss: 0.9823355873961332
epoch: 97
loss: 0.9913029850653883
epoch: 98
loss: 0.9863104479653495
epoch: 99
loss: 0.9820814980972167
IOU: [96.43, 72.48, 88.29, 29.95, 40.87, 47.36, 49.9, 64.31, 90.12, 52.83, 92.83, 67.67, 47.29, 88.38, 4.97, 66.81, 47.97, 27.7, 61.27]
mIOU: 59.87, mIOU_reduced: 63.61, accuracy: 93.33
epoch: 100
loss: 0.9933721969391136
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loss: 0.9744690671121335
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loss: 0.9822535564635964
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loss: 0.988571161047789
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loss: 0.9847607583691168
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loss: 0.9796224389114792
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loss: 0.9870275948246856
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loss: 0.9877239049605604
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loss: 0.9765366299775733
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loss: 0.9757362189639932
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loss: 0.9753475928242316
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loss: 0.9776708610616925
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loss: 0.974254271894131
epoch: 124
loss: 0.9802345649572717
IOU: [97.28, 77.56, 87.63, 21.46, 40.6, 51.17, 47.38, 63.15, 88.74, 54.56, 91.72, 70.74, 45.48, 91.41, 49.68, 66.81, 41.58, 11.95, 58.6]
mIOU: 60.92, mIOU_reduced: 62.47, accuracy: 93.46
epoch: 125
loss: 0.9833644164219056
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loss: 0.9808204718677181
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loss: 0.9808494341019993
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loss: 0.9854430660725925
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loss: 0.9951571685605936
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loss: 0.9842158265190947
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loss: 0.9827276286731833
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loss: 0.9735146250043597
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loss: 0.9717819579849346
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loss: 0.9647687501663146
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loss: 0.9623826700400792
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loss: 0.9536155336950667
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loss: 0.9905697243875571
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loss: 0.9645460611083758
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loss: 0.9710086640321983
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loss: 0.9670266296985657
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loss: 0.951034114849214
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loss: 0.9519753628021302
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loss: 0.9803523218856668
epoch: 149
loss: 0.9842022154530425
IOU: [97.18, 77.74, 89.35, 30.79, 44.06, 52.69, 54.02, 67.5, 90.33, 56.58, 92.95, 71.84, 47.39, 88.08, 0.0, 62.18, 55.65, 40.75, 67.77]
mIOU: 62.47, mIOU_reduced: 66.81, accuracy: 93.97
epoch: 150
loss: 0.9676655577520797
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loss: 0.958716365044329
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loss: 0.9608795207465756
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loss: 0.9551756899311857
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loss: 0.9614520855348386
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loss: 0.9469069592714953
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loss: 0.9567690914210605
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loss: 0.9674761319417516
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loss: 0.9670304898624471
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loss: 0.9691290415200904
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loss: 0.950467940450036
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loss: 0.9783729804815308
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loss: 0.9847391361817517
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loss: 0.9672816469662916
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loss: 0.9587380494068897
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loss: 0.9719511542037491
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loss: 0.9751705601208936
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loss: 0.95913559342973
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loss: 0.9446559217419586
epoch: 173
loss: 0.9631310370411834
epoch: 174
loss: 0.9629962127806363
IOU: [97.42, 78.91, 89.7, 45.21, 49.12, 54.45, 53.46, 66.8, 90.16, 55.24, 93.92, 74.24, 52.41, 92.32, 63.89, 64.77, 22.31, 34.97, 66.95]
mIOU: 65.59, mIOU_reduced: 68.45, accuracy: 94.47
epoch: 175
loss: 0.9483730412236443
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loss: 0.9587449799329444
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loss: 0.9468594987116091
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loss: 0.9529648164533219
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loss: 0.9656259039984237
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loss: 0.9510342694035759
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loss: 0.9605596515367616
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loss: 0.9523105719340137
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loss: 0.9766310197966439
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loss: 0.9774427046030358
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loss: 0.9553496570921329
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loss: 0.9565870405207426
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loss: 0.9602876808444123
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loss: 0.9465358135192542
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loss: 0.9449326645010565
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loss: 0.9701701582602735
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loss: 0.9603656851699088
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loss: 0.9531109316972388
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loss: 0.9627343997801089
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loss: 0.9444805905825365
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loss: 0.9362539809669125
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loss: 0.9638762989776797
epoch: 197
loss: 0.9662074787276131
epoch: 198
loss: 0.9698089068790652
epoch: 199
loss: 0.9726535706828546
IOU: [97.42, 79.88, 90.33, 53.77, 51.6, 56.35, 56.6, 66.84, 90.64, 58.69, 94.0, 73.9, 49.29, 92.14, 64.98, 72.08, 59.0, 36.71, 67.5]
mIOU: 69.04, mIOU_reduced: 69.73, accuracy: 94.73
epoch: 200
loss: 0.9738460292392022
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loss: 0.9650032812694334
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loss: 0.9555936887900462
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loss: 0.9436206022362825
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loss: 0.9382427721974663
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loss: 0.9384769868015279
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loss: 0.9399499319634348
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loss: 0.9402384446316331
