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run: 1
epoch: 0
loss: 1.6529766350100947
IOU: [82.49, 15.1, 54.82, 0.0, 0.0, 2.07, 0.0, 0.0, 60.52, 23.67, 30.61, 2.65, 0.0, 46.56, 0.0, 0.0, 0.0, 0.0, 0.44]
mIOU: 16.79, mIOU_reduced: 19.93, accuracy: 73.89
epoch: 1
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epoch: 22
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epoch: 23
loss: 1.093031860265449
epoch: 24
loss: 1.083928861226033
IOU: [94.72, 62.06, 83.75, 30.52, 13.06, 39.28, 25.73, 49.96, 86.67, 44.23, 88.55, 54.95, 4.0, 85.12, 19.67, 36.83, 22.22, 10.74, 54.44]
mIOU: 47.71, mIOU_reduced: 51.74, accuracy: 90.79
epoch: 25
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loss: 1.041684736942024
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loss: 1.0207951252029912
IOU: [96.03, 70.66, 86.48, 26.11, 30.87, 41.92, 40.21, 55.96, 88.48, 46.96, 90.61, 65.24, 29.85, 87.54, 31.81, 57.98, 31.85, 16.33, 56.81]
mIOU: 55.35, mIOU_reduced: 58.13, accuracy: 92.19
epoch: 50
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epoch: 74
loss: 1.0048147478514926
IOU: [96.87, 76.3, 88.36, 43.36, 44.52, 51.44, 51.32, 64.86, 90.06, 47.86, 90.19, 70.12, 44.34, 90.58, 38.7, 68.84, 42.36, 26.94, 65.27]
mIOU: 62.75, mIOU_reduced: 65.15, accuracy: 93.71
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loss: 0.9778484689257537
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loss: 0.9840480789662692
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loss: 0.9644373372558634
IOU: [96.87, 77.6, 89.6, 32.82, 46.65, 52.01, 54.88, 67.55, 89.37, 54.48, 93.47, 70.81, 36.9, 89.02, 44.85, 54.57, 57.18, 29.24, 66.43]
mIOU: 63.38, mIOU_reduced: 65.48, accuracy: 93.84
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loss: 0.9735106608938335
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loss: 0.9520029811203641
epoch: 124
loss: 0.9520291594482175
IOU: [97.24, 78.23, 88.32, 40.06, 42.38, 50.27, 54.0, 67.81, 90.96, 55.43, 93.33, 72.86, 44.08, 90.52, 41.78, 56.17, 20.55, 33.18, 68.72]
mIOU: 62.42, mIOU_reduced: 66.71, accuracy: 93.89
epoch: 125
loss: 0.9727158392214711
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loss: 0.974116417596925
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loss: 0.9574035471983033
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loss: 0.9604355175540132
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loss: 0.9540141631329477
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loss: 0.9509533279025651
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loss: 0.9516264664516295
IOU: [97.22, 80.01, 89.71, 23.44, 43.32, 55.66, 55.48, 69.25, 91.04, 60.31, 92.97, 74.6, 49.43, 91.94, 46.77, 77.63, 61.92, 43.52, 70.18]
mIOU: 67.07, mIOU_reduced: 68.0, accuracy: 94.49
epoch: 150
loss: 0.9676927678347277
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loss: 0.9432112389818998
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loss: 0.965456226283328
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loss: 0.9474933786854911
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loss: 0.9461853814253589
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loss: 0.9465867872186748
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loss: 0.9391210615795578
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loss: 0.9466318160375816
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loss: 0.9418261954083919
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loss: 0.9405094415672385
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loss: 0.9538682315227478
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loss: 0.95412300330288
epoch: 174
loss: 0.9435058245761696
IOU: [96.56, 76.87, 90.12, 42.3, 49.99, 56.28, 63.17, 65.59, 91.3, 61.4, 94.0, 76.11, 45.17, 92.15, 52.75, 76.51, 73.58, 36.07, 69.1]
mIOU: 68.9, mIOU_reduced: 69.14, accuracy: 94.42
epoch: 175
loss: 0.9284967217805251
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loss: 0.9430948331992259
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loss: 0.9355944713170959
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loss: 0.9333223959185043
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loss: 0.9278932313392104
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loss: 0.9524795404984302
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loss: 0.9340090854469978
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loss: 0.9364933014879973
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loss: 0.9324776062746897
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loss: 0.939984926798273
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loss: 0.950070619261811
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loss: 0.9346523177270298
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loss: 0.9300505115658125
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loss: 0.9266476974975709
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loss: 0.9325472068272511
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loss: 0.946268733620965
IOU: [97.2, 78.39, 89.82, 38.61, 46.08, 56.49, 62.36, 73.37, 89.14, 47.4, 93.36, 75.85, 55.07, 92.2, 61.74, 75.08, 60.8, 40.35, 67.69]
mIOU: 68.47, mIOU_reduced: 68.96, accuracy: 94.3
epoch: 200
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loss: 0.9330373642579565
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loss: 0.9180301074390462
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loss: 0.9285824547880743
epoch: 224
loss: 0.9239002066159827
IOU: [97.75, 82.06, 90.46, 34.53, 53.63, 59.08, 66.67, 74.45, 91.37, 57.85, 94.17, 75.17, 48.36, 93.22, 56.73, 79.68, 62.37, 45.78, 70.07]
mIOU: 70.18, mIOU_reduced: 70.91, accuracy: 95.08
epoch: 225
loss: 0.9278905248706232
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loss: 0.921833453795338
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loss: 0.9243652974820201
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loss: 0.9362029920048469
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loss: 0.9168057073801354
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loss: 0.9094685380349583
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loss: 0.9382715599556175
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loss: 0.9308762532681468
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loss: 0.9333699999472523
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loss: 0.9219948663865781
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loss: 0.9459253519050516
IOU: [96.6, 75.02, 88.33, 26.91, 35.33, 55.98, 59.81, 71.49, 90.25, 47.22, 92.41, 72.55, 50.44, 91.2, 51.4, 58.0, 36.1, 33.45, 69.3]
mIOU: 63.25, mIOU_reduced: 66.02, accuracy: 93.57
epoch: 250
loss: 0.9196956607530702
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loss: 0.9006726295157584
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loss: 0.9061366812880791
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loss: 0.9224230030154925
IOU: [97.5, 81.2, 90.03, 32.1, 47.78, 57.24, 66.24, 73.26, 90.5, 58.05, 93.58, 77.67, 56.51, 91.63, 68.02, 63.19, 24.36, 31.75, 70.88]
