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run: 1
epoch: 0
loss: 1.4444510372278327
IOU: [83.56, 5.05, 48.06, 0.0, 0.0, 0.0, 0.0, 0.0, 21.22, 11.93, 67.79, 0.02, 0.0, 27.18, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 13.94, mIOU_reduced: 16.55, accuracy: 64.96
epoch: 1
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loss: 1.1285572727704378
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loss: 1.1133486638146062
epoch: 18
loss: 1.1091742788866368
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loss: 1.0983138271191153
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loss: 1.0918782945327494
epoch: 22
loss: 1.0910724288856928
epoch: 23
loss: 1.095648066102085
epoch: 24
loss: 1.0855492070523276
IOU: [96.3, 72.38, 86.84, 40.88, 39.7, 37.98, 38.44, 52.82, 89.09, 51.02, 90.85, 61.99, 24.52, 87.96, 36.42, 44.8, 32.24, 13.03, 54.66]
mIOU: 55.36, mIOU_reduced: 58.65, accuracy: 92.63
epoch: 25
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loss: 1.0588595271110535
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loss: 1.0644148154192805
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loss: 1.0507513860128992
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loss: 1.0391197841837658
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loss: 1.0531775840141806
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loss: 1.0354752481533085
epoch: 48
loss: 1.0368804842370996
epoch: 49
loss: 1.0338921434318964
IOU: [96.89, 76.53, 88.46, 53.03, 51.98, 49.33, 41.93, 61.15, 89.22, 56.21, 92.72, 68.87, 45.2, 90.56, 48.94, 61.92, 52.05, 35.25, 62.91]
mIOU: 64.38, mIOU_reduced: 66.26, accuracy: 93.78
epoch: 50
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loss: 0.9961996939599789
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loss: 0.9929444094956745
epoch: 74
loss: 1.0143692213269422
IOU: [97.19, 78.75, 89.29, 52.24, 56.19, 47.58, 47.83, 60.13, 90.65, 62.45, 93.64, 70.49, 40.66, 90.23, 51.87, 58.55, 45.34, 38.69, 65.62]
mIOU: 65.13, mIOU_reduced: 67.6, accuracy: 94.29
epoch: 75
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loss: 1.0010025763566592
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loss: 0.9945292058078924
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loss: 0.9895378797559694
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loss: 0.9829161406112706
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loss: 0.987346020437056
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loss: 0.9870518807167282
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loss: 0.9912486974544789
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loss: 0.9964219771222584
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loss: 0.9885219173497318
epoch: 97
loss: 0.9834956342723512
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loss: 0.993690090932055
epoch: 99
loss: 0.9778195285852054
IOU: [97.32, 79.16, 89.94, 56.35, 56.36, 54.33, 49.14, 65.78, 90.43, 59.65, 92.64, 73.82, 50.11, 92.58, 77.64, 85.81, 69.98, 48.72, 67.24]
mIOU: 71.42, mIOU_reduced: 70.22, accuracy: 94.71
epoch: 100
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loss: 0.989725400775259
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loss: 0.9779852524331089
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loss: 0.9937861814476927
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loss: 0.9746568198852276
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loss: 0.9901680916135761
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loss: 0.9822368884141544
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loss: 0.989092199209099
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loss: 0.9839061916149157
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loss: 0.9874150194056023
epoch: 122
loss: 0.9721210328389972
epoch: 123
loss: 0.9657241974008798
epoch: 124
loss: 0.9669314765710435
IOU: [97.92, 83.42, 90.74, 57.22, 60.01, 52.96, 55.08, 66.96, 91.33, 65.88, 93.95, 75.54, 54.52, 92.77, 77.86, 79.77, 79.79, 49.1, 68.64]
mIOU: 73.34, mIOU_reduced: 72.25, accuracy: 95.28
epoch: 125
loss: 0.9893403179634551
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loss: 0.99105613956803
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loss: 0.975016884814759
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loss: 0.9703934538748956
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loss: 0.9896356304120358
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loss: 0.9817145024576495
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loss: 0.9929753099718401
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loss: 0.975609194023818
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loss: 0.9670868543435901
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loss: 0.970195766280873
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loss: 0.9844848321330163
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loss: 0.9797509469194896
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loss: 0.9640171128209285
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loss: 0.9583938976037337
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loss: 0.9530933892122612
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loss: 0.9488833612560676
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loss: 0.959637066598312
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loss: 0.9924287743832109
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loss: 0.9894975079094759
epoch: 149
loss: 0.9769567189403393
IOU: [97.94, 83.82, 91.27, 65.49, 62.13, 57.26, 55.99, 69.41, 91.61, 66.32, 94.22, 75.57, 56.79, 92.59, 64.38, 87.67, 77.31, 58.45, 70.15]
mIOU: 74.65, mIOU_reduced: 74.31, accuracy: 95.47
epoch: 150
loss: 0.9547386685824064
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loss: 0.9497708006663257
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loss: 0.96464174505203
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loss: 0.9638500607782795
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loss: 0.9646549767338186
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loss: 0.9500850606623883
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loss: 0.9717884405692052
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loss: 0.996828335084124
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loss: 0.9621005817767112
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loss: 0.9685936810508851
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loss: 0.9605492396014077
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loss: 0.9678474825373443
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loss: 0.95568745930074
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loss: 0.9533935362292875
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loss: 0.973793798740009