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loss: 0.942011125325514
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loss: 0.9470955178422747
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loss: 0.9457879919568805
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loss: 0.9553861397938587
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loss: 0.9464434937968087
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loss: 0.9326609474308086
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loss: 0.9487751094157484
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loss: 0.949187298026689
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loss: 0.9548920784999096
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loss: 0.9457282104260838
epoch: 222
loss: 0.9518590395983981
epoch: 223
loss: 0.9513434544406489
epoch: 224
loss: 0.9289551264834854
IOU: [97.47, 80.1, 89.79, 41.57, 48.92, 56.79, 60.11, 70.44, 91.16, 60.46, 93.72, 75.78, 54.84, 92.83, 58.11, 78.44, 63.04, 50.15, 69.58]
mIOU: 70.17, mIOU_reduced: 70.86, accuracy: 94.8
epoch: 225
loss: 0.9380437362226193
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loss: 0.9558141750466791
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loss: 0.9390551367538638
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loss: 0.9354217712769932
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loss: 0.9326014875401705
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loss: 0.9522255241388902
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loss: 0.9556409125379475
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loss: 0.9566681780262456
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loss: 0.9515755605504841
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loss: 0.9671815365472572
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loss: 0.9434526527345662
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loss: 0.9397482319340873
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loss: 0.9484651610857714
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loss: 0.9566465542322863
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loss: 0.9325134322007069
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loss: 0.9394045684215515
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loss: 0.9488097371438121
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loss: 0.9456651718468679
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loss: 0.9364665025328047
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loss: 0.9294133835404388
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loss: 0.9337968485695975
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loss: 0.9459046806607928
epoch: 247
loss: 0.9414404796140213
epoch: 248
loss: 0.9283729619735656
epoch: 249
loss: 0.9368867270066089
IOU: [97.41, 78.73, 90.73, 50.99, 51.83, 55.3, 62.0, 69.72, 91.33, 58.22, 94.42, 75.58, 54.42, 93.03, 69.25, 76.41, 65.49, 50.85, 70.26]
mIOU: 71.37, mIOU_reduced: 71.55, accuracy: 94.92
epoch: 250
loss: 0.9375042965148659
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loss: 0.9588594637469783
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loss: 0.9834889392004501
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loss: 0.9539060219921514
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loss: 0.947289979522119
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loss: 0.9624632638741054
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loss: 0.9363040250909296
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loss: 0.9463340693085662
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loss: 0.9505496897466099
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loss: 0.9297442945508623
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loss: 0.9351420327016928
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loss: 0.9216062243415339
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loss: 0.925342903786271
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loss: 0.9234021519714931
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loss: 0.9296977923244157
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loss: 0.9516706322081326
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loss: 0.933796934843706
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loss: 0.9528843215854984
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loss: 0.9482434006392795
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loss: 0.9257904803656504
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loss: 0.9264970873244046
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loss: 0.9369634545716956
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loss: 0.9354364916963397
epoch: 274
loss: 0.9403532266295502
IOU: [97.57, 80.69, 90.32, 51.14, 51.91, 55.32, 55.28, 65.6, 90.6, 56.77, 93.93, 75.3, 54.29, 92.56, 42.95, 64.75, 59.16, 31.3, 69.95]
mIOU: 67.34, mIOU_reduced: 69.53, accuracy: 94.72
epoch: 275
loss: 0.9402720136141198
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loss: 0.9283120143766994
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loss: 0.9234157256039005
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loss: 0.9296025159866662
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loss: 0.9398305163871888
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loss: 0.9586815903128961
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loss: 0.9258049308771714
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loss: 0.9334184263915707
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loss: 0.9313346240719695
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loss: 0.9223684056428565
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loss: 0.9274935508674046
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loss: 0.9542982218400488
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loss: 0.934434188504746
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loss: 0.9146898512570363
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loss: 0.9384419405556753
epoch: 299
loss: 0.916973063566614
IOU: [96.65, 76.39, 89.86, 50.12, 48.37, 52.14, 59.68, 69.91, 91.17, 60.94, 93.86, 73.62, 56.43, 92.42, 68.19, 67.93, 58.77, 49.78, 70.39]
mIOU: 69.82, mIOU_reduced: 70.73, accuracy: 94.43
epoch: 300
loss: 0.9334249782433728
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loss: 0.9391882964221615
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loss: 0.9225651830675788
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loss: 0.9306322230161682
epoch: 324
loss: 0.9254011907024846
IOU: [97.71, 80.67, 90.05, 52.12, 49.94, 56.19, 60.66, 70.44, 91.22, 52.15, 93.8, 75.29, 54.73, 92.1, 48.4, 72.61, 62.46, 40.25, 70.28]
mIOU: 69.0, mIOU_reduced: 70.47, accuracy: 94.8
epoch: 325
loss: 0.9326334733847338
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loss: 0.9390055082557658
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loss: 0.9168593796758318
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loss: 0.9274262029205692
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loss: 0.9325478992693508
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loss: 0.9180137518281243
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loss: 0.9189960501907328
epoch: 348
loss: 0.9512284078366673
epoch: 349
loss: 0.9313710190536519