mIOU: 66.92, mIOU_reduced: 69.75, accuracy: 94.71
epoch: 275
loss: 0.9177172566359898
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loss: 0.9045035707340087
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loss: 0.9023987766546059
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loss: 0.9143642304399907
IOU: [89.16, 68.06, 86.0, 23.28, 45.12, 54.53, 61.2, 70.68, 82.45, 12.88, 93.98, 71.65, 49.54, 91.55, 21.3, 61.6, 39.31, 30.24, 67.37]
mIOU: 58.94, mIOU_reduced: 62.36, accuracy: 88.76
epoch: 300
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loss: 0.9128204468446922
IOU: [97.67, 81.77, 90.83, 37.54, 54.29, 58.62, 66.72, 74.3, 92.04, 62.59, 93.69, 78.45, 57.11, 93.56, 64.44, 83.68, 76.7, 56.13, 74.1]
mIOU: 73.38, mIOU_reduced: 73.09, accuracy: 95.29
epoch: 325
loss: 0.913498681831874
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loss: 0.9108004990935005
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loss: 0.9024369302142984
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loss: 0.8881899589155562
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loss: 0.9254556237205341
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loss: 0.9037085980417915
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loss: 0.8973568507603237
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loss: 0.9092073861479438
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loss: 0.8982318948221335
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loss: 0.9013553926886896
epoch: 349
loss: 0.8982635527608208
IOU: [97.05, 78.51, 90.52, 38.53, 45.42, 59.98, 64.34, 72.29, 91.82, 62.06, 93.84, 77.59, 51.72, 93.31, 61.97, 81.07, 67.57, 54.45, 74.29]
mIOU: 71.39, mIOU_reduced: 71.61, accuracy: 94.93
epoch: 350
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loss: 0.8873901553552427
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loss: 0.917337819733067
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loss: 0.8996992103173084
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loss: 0.888910348845942
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loss: 0.9012087641379262
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loss: 0.8987987873689184
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loss: 0.8857521323180906
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loss: 0.8867115865177864
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loss: 0.8916762320179181
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loss: 0.9115865429777983
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loss: 0.9049766560127793
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loss: 0.8929707873863673
epoch: 372
loss: 0.8969944537167922
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loss: 0.8926858495509207
epoch: 374
loss: 0.8934420123897151
IOU: [97.54, 82.16, 90.62, 35.16, 54.72, 59.38, 67.46, 75.64, 91.46, 61.24, 94.21, 78.1, 56.49, 93.39, 46.39, 79.41, 53.81, 46.91, 73.12]
mIOU: 70.38, mIOU_reduced: 72.35, accuracy: 95.09
epoch: 375
loss: 0.9022503080715066
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loss: 0.9090467913131508
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loss: 0.8912881182210465
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loss: 0.877032060828813
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loss: 0.8850309678486415
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loss: 0.8925724170921305
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loss: 0.8942021621526733
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loss: 0.9217973189212563
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loss: 0.9098649126178814
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loss: 0.8886192111634823
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loss: 0.9270443509852468
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loss: 0.9026058931556352
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loss: 0.9081781061511798
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loss: 0.9097436578125967
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loss: 0.9019809617507811
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loss: 0.9139970216468338
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loss: 0.9151797874597205
epoch: 399
loss: 0.8966238196648034
IOU: [97.53, 81.21, 90.5, 50.97, 56.11, 60.54, 68.52, 76.03, 91.77, 61.27, 89.36, 78.15, 55.37, 93.73, 62.42, 80.1, 58.36, 41.88, 70.1]
mIOU: 71.78, mIOU_reduced: 72.69, accuracy: 95.09
epoch: 400
loss: 0.9137541537657581
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loss: 0.8966345611929573
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loss: 0.8899881862244516
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loss: 0.8859347080927332
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loss: 0.8751609985719151
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loss: 0.8861731449870086
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loss: 0.8908153491200141
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loss: 0.8829991121819077
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loss: 0.8875634928919235
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loss: 0.8842519569911083
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loss: 0.892014902235684
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loss: 0.8815118792564721
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loss: 0.8897131393861899
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loss: 0.8843531222998935
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loss: 0.8901316705097085
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loss: 0.8828931908723158
epoch: 424
loss: 0.8745885311432604
IOU: [97.7, 81.5, 91.77, 54.45, 57.84, 61.68, 69.24, 76.82, 91.97, 57.54, 94.4, 79.48, 56.87, 94.05, 68.29, 81.88, 71.82, 56.41, 73.48]
mIOU: 74.59, mIOU_reduced: 74.7, accuracy: 95.5
epoch: 425
loss: 0.8771857967916524
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loss: 0.8811710194114726
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loss: 0.8753556750534037
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loss: 0.8816569852379134
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loss: 0.8839067186949388
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loss: 0.9262380643353629
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loss: 0.9086728149025909
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loss: 0.8966310021048286
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loss: 0.9028702847398516
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loss: 0.8931968557545439
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loss: 0.8816560259405172
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loss: 0.8821507769453558
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loss: 0.8779362488307079
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loss: 0.8879485655666361
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loss: 0.8815177740112469