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loss: 0.9621102185018601
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loss: 0.9782897320485884
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loss: 0.9549442866156178
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loss: 0.9764392125991083
epoch: 173
loss: 0.9637974403146226
epoch: 174
loss: 0.9612433822473623
IOU: [97.89, 83.04, 90.62, 53.34, 63.14, 52.96, 56.31, 66.08, 91.36, 62.31, 93.64, 73.57, 43.86, 92.91, 76.05, 86.62, 78.27, 54.65, 68.87]
mIOU: 72.92, mIOU_reduced: 71.53, accuracy: 95.24
epoch: 175
loss: 0.9536755488764855
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loss: 0.9576358374912068
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loss: 0.957418962969758
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loss: 0.9598024561657884
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loss: 0.9747170234605465
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loss: 0.9564164861830698
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loss: 0.9528943993803543
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loss: 0.95647628914376
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loss: 0.943998562987499
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loss: 0.9698893203988054
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loss: 0.9574009487705846
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loss: 0.9570335413453765
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loss: 0.9516272704172793
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loss: 0.9481220131370879
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loss: 0.9675554992965839
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loss: 0.9606120509486045
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loss: 0.9712056112454234
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loss: 0.971173086199343
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loss: 0.97400226213965
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loss: 0.9845938466935663
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loss: 0.9685438607694916
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loss: 0.9661322580779204
epoch: 199
loss: 0.9460652346984582
IOU: [97.37, 80.66, 90.56, 65.01, 63.54, 54.29, 55.54, 71.55, 89.85, 53.39, 94.61, 73.2, 54.77, 92.69, 82.89, 88.19, 79.22, 46.89, 68.75]
mIOU: 73.84, mIOU_reduced: 72.04, accuracy: 94.96
epoch: 200
loss: 0.9488251805305481
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loss: 0.9691462130865194
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loss: 0.9518834047603167
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loss: 0.9488578702447601
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loss: 0.9499055619613366
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loss: 0.9484599133790363
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loss: 0.9479583463361186
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loss: 0.951975448202977
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loss: 0.9444725825215265
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loss: 0.9499535504299375
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loss: 0.9465387716271361
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loss: 0.9388036175806951
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loss: 0.9426965515734413
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loss: 0.9503507460317304
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loss: 0.9472809825350063
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loss: 0.9505368359901938
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loss: 0.9484824203126442
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loss: 0.9611535675240003
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loss: 0.958346219518767
epoch: 223
loss: 0.9729301112313424
epoch: 224
loss: 0.968408905965392
IOU: [97.15, 80.21, 90.12, 52.57, 52.55, 52.73, 53.67, 66.01, 90.56, 60.01, 93.81, 73.95, 55.38, 89.55, 77.72, 84.39, 80.6, 47.18, 67.55]
mIOU: 71.88, mIOU_reduced: 70.19, accuracy: 94.65
epoch: 225
loss: 0.9456373748416724
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loss: 0.9389089218207768
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loss: 0.9546181755955867
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loss: 0.9574464401616479
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loss: 0.9483057492614342
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loss: 0.9446818270990925
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loss: 0.9382249401187017
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loss: 0.9347365346097727
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loss: 0.9546856281394782
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loss: 0.9517723103547426
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loss: 0.9441384436897419
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loss: 0.938672242763405
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loss: 0.9445485294139879
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loss: 0.9433896488033682
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loss: 0.9465720693361924
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loss: 0.944966465921446
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loss: 0.9366145307017911
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loss: 0.9409708500183123
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loss: 0.9499434190137046
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loss: 0.9396911036858361
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loss: 0.9761440012312155
epoch: 247
loss: 0.9496060944921959
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loss: 0.9582914700431209
epoch: 249
loss: 0.9534970727933717
IOU: [97.22, 80.67, 89.82, 62.03, 64.01, 46.0, 53.23, 71.84, 90.81, 69.61, 93.05, 73.31, 48.07, 91.43, 79.68, 84.69, 80.29, 45.53, 67.35]
mIOU: 73.09, mIOU_reduced: 71.5, accuracy: 94.82
epoch: 250
loss: 0.9451222805658244
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loss: 0.9408744820801344
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loss: 0.9454583316904059
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loss: 0.9605098024766017
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loss: 0.9369858626945777
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loss: 0.957723363890626
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loss: 0.9602099321954262
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loss: 0.9373714689010849
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loss: 0.9393142237915971
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loss: 0.9466112187381164