IOU: [96.28, 73.08, 89.23, 32.54, 46.29, 52.31, 56.3, 68.8, 90.45, 59.14, 93.17, 74.34, 51.59, 90.85, 49.03, 67.41, 56.75, 46.64, 67.33]
mIOU: 66.4, mIOU_reduced: 68.02, accuracy: 93.86
epoch: 350
loss: 0.9488406685806028
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loss: 0.911678896438722
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loss: 0.9057807139951907
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loss: 0.9164748286622554
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loss: 0.9274788127755219
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loss: 0.9590385157785647
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loss: 0.9216727987132625
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loss: 0.9130028894326757
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loss: 0.9171082003097328
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loss: 0.9234331150581895
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loss: 0.9263342691238999
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loss: 0.9314161359139208
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loss: 0.9243774304814094
epoch: 372
loss: 0.909768848888315
epoch: 373
loss: 0.9187018371656577
epoch: 374
loss: 0.9206890394745489
IOU: [97.8, 81.88, 90.46, 49.36, 52.59, 56.52, 61.25, 71.75, 91.19, 61.71, 93.71, 76.43, 55.26, 93.16, 63.31, 77.97, 70.31, 51.83, 70.89]
mIOU: 71.97, mIOU_reduced: 72.24, accuracy: 95.09
epoch: 375
loss: 0.9153663646178747
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loss: 0.9036665319432466
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loss: 0.9029844899704514
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loss: 0.9203683888173168
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loss: 0.9293433770015234
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loss: 0.903658947533353
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loss: 0.9326045177374889
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loss: 0.9181352527636402
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loss: 0.9116499483424698
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loss: 0.9326879260032325
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loss: 0.9319408150374728
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loss: 0.9315122743501175
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loss: 0.9218385172982743
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loss: 0.9406094139798311
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loss: 0.9302657950277919
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loss: 0.9430038156213786
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loss: 0.9311941613084223
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loss: 0.9136007502072584
epoch: 399
loss: 0.9429205832776998
IOU: [97.53, 80.34, 89.87, 43.8, 51.52, 57.34, 61.67, 64.63, 90.74, 57.02, 93.8, 75.86, 55.75, 92.66, 67.55, 62.99, 52.16, 47.72, 69.09]
mIOU: 69.05, mIOU_reduced: 70.58, accuracy: 94.68
epoch: 400
loss: 0.9321471284020622
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loss: 0.9203052686231156
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loss: 0.9066853436498308
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loss: 0.9019257996602842
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loss: 0.8994447783318491
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loss: 0.8976923966343512
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loss: 0.920509009991052
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loss: 0.9081892994536223
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loss: 0.9109304126382195
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loss: 0.901596109340133
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loss: 0.906569708871713
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loss: 0.9019762341866917
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loss: 0.9029763877552475
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loss: 0.9127207298805772
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loss: 0.9063525762198106
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loss: 0.8992700896494472
epoch: 424
loss: 0.9095823790506533
IOU: [97.37, 79.98, 89.6, 41.33, 51.7, 54.85, 56.89, 68.98, 91.04, 61.98, 93.97, 69.62, 46.08, 91.07, 42.03, 31.12, 18.85, 37.74, 65.61]
mIOU: 62.62, mIOU_reduced: 68.61, accuracy: 94.29
epoch: 425
loss: 0.9049848061044904
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loss: 0.9079651001971366
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loss: 0.9103962783864887
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loss: 0.9200767273851482
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loss: 0.946730585753757
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loss: 0.9256663985972134
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loss: 0.913306003310931
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loss: 0.9002915995140282
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loss: 0.9096459476452954
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loss: 0.9048798077832656
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loss: 0.898838154710528
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loss: 0.8959900740021965
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loss: 0.8993921922544906
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loss: 0.891899411247747
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loss: 0.8988314611571175
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loss: 0.8922407961277307
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loss: 0.9028702569457719
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loss: 0.905951867688377
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loss: 0.8947204479952707
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loss: 0.8929848847684835
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loss: 0.9101434478541269
epoch: 448
loss: 0.9623168274720082
epoch: 449
loss: 0.9416429374738523
IOU: [97.48, 79.36, 90.07, 42.78, 48.91, 55.99, 55.64, 69.66, 90.6, 56.5, 93.45, 75.45, 51.65, 91.59, 59.93, 61.26, 48.85, 35.09, 68.76]
mIOU: 67.0, mIOU_reduced: 68.94, accuracy: 94.58
epoch: 450
loss: 0.9202324047564175
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loss: 0.9056250488340373
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loss: 0.8986421233881516
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loss: 0.8967939769482677
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loss: 0.8953934120682051
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loss: 0.8930394593274819
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loss: 0.9072900997660552
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loss: 0.9028320500471522
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loss: 0.9069658172419771
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loss: 0.9176021921988124
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loss: 0.9063262140975809
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loss: 0.9047204378158898
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loss: 0.9347106422375476
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loss: 0.9404295152731019
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loss: 0.9046663842753901
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loss: 0.894979502955537