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loss: 0.8774169325185914
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loss: 0.8646748552746528
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loss: 0.8724680208774268
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loss: 0.8823530947101726
epoch: 449
loss: 0.8870957093740088
IOU: [97.28, 79.11, 90.97, 52.09, 54.73, 60.59, 67.62, 75.02, 91.63, 57.55, 94.18, 77.65, 53.28, 93.15, 53.24, 78.03, 58.12, 54.55, 73.96]
mIOU: 71.72, mIOU_reduced: 73.33, accuracy: 95.05
epoch: 450
loss: 0.8842434961840792
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loss: 0.8821094122858382
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loss: 0.8775400344252265
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loss: 0.879727411141614
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loss: 0.8792865000002468
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loss: 0.8845504053198102
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loss: 0.9016144934368905
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loss: 0.9059385644457733
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loss: 0.8919145354042156
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loss: 0.9081373185802984
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loss: 0.8918122440335564
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loss: 0.8917231228795013
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loss: 0.8951344028958734
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loss: 0.8836712960926991
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loss: 0.8837657808614869
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loss: 0.8846287439775595
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loss: 0.8791196007291583
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loss: 0.8768729655890452
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loss: 0.9109278917312622
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loss: 0.9326180839795629
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loss: 0.8948021288509318
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loss: 0.9118602330472592
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loss: 0.885155249959375
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loss: 0.8810451621957867
IOU: [97.17, 78.32, 91.31, 48.88, 51.75, 60.23, 64.81, 76.0, 90.8, 38.4, 94.1, 78.66, 58.35, 92.96, 68.13, 74.36, 48.67, 58.05, 74.05]
mIOU: 70.79, mIOU_reduced: 72.11, accuracy: 94.95
epoch: 475
loss: 0.8865341222832467
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loss: 0.8782653635081576
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loss: 0.8890542916531833
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loss: 0.8889503348869776
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loss: 0.8752818767915196
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loss: 0.8772961016935158
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loss: 0.8781423808108122
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loss: 0.9027728717924771
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loss: 0.8813412019184658
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loss: 0.8682687300234792
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loss: 0.8792920003361457
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loss: 0.8649194179519489
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loss: 0.8771088965176893
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loss: 0.8633505812873737
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loss: 0.8800496084670815
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loss: 0.8786569118821075
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loss: 0.8732733241310017
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loss: 0.8748861578596892
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loss: 0.8665413368101711
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loss: 0.8901589731321823
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loss: 0.882295001709879
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loss: 0.8725315978263588
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loss: 0.8714534139054805
epoch: 499
loss: 0.8665148733118474
IOU: [97.85, 83.12, 91.79, 55.6, 59.23, 62.18, 69.57, 76.03, 91.89, 63.81, 94.38, 78.87, 52.89, 94.05, 80.07, 77.76, 61.32, 61.29, 75.66]
mIOU: 75.12, mIOU_reduced: 75.51, accuracy: 95.64
epoch: 500
loss: 0.860613313004013
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loss: 0.865241836344778
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loss: 0.8646732152632948
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loss: 0.8633707713566701
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loss: 0.8640997172044615
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loss: 0.8651168139154377
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loss: 0.8656990136097705
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loss: 0.8960563622394984
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loss: 0.8774083182818163
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loss: 0.8731213488347447
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loss: 0.896283906103787
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loss: 0.8775373999320594
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loss: 0.8718300090645844
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loss: 0.8786350703946343
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loss: 0.8818610074385157
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loss: 0.8979488354166242
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loss: 0.8752809166908264
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loss: 0.8733864481237057
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loss: 0.8845754567824927
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loss: 0.9040920493416388
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loss: 0.8925136808115196
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loss: 0.870944900814735
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loss: 0.8651943169835443
epoch: 524
loss: 0.8595551380892649
IOU: [97.71, 82.33, 91.59, 43.72, 54.21, 62.5, 69.78, 76.92, 92.17, 62.19, 94.34, 80.0, 61.34, 94.38, 71.26, 78.51, 74.87, 56.38, 75.49]
mIOU: 74.72, mIOU_reduced: 74.69, accuracy: 95.54
epoch: 525
loss: 0.8533952848287927
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loss: 0.8700834098209268
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loss: 0.8762677636429306
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loss: 0.86515018753607
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loss: 0.8684352752012062
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loss: 0.870942923739914
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loss: 0.8778434129095463
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loss: 0.8794770070484706