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loss: 0.9277723196739426
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loss: 0.9637181227382976
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loss: 0.9515147978259672
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loss: 0.9436807386611464
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loss: 0.9255966031880972
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loss: 0.9258675071226287
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loss: 0.9360530316005654
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loss: 0.9412687463419778
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loss: 0.9547454032205767
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loss: 0.9675400658137238
epoch: 274
loss: 0.9564705252098048
IOU: [98.04, 84.23, 91.64, 68.54, 64.93, 59.1, 61.25, 72.79, 92.05, 67.83, 94.13, 77.49, 56.01, 93.75, 83.07, 88.96, 83.25, 60.72, 72.6]
mIOU: 77.39, mIOU_reduced: 75.94, accuracy: 95.76
epoch: 275
loss: 0.9333926981769949
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loss: 0.9305255344386474
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loss: 0.9475897351442943
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loss: 0.9567134519051846
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loss: 0.9480618533725562
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loss: 0.9296064842406506
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loss: 0.9300162266201687
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loss: 0.9449913269638466
IOU: [98.09, 85.05, 91.33, 63.67, 67.67, 56.08, 58.79, 68.55, 90.86, 63.56, 94.04, 75.94, 53.72, 92.07, 64.1, 86.66, 72.28, 57.45, 67.02]
mIOU: 74.05, mIOU_reduced: 73.99, accuracy: 95.45
epoch: 300
loss: 0.93479329182805
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loss: 0.9456970937515733
epoch: 324
loss: 0.9260314124795149
IOU: [97.9, 83.28, 90.36, 64.52, 66.75, 55.76, 57.99, 71.53, 90.05, 62.69, 94.26, 75.29, 54.67, 92.84, 86.02, 89.22, 78.79, 48.88, 69.09]
mIOU: 75.26, mIOU_reduced: 73.49, accuracy: 95.22
epoch: 325
loss: 0.9299311390670214
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loss: 0.941606142141852
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loss: 0.9361838268519547
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loss: 0.9404405389787964
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loss: 0.9459344261252935
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loss: 0.9458436371269314
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loss: 0.9470635472629477
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loss: 0.9289680790791314
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loss: 0.9214804362042159
epoch: 349
loss: 0.9387017765902155
IOU: [98.24, 85.67, 91.61, 68.17, 68.32, 57.08, 60.79, 72.97, 91.84, 69.58, 94.77, 76.96, 58.2, 93.16, 78.38, 85.15, 75.4, 40.0, 69.37]
mIOU: 75.56, mIOU_reduced: 74.8, accuracy: 95.83
epoch: 350
loss: 0.9405148240827745
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loss: 0.9447475221299906
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loss: 0.9335572164728895
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loss: 0.9206514293971699
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loss: 0.9156945129418703
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loss: 0.911082453991411
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loss: 0.9222022006588597
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loss: 0.9106849242465287
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loss: 0.9157093042327512
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loss: 0.922476607396306
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loss: 0.9373050311468714
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loss: 0.9476825344947076
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loss: 0.9433687856669799
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loss: 0.9336357773174339
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loss: 0.929958510508735
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loss: 0.9457614457552335
epoch: 374
loss: 0.9327055500125006
IOU: [98.22, 86.16, 92.17, 69.51, 64.82, 58.86, 63.1, 74.42, 92.13, 70.68, 94.63, 77.77, 60.39, 93.66, 82.68, 84.32, 79.22, 59.11, 72.99]
mIOU: 77.62, mIOU_reduced: 76.79, accuracy: 95.97
epoch: 375
loss: 0.9299318107866472
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loss: 0.9490379299710973
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loss: 0.9403543071263397
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loss: 0.940602791748838
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loss: 0.9215918234141741
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loss: 0.9225440040436758
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loss: 0.9316055230830672
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loss: 0.9187034082852201
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loss: 0.9109154876476059
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loss: 0.9334013482667334
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loss: 0.9117552274108482
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loss: 0.9175933088575091
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loss: 0.9194351607753385
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loss: 0.9292614160594852
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loss: 0.913370679051096
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loss: 0.9084898340537252
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loss: 0.9092533816390324
epoch: 399
loss: 0.905185587807185
IOU: [98.37, 87.07, 92.42, 75.42, 72.61, 59.1, 63.98, 76.04, 92.6, 73.11, 94.75, 78.36, 60.81, 94.25, 85.5, 90.16, 87.52, 48.02, 68.31]
mIOU: 78.86, mIOU_reduced: 77.2, accuracy: 96.24
epoch: 400
loss: 0.9131490843636649
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loss: 0.9214528843005132
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loss: 0.9132407045309445
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loss: 0.9127756776073561
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loss: 0.9141136056267172
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loss: 0.928701069909856
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loss: 0.9131725985333666
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loss: 0.9170406648914935
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loss: 0.9041722455332356
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loss: 0.9136047831603459
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loss: 0.9179523410060988
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loss: 0.9146226268210169
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loss: 0.9259733361307927