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loss: 0.9047267551049389
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loss: 0.900045448879026
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loss: 0.9061486968454325
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loss: 0.8965237474827111
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loss: 0.9091958631723718
epoch: 473
loss: 0.8902114446593745
epoch: 474
loss: 0.9015662209042963
IOU: [97.59, 80.64, 90.23, 52.24, 53.08, 55.27, 61.02, 69.98, 91.17, 58.02, 94.64, 77.1, 57.36, 92.64, 40.11, 70.9, 38.78, 47.21, 70.99]
mIOU: 68.37, mIOU_reduced: 71.82, accuracy: 94.85
epoch: 475
loss: 0.902757955207979
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loss: 0.8977191846647031
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loss: 0.9010540913700094
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loss: 0.9062382655966315
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loss: 0.9126141736449579
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loss: 0.8969989986111212
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loss: 0.8927919874294106
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loss: 0.9272887184613477
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loss: 0.9205829605580661
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loss: 0.9238671980135524
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loss: 0.9189966227809052
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loss: 0.9090192750136485
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loss: 0.9053490298456259
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loss: 0.8972554140977782
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loss: 0.8853021082531088
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loss: 0.8997099994006504
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loss: 0.8927879905443629
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loss: 0.9346425340503374
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loss: 0.9067836424732465
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loss: 0.913071761716087
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loss: 0.8988667945013534
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loss: 0.8890646933866639
epoch: 497
loss: 0.8950297867834086
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loss: 0.8917825382674801
epoch: 499
loss: 0.8964984132594497
IOU: [97.66, 81.98, 91.16, 53.18, 52.31, 59.21, 61.81, 73.84, 91.78, 63.1, 94.13, 76.01, 51.95, 93.3, 71.03, 81.43, 64.55, 53.93, 71.28]
mIOU: 72.82, mIOU_reduced: 72.91, accuracy: 95.25
epoch: 500
loss: 0.8937184931132993
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loss: 0.8925720032334649
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loss: 0.8871273054588195
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loss: 0.8836335207252811
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loss: 0.8892530397263498
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loss: 0.8993996365693702
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loss: 0.8945108473782912
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loss: 0.8997006090182178
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loss: 0.8995693894730745
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loss: 0.9157738756298055
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loss: 0.9019977683326947
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loss: 0.8834112267288557
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loss: 0.8871948455543209
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loss: 0.9071893790018848
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loss: 0.9091542758388982
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loss: 0.9123305098387109
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loss: 0.904918743433014
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loss: 0.8979650477193436
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loss: 0.9087210800448517
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loss: 0.909290940774419
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loss: 0.9002571195926307
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loss: 0.8907340517583883
epoch: 522
loss: 0.8981273024872628
epoch: 523
loss: 0.8930737477428509
epoch: 524
loss: 0.9018613980465501
IOU: [97.76, 82.23, 90.87, 49.58, 53.05, 57.05, 61.9, 72.3, 91.27, 60.8, 94.49, 76.97, 55.13, 92.59, 60.72, 78.41, 62.33, 51.16, 70.67]
mIOU: 71.54, mIOU_reduced: 72.36, accuracy: 95.16
epoch: 525
loss: 0.9187426759868941
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loss: 0.8910959211963849
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loss: 0.8939212237728252
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loss: 0.8836426831319968
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loss: 0.8924836100272413
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loss: 0.9265057426899913
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loss: 0.9096384808380971
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loss: 0.9123366182705142
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loss: 0.9006255804046467
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loss: 0.8908653090584953
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loss: 0.8844694340968068
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loss: 0.8955509905223897
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loss: 0.8864139324892564
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loss: 0.8850438271892681
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loss: 0.882421351025368
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loss: 0.8779232770284874
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loss: 0.8809557515334568
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loss: 0.8777581300696915
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loss: 0.8829714651056377
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loss: 0.8993598299849066
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loss: 0.9069102682835972
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loss: 0.8886166884892713
epoch: 547
loss: 0.8856597783751886
epoch: 548
loss: 0.8903414362845716
epoch: 549
loss: 0.8827627926181268
IOU: [97.63, 81.32, 90.71, 44.78, 55.05, 59.66, 54.0, 73.6, 91.51, 61.77, 94.35, 76.82, 56.86, 93.09, 72.62, 77.59, 65.36, 52.53, 72.19]
mIOU: 72.18, mIOU_reduced: 72.24, accuracy: 95.18
epoch: 550
loss: 0.8786845089932979
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loss: 0.8936330759621695
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loss: 0.8920023834930276
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loss: 0.888937848597524
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loss: 0.8771043500167661
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loss: 0.8875620779644126
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loss: 0.8939264177312105
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loss: 0.8905633565871863
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loss: 0.8949626335557902
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loss: 0.8793836411118828
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loss: 0.8827421183213391