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loss: 0.8635310538695508
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loss: 0.8661551703661279
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loss: 0.8600229922973243
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loss: 0.8649492009952062
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loss: 0.8602646383635117
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loss: 0.8671733619710505
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loss: 0.8897615921786531
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loss: 0.881366608759785
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loss: 0.8679824301174709
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loss: 0.8705653787623198
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loss: 0.8884333409067755
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loss: 0.8750202459787744
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loss: 0.8643662948814043
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loss: 0.860617724711683
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loss: 0.8666004776312013
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loss: 0.866837615594067
epoch: 549
loss: 0.8591262531087727
IOU: [97.33, 80.68, 89.45, 37.03, 35.13, 58.56, 63.74, 70.71, 90.62, 57.74, 93.6, 78.71, 56.03, 93.24, 69.01, 72.06, 62.3, 44.54, 71.48]
mIOU: 69.58, mIOU_reduced: 69.91, accuracy: 94.64
epoch: 550
loss: 0.8680590641787752
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loss: 0.8592185272039429
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loss: 0.8619981774422679
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loss: 0.8612859679682235
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loss: 0.8563369517377766
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loss: 0.8669375907378698
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loss: 0.8797613748642955
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loss: 0.865191373702972
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loss: 0.8662991387182168
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loss: 0.8619943129405822
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loss: 0.8654170339962222
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loss: 0.8564778951943082
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loss: 0.8551033311134401
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loss: 0.8744709808228793
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loss: 0.9098903006620485
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loss: 0.8862723139418425
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loss: 0.8808320691643378
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loss: 0.8769228562833163
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loss: 0.885423517452096
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loss: 0.8631396063897167
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loss: 0.8841366144524752
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loss: 0.8817190939204069
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loss: 0.8848867221983938
epoch: 573
loss: 0.8758854286047326
epoch: 574
loss: 0.8616295546855567
IOU: [97.0, 78.05, 90.82, 47.46, 52.81, 59.43, 66.45, 76.24, 91.11, 57.5, 94.16, 78.75, 59.32, 93.55, 67.11, 83.08, 63.48, 58.1, 74.75]
mIOU: 73.11, mIOU_reduced: 73.47, accuracy: 94.97
epoch: 575
loss: 0.8645622580841866
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loss: 0.8581555598186996
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loss: 0.8657844461842046
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loss: 0.8534083686106289
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loss: 0.8500707935130178
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loss: 0.8458775865099822
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loss: 0.8591072936906327
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loss: 0.8972268072421339
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loss: 0.8833923510142735
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loss: 0.8945488425277957
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loss: 0.8924408747822127
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loss: 0.8716951142745519
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loss: 0.8547348290119531
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loss: 0.856170500867129
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loss: 0.8561115362894824
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loss: 0.8479361956652927
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loss: 0.8479776517400202
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loss: 0.857933424071803
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loss: 0.856383390021774
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loss: 0.8609177346499461
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loss: 0.8734405479341183
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loss: 0.8575380865454353
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loss: 0.8585757849351415
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loss: 0.8503655404093452
epoch: 599
loss: 0.8483105313103154
IOU: [97.32, 80.93, 87.8, 40.07, 33.19, 52.86, 64.1, 72.28, 90.33, 58.47, 92.76, 75.25, 51.45, 91.46, 36.52, 66.74, 45.54, 44.67, 71.39]
mIOU: 65.95, mIOU_reduced: 69.02, accuracy: 94.25
epoch: 600
loss: 0.8655654410467636
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loss: 0.8583790764333102
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loss: 0.8470880961161097
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loss: 0.8528819140398277
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loss: 0.8493940793279047
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loss: 0.8471848665864641
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loss: 0.8700623778962704
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loss: 0.8564664046719389
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loss: 0.853383659031192
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loss: 0.857308390969536
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loss: 0.8733676114493625
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loss: 0.8753947191482606
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loss: 0.8607079381891338
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loss: 0.852304702338504
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loss: 0.850903035334821
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loss: 0.8398289918256898
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loss: 0.8447124273629202
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loss: 0.8421546481047679
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loss: 0.8439809369912366
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loss: 0.8742407189225251
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loss: 0.8805912487269091