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loss: 0.88198825259093
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loss: 0.890003384926891
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loss: 0.8808987762407473
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loss: 0.8840860510772129
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loss: 0.9001358300849113
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loss: 0.8980910994935871
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loss: 0.8932066368606856
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loss: 0.8962381782557444
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loss: 0.891768009675481
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loss: 0.8933306045609343
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loss: 0.8804230677149688
epoch: 572
loss: 0.8782931895590214
epoch: 573
loss: 0.8820828626740653
epoch: 574
loss: 0.8831404587329237
IOU: [97.56, 81.25, 91.08, 35.88, 53.83, 60.31, 63.39, 72.74, 91.32, 62.44, 94.74, 77.75, 55.17, 92.47, 66.73, 75.67, 68.62, 48.61, 70.29]
mIOU: 71.57, mIOU_reduced: 71.8, accuracy: 95.1
epoch: 575
loss: 0.8841400625249446
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loss: 0.8803014967319458
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loss: 0.882264773800688
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loss: 0.8804593785111152
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loss: 0.894245793555946
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loss: 0.8946091349555476
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loss: 0.9225246766506823
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loss: 0.9133491318502195
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loss: 0.8946751756166833
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loss: 0.8856386097293658
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loss: 0.8934869668233105
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loss: 0.8838082696549655
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loss: 0.890764710395484
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loss: 0.9019020880971637
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loss: 0.8801853049476192
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loss: 0.8790726512268868
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loss: 0.9198453773385431
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loss: 0.8980051227656979
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loss: 0.8854298662303914
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loss: 0.877314331878549
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loss: 0.875669863828109
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loss: 0.8804650801532673
epoch: 597
loss: 0.8786051075734861
epoch: 598
loss: 0.8870762019465875
epoch: 599
loss: 0.8740573482050729
IOU: [97.04, 78.7, 90.53, 49.23, 46.65, 56.46, 58.95, 69.94, 91.08, 60.24, 93.93, 76.27, 53.8, 92.36, 67.04, 78.36, 55.87, 48.99, 70.27]
mIOU: 70.3, mIOU_reduced: 70.9, accuracy: 94.77
epoch: 600
loss: 0.8710153255501205
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loss: 0.8742035635398083
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loss: 0.881022642564902
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loss: 0.8769472716953555
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loss: 0.8847662179939187
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loss: 0.8968382079324954
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loss: 0.885561038059687
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loss: 0.8794663583814616
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loss: 0.8873678540605098
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loss: 0.8904490539969782
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loss: 0.8850398431569739
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loss: 0.9007519242577154
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loss: 0.8829548640071221
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loss: 0.8912703881687873
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loss: 0.877285653208144
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loss: 0.8792420648178965
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loss: 0.8742830825623155
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loss: 0.8779387808231652
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loss: 0.8705706695983352
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loss: 0.871382732436342
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loss: 0.8758669498795769
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loss: 0.8786991776803111
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loss: 0.8721855104451552
epoch: 624
loss: 0.8797021871307147
IOU: [97.74, 81.24, 91.54, 49.76, 57.2, 60.73, 64.74, 74.56, 91.51, 54.52, 94.4, 78.21, 53.47, 93.62, 74.87, 77.24, 60.27, 50.08, 72.07]
mIOU: 72.51, mIOU_reduced: 72.84, accuracy: 95.32
epoch: 625
loss: 0.8695502433815414
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loss: 0.8687052280112418
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loss: 0.8666050459818057
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loss: 0.8695383100818109
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loss: 0.8720012644551834
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loss: 0.8692716456487815
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loss: 0.8710293151297659
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loss: 0.8699431594491326
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loss: 0.8773864996079808
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loss: 0.8812925063696191
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loss: 0.8857382492556405
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loss: 0.8795911415889257
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loss: 0.8757945922507109
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loss: 0.8706662447626057
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loss: 0.8755878160263328
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loss: 0.8917350259752608
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loss: 0.878951770597391
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loss: 0.8733730619808413
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loss: 0.8694182036700596
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loss: 0.8771923851131429
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loss: 0.8769586352967831
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loss: 0.8781918812633525
epoch: 647
loss: 0.877945960853299
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loss: 0.8745801627153977
epoch: 649
loss: 0.8674924588910332
IOU: [97.71, 81.9, 91.28, 48.25, 56.62, 60.63, 63.38, 75.0, 91.9, 62.54, 94.16, 78.58, 57.93, 93.26, 65.77, 81.35, 62.96, 55.4, 72.14]
mIOU: 73.2, mIOU_reduced: 73.8, accuracy: 95.37
epoch: 650
loss: 0.8940599117317611
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loss: 0.8824857250056819
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loss: 0.8757181641547828
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loss: 0.883183051151728
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loss: 0.8796522074311248
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loss: 0.8745936556967764