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loss: 0.8622836558966623
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loss: 0.8496294996809124
IOU: [97.57, 81.49, 91.8, 51.68, 58.29, 62.38, 70.32, 76.79, 91.91, 63.42, 94.13, 79.58, 55.89, 94.36, 74.69, 76.01, 51.02, 60.12, 75.37]
mIOU: 74.04, mIOU_reduced: 75.32, accuracy: 95.53
epoch: 625
loss: 0.8530539990756711
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loss: 0.8480195317949567
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loss: 0.8389293061433777
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loss: 0.8482941067765023
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loss: 0.8580226668450389
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loss: 0.8644523898546265
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loss: 0.8630442355842282
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loss: 0.8462099150184672
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loss: 0.8556222361374416
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loss: 0.8492002916143269
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loss: 0.8524143774554415
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loss: 0.8652610169909393
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loss: 0.8472576462676261
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loss: 0.8413805849147293
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loss: 0.8488597489110222
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loss: 0.8425361835410331
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loss: 0.854313553825543
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loss: 0.8516959671704274
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loss: 0.8343070918980313
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loss: 0.8402772389974877
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loss: 0.8328717595162096
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loss: 0.8378099007105249
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loss: 0.8480648706865439
epoch: 649
loss: 0.8589153853709486
IOU: [97.52, 82.17, 91.35, 52.49, 55.16, 59.87, 68.6, 76.34, 92.02, 63.33, 94.46, 76.89, 41.43, 91.61, 58.51, 76.96, 75.42, 51.63, 74.57]
mIOU: 72.65, mIOU_reduced: 73.09, accuracy: 95.3
epoch: 650
loss: 0.8431206000140413
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loss: 0.8421794341580887
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loss: 0.8384286030283514
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loss: 0.8394938394065816
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loss: 0.8387865024114234
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loss: 0.8371862028486966
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loss: 0.8332548120593768
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loss: 0.8358967291376983
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loss: 0.8441621407344335
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loss: 0.8505367991737921
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loss: 0.8396629871062513
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loss: 0.8410024856621364
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loss: 0.8428249012106512
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loss: 0.8504085810679309
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loss: 0.8484918770764395
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loss: 0.8377843934570682
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loss: 0.8436461878272722
epoch: 674
loss: 0.8518458490744434
IOU: [97.69, 82.53, 91.75, 52.69, 54.58, 62.81, 69.97, 74.4, 91.08, 53.86, 94.43, 77.95, 50.45, 91.42, 29.95, 78.28, 77.94, 48.22, 73.24]
mIOU: 71.22, mIOU_reduced: 72.94, accuracy: 95.18
epoch: 675
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loss: 0.8350952498996355
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loss: 0.8378468983256914
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loss: 0.8256165314556132
IOU: [97.98, 83.69, 91.77, 47.34, 59.8, 62.82, 69.89, 77.2, 92.09, 61.3, 94.13, 80.64, 61.19, 94.72, 74.28, 83.28, 81.88, 59.57, 75.79]
mIOU: 76.28, mIOU_reduced: 75.62, accuracy: 95.77
epoch: 700
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loss: 0.8271841885587276
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loss: 0.8371830346449366
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loss: 0.822892448490842
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loss: 0.8234198478996915
IOU: [97.47, 81.36, 92.16, 46.61, 59.95, 63.68, 69.61, 78.48, 92.07, 63.49, 94.74, 80.57, 62.14, 94.74, 60.69, 74.84, 76.11, 60.39, 76.12]
mIOU: 75.01, mIOU_reduced: 75.85, accuracy: 95.57
epoch: 725
loss: 0.8249642291480319
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loss: 0.8195067030400279
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loss: 0.8429556427940205
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loss: 0.8186984762669894
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loss: 0.8228205080944894
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loss: 0.8248166160763435
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loss: 0.8151596543602545
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loss: 0.8168574357932469
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loss: 0.8186020656737356
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loss: 0.8217135913609815
IOU: [97.27, 79.78, 90.41, 34.99, 52.12, 60.32, 68.51, 77.31, 90.56, 55.68, 94.61, 77.03, 58.86, 93.59, 74.86, 80.86, 71.58, 50.91, 73.98]
mIOU: 72.8, mIOU_reduced: 72.25, accuracy: 94.86
epoch: 750
loss: 0.8191080326339948
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loss: 0.8214853799568033
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loss: 0.8077752911498283
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loss: 0.806956301320274
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loss: 0.8161185902726618
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loss: 0.8167576105446829
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loss: 0.816387792963866
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loss: 0.8092279914575767
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loss: 0.8084322083992457
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loss: 0.806732930745076
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loss: 0.8116091578154551
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loss: 0.835098535384772
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loss: 0.8259875215288763
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loss: 0.8218095143528962
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loss: 0.8397380661450307
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loss: 0.8188527327663494
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loss: 0.8129019685832638
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loss: 0.809906913103119
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loss: 0.8462119150675853
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loss: 0.8486766315534751
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loss: 0.8389785389373244
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loss: 0.8229948846156385
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loss: 0.8205788137135158
epoch: 774
loss: 0.8095826247953019
IOU: [98.06, 84.67, 92.12, 48.39, 59.76, 64.43, 72.53, 78.08, 92.25, 62.36, 94.76, 81.05, 60.29, 95.08, 82.56, 87.97, 80.52, 56.78, 75.5]
mIOU: 77.22, mIOU_reduced: 76.01, accuracy: 95.93
epoch: 775
loss: 0.809692166243602
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loss: 0.8119145712119871
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loss: 0.8138102908340105
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loss: 0.8127502599816439
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loss: 0.8064144746955193
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loss: 0.8178613712845465
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loss: 0.8101641232112669
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loss: 0.8093289633324204
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loss: 0.8054315388363327
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loss: 0.8037477093886815
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loss: 0.8096069279064065
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loss: 0.802959881060207
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loss: 0.7990219912760341
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loss: 0.8192344047631215
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loss: 0.8092817676999177
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loss: 0.7966267209490033
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loss: 0.8065129414080289
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loss: 0.8134068970410329
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loss: 0.8139914765833524
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loss: 0.8073097687525891
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loss: 0.8065820771728885
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loss: 0.8273253164522731
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loss: 0.8218978810503155
epoch: 798
loss: 0.8223004701002589
epoch: 799
loss: 0.8170356284575964
IOU: [97.3, 80.68, 91.08, 36.64, 55.12, 62.18, 69.44, 76.29, 91.14, 57.31, 93.52, 78.55, 60.15, 93.73, 63.15, 80.8, 78.91, 44.5, 74.7]
mIOU: 72.91, mIOU_reduced: 72.65, accuracy: 95.1
epoch: 800
loss: 0.8375990628553529
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loss: 0.8217605763689848
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loss: 0.8454094167668221
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loss: 0.8402090567462849
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loss: 0.8249372713006732
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loss: 0.8223484561771074
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loss: 0.8131488563236843
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loss: 0.8061062173059366
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loss: 0.8209173868929922
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loss: 0.8142446154211409
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loss: 0.7998084347203093
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loss: 0.802625136234047
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loss: 0.7922170645785782
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loss: 0.7973962930656187
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loss: 0.7959092914897477
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loss: 0.815088603213791
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loss: 0.8043441187660649
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loss: 0.8024578709808
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loss: 0.800228574847918
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loss: 0.8019192360160807
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loss: 0.7954337058684254
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loss: 0.8032345844086289
epoch: 822
loss: 0.7928740793482634
epoch: 823
loss: 0.7968341754774521
epoch: 824
loss: 0.8017003569962844
IOU: [97.79, 82.92, 92.09, 51.42, 57.35, 63.88, 71.13, 76.62, 92.21, 60.01, 94.78, 81.1, 61.34, 94.67, 73.58, 79.88, 50.05, 61.89, 75.65]
mIOU: 74.65, mIOU_reduced: 75.93, accuracy: 95.73
epoch: 825
loss: 0.7946313805978574
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loss: 0.7923983971706298
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loss: 0.7844992541881263
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loss: 0.7898327549191498
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loss: 0.7878606097717491
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loss: 0.7820895580911251
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loss: 0.8024618177401087
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loss: 0.7929087504543706
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loss: 0.7854849225427263
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loss: 0.7938593235619948
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loss: 0.8044134890936777
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loss: 0.8029062002495614
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loss: 0.7936727054356886
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loss: 0.7967105292567024
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loss: 0.7870322086740376
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loss: 0.7996464463257082
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loss: 0.7840370283615236
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loss: 0.7787783105739686
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loss: 0.7881376650134186
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loss: 0.7838140228045276
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loss: 0.7847088890255622
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loss: 0.778353215388532
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loss: 0.7735762886923921
epoch: 848
loss: 0.7735113914443477
epoch: 849
loss: 0.76750839110012
IOU: [97.95, 84.06, 92.23, 47.95, 59.93, 65.11, 72.92, 78.49, 92.51, 63.44, 94.74, 82.33, 65.12, 95.16, 83.08, 86.1, 66.82, 64.26, 77.04]
mIOU: 77.33, mIOU_reduced: 77.08, accuracy: 95.97
epoch: 850
loss: 0.7752614749088441
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loss: 0.7698334961567285
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loss: 0.7708777136237153
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loss: 0.7750005170984088
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loss: 0.767549587549225
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loss: 0.7645389697943736
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loss: 0.7665904193232965
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loss: 0.7716780340253825