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loss: 0.8629527198015198
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loss: 0.8601905807973239
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loss: 0.8712075081154342
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loss: 0.8722283048128503
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loss: 0.8798592730031181
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loss: 0.8802387235620915
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loss: 0.869020136861467
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loss: 0.8844414131660667
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loss: 0.879708023887439
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loss: 0.8741908499172756
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loss: 0.8798823928575953
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loss: 0.8735045422762231
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loss: 0.8693878099603473
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loss: 0.8668688238470381
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loss: 0.8614980955972183
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loss: 0.8612906417114072
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loss: 0.8553859755356679
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loss: 0.8541723329101932
epoch: 674
loss: 0.8718633833278543
IOU: [97.98, 83.7, 91.72, 60.21, 58.3, 60.69, 66.12, 73.38, 91.73, 63.36, 94.62, 78.29, 57.88, 93.73, 69.5, 80.49, 69.22, 58.68, 73.88]
mIOU: 74.92, mIOU_reduced: 75.27, accuracy: 95.63
epoch: 675
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loss: 0.8836197212057294
IOU: [97.88, 82.66, 91.15, 47.41, 56.03, 60.36, 65.24, 73.17, 91.54, 62.25, 94.37, 78.46, 59.23, 93.63, 66.34, 77.33, 69.1, 47.21, 72.69]
mIOU: 72.95, mIOU_reduced: 73.33, accuracy: 95.36
epoch: 700
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loss: 0.8473527797791515
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loss: 0.8442977419439351
IOU: [97.94, 82.93, 91.41, 48.49, 54.74, 60.71, 67.05, 75.59, 91.98, 64.06, 94.57, 78.74, 59.68, 93.78, 74.16, 78.44, 59.26, 58.27, 72.97]
mIOU: 73.93, mIOU_reduced: 74.56, accuracy: 95.55
epoch: 725
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loss: 0.8498446881931747
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loss: 0.8489215671212846
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loss: 0.848003255871107
IOU: [97.01, 75.58, 89.59, 38.85, 48.26, 55.65, 56.2, 74.43, 90.47, 57.06, 94.2, 74.22, 56.64, 92.41, 59.02, 69.51, 46.52, 43.94, 68.78]
mIOU: 67.81, mIOU_reduced: 69.58, accuracy: 94.31
epoch: 750
loss: 0.8554778500708609
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loss: 0.8479295477391574
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loss: 0.8496315050317913
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loss: 0.8687149946580357
IOU: [97.8, 82.46, 91.51, 51.41, 59.53, 58.07, 65.82, 74.93, 91.86, 62.97, 94.43, 76.57, 54.26, 94.07, 67.21, 75.39, 55.07, 57.17, 73.6]
mIOU: 72.85, mIOU_reduced: 74.15, accuracy: 95.46
epoch: 775
loss: 0.8451954831652886
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loss: 0.8477269046390153
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loss: 0.8419449967194118
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loss: 0.8426765330396894
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loss: 0.8675296264838658
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loss: 0.8532840423185549
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loss: 0.8442104900622304
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loss: 0.845123045367372
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loss: 0.8459557747905145
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loss: 0.8504706421952364
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loss: 0.8369172986626946
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loss: 0.8407296244346228
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loss: 0.8483380445572887
IOU: [96.79, 76.64, 91.13, 49.25, 56.92, 60.47, 63.71, 75.18, 89.67, 50.51, 94.69, 78.7, 58.39, 93.99, 77.0, 79.49, 67.64, 56.64, 72.97]
mIOU: 73.14, mIOU_reduced: 72.85, accuracy: 94.73
epoch: 800
loss: 0.8411277673957804
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loss: 0.8417825176709425
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loss: 0.8425715758472762
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loss: 0.8349872117415271
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loss: 0.8381413134603166
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loss: 0.8358509285109383
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loss: 0.8375888016988646
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loss: 0.8402324877980585
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loss: 0.841806638594265
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loss: 0.8467810178060095
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loss: 0.8400190326402772
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loss: 0.8369572287942522
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loss: 0.8424159163092024
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loss: 0.8363637010042236
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loss: 0.8384796676610037
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loss: 0.840456046505437
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loss: 0.8373207959203386
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loss: 0.8298671160425458
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loss: 0.8287251194853666
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loss: 0.8307758760902116
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loss: 0.8279999717869206
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loss: 0.8345141103968144
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loss: 0.8296326953124485
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loss: 0.8342315633341951
epoch: 824
loss: 0.8379525929448418
IOU: [97.95, 83.49, 91.44, 50.38, 55.97, 62.38, 65.94, 74.54, 91.83, 62.72, 94.55, 79.24, 58.64, 93.97, 69.91, 82.57, 69.06, 57.46, 73.68]
mIOU: 74.51, mIOU_reduced: 74.64, accuracy: 95.59
epoch: 825
loss: 0.8418179156002651
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loss: 0.8309766058973225
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loss: 0.8337467762659181
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loss: 0.8355277813669806
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loss: 0.8379115746670335
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loss: 0.830538485570738
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loss: 0.8272300436490309
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loss: 0.8270172295223349
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loss: 0.8255919907292266
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loss: 0.831798539007449
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loss: 0.8406556001249349
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loss: 0.8452711568045809
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loss: 0.8514755925720914
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loss: 0.8376047220834182