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loss: 0.7730268169284831
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loss: 0.7659238740761647
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loss: 0.7659203733074055
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loss: 0.7555418059511004
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loss: 0.759934791175503
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loss: 0.8005491487099475
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loss: 0.790479977336534
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loss: 0.7952763603703995
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loss: 0.7793985704848708
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loss: 0.7708846978100162
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loss: 0.7676535520270829
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loss: 0.7772602001933074
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loss: 0.7669753454766184
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loss: 0.7768478149352369
epoch: 872
loss: 0.7734841877880765
epoch: 873
loss: 0.7654953422250773
epoch: 874
loss: 0.7585642316913348
IOU: [97.94, 83.86, 92.11, 48.77, 57.32, 65.73, 72.67, 79.1, 92.51, 62.88, 94.58, 81.29, 62.29, 95.22, 71.19, 84.39, 80.44, 58.49, 76.9]
mIOU: 76.72, mIOU_reduced: 76.35, accuracy: 95.9
epoch: 875
loss: 0.7563944320794386
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loss: 0.7626259400838148
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loss: 0.7507260027278787
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loss: 0.7511770445702853
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loss: 0.7499973136138401
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loss: 0.7527359357741322
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loss: 0.7513241379087505
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loss: 0.7486455445341023
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loss: 0.7563896799344579
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loss: 0.7394321507842072
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loss: 0.7628424852042185
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loss: 0.7509632843202658
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loss: 0.7560859820592114
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loss: 0.7553871461965967
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loss: 0.7584931140318714
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loss: 0.7581202243216275
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loss: 0.7382255297786785
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loss: 0.7390036802246885
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loss: 0.7308287133746392
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loss: 0.7421012833272672
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loss: 0.7402508223474508
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loss: 0.7324915009367499
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loss: 0.7298875626206719
epoch: 898
loss: 0.7408691922609375
epoch: 899
loss: 0.7333227434569614
IOU: [98.17, 85.19, 92.53, 55.95, 59.84, 64.97, 71.66, 79.51, 92.54, 63.57, 94.84, 82.26, 64.15, 95.26, 80.45, 84.58, 73.58, 62.99, 77.21]
mIOU: 77.85, mIOU_reduced: 77.54, accuracy: 96.12
epoch: 900
loss: 0.727912192556736
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loss: 0.7308599322311319
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loss: 0.7307134959896942
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loss: 0.7280495991764685
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loss: 0.730259155327419
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loss: 0.7264628342862399
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loss: 0.7308856995921893
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loss: 0.728214613028935
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loss: 0.7374670385029116
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loss: 0.7283203801054838
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loss: 0.7285128764386447
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loss: 0.7202684302535661
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loss: 0.7296673790463861
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loss: 0.7283411556177062
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loss: 0.711349920603143
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loss: 0.7190248542076173
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loss: 0.7175604825553226
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loss: 0.7348259557289576
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loss: 0.7200003783657866
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loss: 0.716778176171439
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loss: 0.7105638863584102
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loss: 0.7079008505993455
epoch: 922
loss: 0.7141335728676171
epoch: 923
loss: 0.7188518188713053
epoch: 924
loss: 0.7148280016816851
IOU: [98.07, 84.63, 92.07, 46.12, 58.88, 65.46, 72.3, 80.14, 92.6, 62.71, 94.97, 82.48, 64.92, 95.21, 73.07, 83.99, 80.55, 63.37, 77.48]
mIOU: 77.32, mIOU_reduced: 76.96, accuracy: 95.99
epoch: 925
loss: 0.7311994234185335
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loss: 0.715136735667437
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loss: 0.7068263361396173
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loss: 0.709183253126967
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loss: 0.7021178452955744
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loss: 0.7004848092874748
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loss: 0.7089818513618326
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loss: 0.7043621056484726
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loss: 0.7019883444045754
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loss: 0.7023267816661825
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loss: 0.6924553282177351
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loss: 0.708699595414082
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loss: 0.6965320438066261
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loss: 0.6982489496549827
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loss: 0.7021054557230916
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loss: 0.6982024373069927
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loss: 0.6899972586940241
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loss: 0.7120668795712874
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loss: 0.7052031030873404
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loss: 0.6969506126047788
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loss: 0.7007737056103678
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loss: 0.6925553051287916
epoch: 947
loss: 0.6966737816436592
epoch: 948
loss: 0.6966192483741318