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loss: 0.8306592304430239
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loss: 0.8331100902146085
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loss: 0.8240191301888211
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loss: 0.8283460627026313
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loss: 0.8368826049036093
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loss: 0.8233680718671279
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loss: 0.8282708649365407
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loss: 0.8268499552721604
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loss: 0.8269248111550056
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loss: 0.8219309074859413
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loss: 0.8224934339523315
IOU: [98.14, 85.1, 91.97, 54.44, 59.67, 63.21, 67.55, 76.93, 92.21, 65.36, 94.53, 80.44, 61.49, 94.24, 74.62, 81.28, 77.08, 60.28, 74.82]
mIOU: 76.49, mIOU_reduced: 76.27, accuracy: 95.89
epoch: 850
loss: 0.8248095187858109
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loss: 0.8231528952436628
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loss: 0.8315784439565036
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loss: 0.8219203057314829
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loss: 0.8231584530956341
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loss: 0.8278943918785959
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loss: 0.8214617540251534
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loss: 0.8263721022644455
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loss: 0.8252412713762884
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loss: 0.8153491780121693
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loss: 0.827822196515744
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loss: 0.8210642294421029
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loss: 0.8344489740875533
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loss: 0.8295904916894403
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loss: 0.823203452513867
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loss: 0.8262151410637518
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loss: 0.8260565750361132
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loss: 0.8273376764634227
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loss: 0.8211284980298373
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loss: 0.8176803577621028
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loss: 0.8164056624685015
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loss: 0.8169727568035177
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loss: 0.8193482290702367
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loss: 0.8150115213946834
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loss: 0.8156849216579427
IOU: [97.99, 83.57, 91.81, 53.51, 58.03, 63.04, 66.72, 76.13, 92.04, 63.79, 94.57, 79.76, 61.34, 93.98, 73.43, 76.51, 56.67, 57.7, 73.74]
mIOU: 74.44, mIOU_reduced: 75.48, accuracy: 95.69
epoch: 875
loss: 0.8174176288422227
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loss: 0.8161031276067955
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loss: 0.8115690973891081
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loss: 0.8155475877365976
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loss: 0.8152661468140842
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loss: 0.8159338597338798
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loss: 0.81020980109423
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loss: 0.8184660837014088
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loss: 0.818873481609108
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loss: 0.8136387406333759
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loss: 0.8115672345431346
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loss: 0.8144050794791661
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loss: 0.8175935655269982
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loss: 0.8133897786191853
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loss: 0.8164717012017242
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loss: 0.811855195506885
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loss: 0.8215936170112733
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loss: 0.809502528844818
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loss: 0.8091803263782491
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loss: 0.805453776349276
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loss: 0.8137451254453942
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loss: 0.80974955186047
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loss: 0.810586090197139
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loss: 0.8141155358594704
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loss: 0.8114957023823679
IOU: [98.11, 84.55, 92.19, 55.79, 60.87, 63.65, 67.94, 77.11, 92.22, 65.01, 94.85, 80.17, 60.1, 93.99, 63.47, 82.16, 70.22, 58.44, 74.33]
mIOU: 75.53, mIOU_reduced: 76.21, accuracy: 95.88
epoch: 900
loss: 0.8068494133229526
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loss: 0.8155426185407407
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loss: 0.8113374062625546
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loss: 0.8050586022135382
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loss: 0.804767967877041
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loss: 0.8074627915482637
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loss: 0.810841810028508
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loss: 0.8086138867303689
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loss: 0.8154364255560698
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loss: 0.8064156346565309
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loss: 0.8081562684552689
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loss: 0.805345569980755
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loss: 0.8027802919441799
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loss: 0.8020922307055595
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loss: 0.7973780803924623
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loss: 0.8075668753960704
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loss: 0.8071231803482755
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loss: 0.8059798628493461
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loss: 0.7995684755780305
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loss: 0.800030764061807
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loss: 0.7953388721473776
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loss: 0.7973505345316267
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loss: 0.7942221495661774
epoch: 923
loss: 0.7978097632567516
epoch: 924
loss: 0.7997348858018448
IOU: [98.12, 84.49, 91.84, 53.32, 58.69, 63.14, 68.59, 77.03, 92.24, 64.83, 94.62, 80.16, 60.62, 93.99, 62.52, 82.14, 71.92, 60.59, 74.75]
mIOU: 75.45, mIOU_reduced: 76.06, accuracy: 95.83
epoch: 925
loss: 0.8005515354662892
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loss: 0.7977718418499209
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loss: 0.7938220830297855