epoch: 949
loss: 0.6908511762027791
IOU: [98.21, 85.13, 92.48, 53.23, 60.2, 65.83, 73.29, 79.98, 92.59, 61.46, 94.88, 82.41, 63.63, 95.31, 81.47, 84.93, 77.94, 63.58, 77.83]
mIOU: 78.13, mIOU_reduced: 77.5, accuracy: 96.14
epoch: 950
loss: 0.6825112653871109
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loss: 0.68846815454992
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loss: 0.6895108902550772
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loss: 0.6807952970667991
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loss: 0.6817494258083745
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loss: 0.6789699641842084
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loss: 0.6762946193430301
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loss: 0.675876124930189
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loss: 0.673939772050657
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loss: 0.6752567872043569
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loss: 0.6689893118936739
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loss: 0.6817642894555938
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loss: 0.6696243266853682
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loss: 0.6678221381578162
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loss: 0.680653094522394
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loss: 0.6693176927592234
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loss: 0.6764361471982016
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loss: 0.6689759315345487
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loss: 0.6698317265896142
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loss: 0.670714348634941
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loss: 0.6695312844775115
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loss: 0.6705924289406471
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loss: 0.6688581847276971
epoch: 973
loss: 0.6613185972858954
epoch: 974
loss: 0.6553009894658934
IOU: [98.17, 84.97, 92.61, 55.04, 60.12, 66.26, 73.6, 80.7, 92.64, 62.09, 95.09, 82.75, 64.05, 95.44, 80.11, 86.24, 76.24, 64.44, 77.76]
mIOU: 78.33, mIOU_reduced: 77.86, accuracy: 96.17
epoch: 975
loss: 0.6662196733077581
epoch: 976
loss: 0.6609081277307475
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loss: 0.6615245883676883
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loss: 0.6645727859674438
epoch: 979
loss: 0.6634820808136881
epoch: 980
loss: 0.6538148474179188
IOU: [98.08, 84.64, 92.69, 57.72, 60.47, 66.62, 73.61, 80.73, 92.68, 63.02, 95.13, 83.0, 65.31, 95.31, 77.57, 85.65, 76.46, 65.4, 78.03]
mIOU: 78.53, mIOU_reduced: 78.28, accuracy: 96.17
epoch: 981
loss: 0.6642931881297952
IOU: [98.1, 84.67, 92.62, 56.07, 59.81, 66.57, 73.47, 80.56, 92.68, 62.82, 95.1, 82.93, 65.1, 95.2, 76.92, 84.64, 76.15, 64.72, 77.88]
mIOU: 78.21, mIOU_reduced: 78.02, accuracy: 96.14
epoch: 982
loss: 0.6516755172666514
IOU: [98.16, 85.12, 92.58, 53.73, 61.2, 66.64, 73.38, 80.55, 92.66, 63.39, 95.07, 82.73, 63.98, 95.31, 78.25, 85.2, 77.92, 64.95, 77.87]
mIOU: 78.35, mIOU_reduced: 77.96, accuracy: 96.17
epoch: 983
loss: 0.6560934932244756
IOU: [98.04, 84.33, 92.63, 54.87, 60.71, 66.6, 73.34, 80.63, 92.66, 62.64, 95.17, 82.83, 64.4, 95.36, 78.92, 85.2, 76.84, 65.23, 77.75]
mIOU: 78.32, mIOU_reduced: 77.95, accuracy: 96.12
epoch: 984
loss: 0.6559164956252208
IOU: [98.02, 84.38, 92.7, 56.84, 61.52, 66.67, 73.45, 80.65, 92.66, 63.39, 95.12, 82.97, 64.85, 95.29, 77.24, 84.93, 79.76, 65.27, 77.84]
mIOU: 78.61, mIOU_reduced: 78.23, accuracy: 96.14
epoch: 985
loss: 0.6580935543920152
IOU: [98.13, 84.9, 92.66, 54.14, 61.06, 66.78, 73.62, 80.66, 92.66, 63.46, 95.14, 82.87, 64.92, 95.31, 77.24, 85.05, 79.57, 65.1, 78.03]
mIOU: 78.49, mIOU_reduced: 78.09, accuracy: 96.17
epoch: 986
loss: 0.6519953034155452
IOU: [98.06, 84.52, 92.71, 56.88, 60.22, 66.42, 73.47, 80.67, 92.69, 63.57, 95.17, 82.94, 64.95, 95.47, 80.22, 85.77, 78.09, 64.94, 77.98]
mIOU: 78.67, mIOU_reduced: 78.17, accuracy: 96.17
epoch: 987
loss: 0.6598158734185355
IOU: [98.06, 84.52, 92.63, 54.39, 60.61, 66.69, 73.55, 80.7, 92.66, 63.22, 95.14, 83.05, 65.7, 95.32, 78.5, 84.57, 75.52, 65.1, 78.03]
mIOU: 78.31, mIOU_reduced: 78.09, accuracy: 96.14
epoch: 988
loss: 0.6537040299321764
IOU: [98.08, 84.68, 92.74, 56.84, 61.52, 66.58, 73.43, 80.64, 92.65, 63.32, 95.11, 83.04, 65.45, 95.41, 79.25, 85.5, 75.42, 65.35, 77.98]
mIOU: 78.58, mIOU_reduced: 78.3, accuracy: 96.18
epoch: 989
loss: 0.6517044179683747
IOU: [98.1, 84.77, 92.67, 55.69, 60.3, 66.8, 73.44, 80.84, 92.66, 63.34, 95.19, 82.97, 64.91, 95.35, 79.3, 85.21, 77.98, 65.24, 78.0]
mIOU: 78.57, mIOU_reduced: 78.14, accuracy: 96.17
epoch: 990
loss: 0.6531390327648975
IOU: [98.12, 84.88, 92.73, 56.67, 61.12, 66.6, 73.57, 80.7, 92.61, 63.22, 95.19, 82.94, 64.89, 95.44, 79.78, 85.54, 75.36, 64.86, 77.96]
mIOU: 78.54, mIOU_reduced: 78.22, accuracy: 96.19
epoch: 991
loss: 0.6508998330230662
IOU: [98.16, 85.11, 92.76, 58.54, 61.3, 66.57, 73.46, 80.6, 92.65, 63.25, 95.15, 82.97, 65.18, 95.4, 78.56, 85.73, 76.01, 64.71, 77.84]
mIOU: 78.63, mIOU_reduced: 78.35, accuracy: 96.21
epoch: 992
loss: 0.6448858496795767
IOU: [98.1, 84.7, 92.71, 56.92, 60.39, 66.73, 73.46, 80.87, 92.7, 62.88, 95.24, 82.89, 65.09, 95.43, 79.08, 85.62, 76.91, 64.75, 78.06]
mIOU: 78.55, mIOU_reduced: 78.18, accuracy: 96.18
epoch: 993
loss: 0.6467024030068492
IOU: [98.12, 84.8, 92.69, 55.29, 61.01, 66.74, 73.36, 80.71, 92.64, 63.08, 95.23, 83.05, 65.21, 95.38, 78.49, 85.48, 77.15, 65.05, 78.06]
mIOU: 78.5, mIOU_reduced: 78.15, accuracy: 96.18
epoch: 994
loss: 0.6514980840393797
IOU: [98.12, 84.74, 92.61, 54.33, 60.76, 66.69, 73.38, 80.59, 92.65, 62.48, 95.18, 82.95, 65.01, 95.43, 79.51, 85.88, 76.99, 64.79, 77.95]
mIOU: 78.42, mIOU_reduced: 77.98, accuracy: 96.16
epoch: 995
loss: 0.6486641990367293
IOU: [98.12, 84.84, 92.65, 55.33, 60.94, 66.61, 73.39, 80.62, 92.67, 63.5, 95.2, 82.97, 65.03, 95.45, 79.92, 85.64, 76.58, 64.9, 78.02]
mIOU: 78.55, mIOU_reduced: 78.14, accuracy: 96.18
epoch: 996
loss: 0.6477916747572608
IOU: [98.11, 84.78, 92.69, 56.23, 60.99, 66.59, 73.39, 80.64, 92.69, 63.5, 95.17, 82.93, 64.77, 95.4, 79.92, 85.92, 77.42, 64.78, 78.06]
mIOU: 78.63, mIOU_reduced: 78.17, accuracy: 96.18
epoch: 997
loss: 0.6438464071712082
IOU: [98.12, 84.84, 92.69, 55.84, 61.15, 66.65, 73.43, 80.76, 92.69, 63.17, 95.17, 82.87, 64.71, 95.43, 79.7, 86.17, 77.03, 64.8, 78.02]
mIOU: 78.59, mIOU_reduced: 78.15, accuracy: 96.19
epoch: 998
loss: 0.6520840110322536
IOU: [98.13, 84.88, 92.71, 55.97, 61.26, 66.72, 73.5, 80.7, 92.71, 63.46, 95.16, 83.01, 64.99, 95.36, 79.08, 85.79, 76.6, 65.0, 77.97]
mIOU: 78.58, mIOU_reduced: 78.22, accuracy: 96.2
epoch: 999
loss: 0.6525021307873276
IOU: [98.13, 84.79, 92.64, 54.71, 60.96, 66.77, 73.4, 80.62, 92.71, 62.64, 95.17, 82.91, 65.02, 95.4, 79.58, 86.03, 77.17, 64.86, 78.0]
mIOU: 78.5, mIOU_reduced: 78.05, accuracy: 96.18
Best mIOU: 78.67084382709704
Best global accuracy: 96.21165990829468
Training time 2 days, 14:48:57
mIOUs: [78.67084382709704]
global_accuracies: [96.21165990829468]