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loss: 0.7946515899462842
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loss: 0.7942213549446867
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loss: 0.7913484462509258
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loss: 0.792981633600199
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loss: 0.7952805743063235
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loss: 0.7927502695762244
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loss: 0.7991532988625395
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loss: 0.7900626736509833
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loss: 0.7953936115429407
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loss: 0.7889466353182523
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loss: 0.7906242286098614
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loss: 0.7893531201984683
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loss: 0.7956024413160236
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loss: 0.7898464798927307
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loss: 0.7886424761898113
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loss: 0.7898686362726669
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loss: 0.789546362633975
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loss: 0.7906846563128448
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loss: 0.7866930251494251
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loss: 0.7885638130000338
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loss: 0.7842287687921139
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loss: 0.7876582348121787
IOU: [98.12, 84.54, 92.06, 55.95, 58.04, 63.68, 68.85, 77.22, 92.37, 66.32, 94.71, 80.64, 62.43, 94.6, 76.26, 82.38, 73.07, 58.92, 75.39]
mIOU: 76.61, mIOU_reduced: 76.49, accuracy: 95.94
epoch: 950
loss: 0.7859433155175489
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loss: 0.7823548384432523
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loss: 0.7887552852900523
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loss: 0.7745883112969103
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loss: 0.7836919833386362
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loss: 0.785588799782519
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loss: 0.7811623557879919
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loss: 0.7819603589988462
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loss: 0.7858002878263632
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loss: 0.7828164564952697
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loss: 0.7740180095572355
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loss: 0.7811610681027416
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loss: 0.7772748883201106
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loss: 0.7785270244606101
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loss: 0.7787750254101509
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loss: 0.778752739056744
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loss: 0.7746405363725524
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loss: 0.7783815129747931
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loss: 0.7768264526948132
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loss: 0.7717561480812628
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loss: 0.7757195104164576
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loss: 0.7735924640434451
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loss: 0.7724983721087885
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loss: 0.7701875111163465
epoch: 974
loss: 0.7708460635573395
IOU: [98.11, 84.51, 92.22, 55.98, 60.64, 64.43, 68.87, 77.43, 92.28, 65.58, 94.72, 80.9, 62.43, 94.5, 74.14, 83.9, 75.39, 59.77, 75.18]
mIOU: 76.89, mIOU_reduced: 76.72, accuracy: 95.97
epoch: 975
loss: 0.7661968914646344
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loss: 0.7736832705148147
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loss: 0.7691355299435536
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loss: 0.7690264778638465
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loss: 0.7741008013727851
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loss: 0.7643934420819553
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loss: 0.7686676954966029
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loss: 0.764686117596382
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loss: 0.7688021211611292
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loss: 0.7651950853532858
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loss: 0.7666909633621052
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loss: 0.7584577471098167
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loss: 0.7659002524823192
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loss: 0.7664666466635836
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loss: 0.7605878860160026
epoch: 990
loss: 0.7679382776314357
IOU: [98.19, 84.91, 92.21, 56.52, 59.16, 64.43, 68.88, 77.69, 92.32, 65.48, 94.66, 80.87, 62.78, 94.53, 74.97, 82.81, 72.28, 59.95, 75.41]
mIOU: 76.74, mIOU_reduced: 76.75, accuracy: 95.99
epoch: 991
loss: 0.7640892482510796
IOU: [98.17, 84.86, 92.21, 57.38, 59.27, 64.77, 69.19, 77.67, 92.35, 65.63, 94.68, 81.06, 63.16, 94.55, 74.63, 82.59, 72.98, 60.15, 75.46]
mIOU: 76.88, mIOU_reduced: 76.91, accuracy: 95.99
epoch: 992
loss: 0.7612156479185161
IOU: [98.15, 84.71, 92.19, 56.51, 58.47, 64.76, 69.28, 77.5, 92.33, 65.55, 94.68, 80.94, 63.03, 94.49, 73.84, 82.82, 73.39, 60.47, 75.49]
mIOU: 76.77, mIOU_reduced: 76.78, accuracy: 95.97
epoch: 993
loss: 0.7637808059425045
IOU: [98.15, 84.65, 92.21, 56.19, 59.09, 64.81, 69.0, 77.61, 92.31, 64.73, 94.69, 80.98, 63.17, 94.54, 75.14, 82.59, 74.16, 60.12, 75.56]
mIOU: 76.83, mIOU_reduced: 76.74, accuracy: 95.97
epoch: 994
loss: 0.7668628249206955
IOU: [98.15, 84.6, 92.17, 55.86, 58.87, 64.76, 69.17, 77.77, 92.31, 64.54, 94.68, 81.0, 62.9, 94.55, 74.81, 82.44, 74.68, 59.61, 75.51]
mIOU: 76.76, mIOU_reduced: 76.65, accuracy: 95.96
epoch: 995
loss: 0.7630412252444141
IOU: [98.14, 84.6, 92.2, 56.36, 58.77, 64.73, 69.2, 77.59, 92.31, 64.99, 94.68, 81.01, 62.91, 94.53, 73.79, 82.53, 73.35, 60.62, 75.45]
mIOU: 76.72, mIOU_reduced: 76.76, accuracy: 95.96
epoch: 996
loss: 0.7608990301340417
IOU: [98.16, 84.63, 92.24, 56.65, 59.89, 64.54, 69.23, 77.63, 92.31, 64.82, 94.7, 80.96, 62.74, 94.48, 74.99, 82.59, 74.22, 60.18, 75.41]
mIOU: 76.86, mIOU_reduced: 76.79, accuracy: 95.98
epoch: 997
loss: 0.7593270014881124
IOU: [98.17, 84.72, 92.22, 56.15, 59.07, 64.68, 69.45, 77.75, 92.31, 64.74, 94.71, 80.95, 62.66, 94.53, 74.08, 82.26, 73.12, 60.33, 75.35]
mIOU: 76.7, mIOU_reduced: 76.74, accuracy: 95.97
epoch: 998
loss: 0.7692793056649981
IOU: [98.16, 84.67, 92.19, 56.09, 58.39, 64.8, 69.31, 77.73, 92.36, 65.27, 94.7, 80.95, 62.73, 94.53, 74.22, 82.42, 72.75, 60.86, 75.4]
mIOU: 76.71, mIOU_reduced: 76.76, accuracy: 95.97
epoch: 999
loss: 0.7607706049381884
IOU: [98.16, 84.7, 92.2, 55.95, 58.89, 64.81, 69.28, 77.8, 92.32, 65.03, 94.7, 80.97, 62.7, 94.56, 73.94, 82.35, 74.04, 60.07, 75.44]
mIOU: 76.73, mIOU_reduced: 76.72, accuracy: 95.97
Best mIOU: 76.89430979678505
Best global accuracy: 95.99342346191406
Training time 1 day, 10:14:31
mIOUs: [76.89430979678505]
global_accuracies: [95.99342346191406]