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loss: 0.9027941520862316
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loss: 0.9145089350812446
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loss: 0.9212608485727266
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loss: 0.9282670694012796
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loss: 0.9275262737603781
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loss: 0.9269923136530933
epoch: 424
loss: 0.9234366592723653
IOU: [98.37, 86.81, 92.03, 69.39, 59.96, 59.65, 65.28, 72.76, 92.28, 68.35, 94.93, 77.92, 60.0, 91.28, 84.51, 43.67, 81.59, 56.88, 72.67]
mIOU: 75.17, mIOU_reduced: 76.16, accuracy: 95.81
epoch: 425
loss: 0.9102317646901179
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loss: 0.90489003858808
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loss: 0.916725155257959
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loss: 0.9099477521285483
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loss: 0.9081383710083324
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loss: 0.9073122292070345
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loss: 0.9110933719417467
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loss: 0.9198303123772968
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loss: 0.9099312430153245
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loss: 0.9197827094161566
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loss: 0.9075755029230074
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loss: 0.942545975957598
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loss: 0.9130601937869727
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loss: 0.9049231616033387
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loss: 0.9050767019322391
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loss: 0.9125541559836832
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loss: 0.923048233518952
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loss: 0.8993092415519574
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loss: 0.913398300035758
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loss: 0.9355448299014624
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loss: 0.9293558495934657
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loss: 0.9256599178786651
epoch: 449
loss: 0.9102316979439028
IOU: [97.54, 82.33, 92.11, 67.71, 66.29, 59.73, 62.98, 75.27, 91.81, 67.18, 94.81, 75.32, 53.71, 92.39, 80.84, 90.43, 86.94, 34.2, 69.7]
mIOU: 75.86, mIOU_reduced: 73.94, accuracy: 95.55
epoch: 450
loss: 0.9162916340586227
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loss: 0.9033486341825828
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loss: 0.9022188630246897
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loss: 0.9299573548103807
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loss: 0.9285776142700477
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loss: 0.9296639076850381
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loss: 0.9127217109576897
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loss: 0.9138969688371579
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loss: 0.9138827794982541
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loss: 0.9174258846291748
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loss: 0.9332748190049203
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loss: 0.9013020886528876
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loss: 0.9085199219015886
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loss: 0.9064394342734517
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loss: 0.9106428064234245
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loss: 0.9083211317589756
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loss: 0.8976729251272667
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loss: 0.8994578270044195
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loss: 0.9344287638290687
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loss: 0.9224823232619993
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loss: 0.9064898782062091
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loss: 0.8976951463980609
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loss: 0.9042060295557646
epoch: 474
loss: 0.9037380026232812
IOU: [98.33, 87.08, 92.47, 72.24, 71.75, 60.39, 60.46, 67.21, 92.48, 73.47, 94.97, 77.88, 60.72, 93.92, 84.28, 90.12, 88.28, 31.45, 64.86]
mIOU: 76.97, mIOU_reduced: 74.98, accuracy: 96.11
epoch: 475
loss: 0.9162338568318275
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loss: 0.9028680305327138
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loss: 0.9229673239217925
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loss: 0.928861894777843
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loss: 0.9080772610029317
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loss: 0.907339937950609
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loss: 0.9042457104553275
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loss: 0.9038014704455978
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loss: 0.9044560779074919
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loss: 0.9064527890099908
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loss: 0.9097861000744428
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loss: 0.8941240051100331
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loss: 0.907303319136668
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loss: 0.8984701638946885
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loss: 0.8975572375932597
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loss: 0.8920961611556567
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loss: 0.9057799800200397
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loss: 0.8952855646335585
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loss: 0.8920757359898035
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loss: 0.9060800035703017
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loss: 0.9027298267261223
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loss: 0.9050729001447353
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loss: 0.8945727058544687
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loss: 0.9446086586895077
epoch: 499
loss: 0.9208694326987464
IOU: [97.79, 83.97, 91.44, 65.58, 66.97, 57.71, 60.69, 73.75, 91.31, 70.99, 94.54, 76.15, 57.58, 92.5, 75.39, 84.17, 82.48, 49.74, 70.94]
mIOU: 75.98, mIOU_reduced: 75.1, accuracy: 95.56
epoch: 500
loss: 0.9119924267041518
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loss: 0.900069292377217
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loss: 0.8942605927243211
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loss: 0.8944289354684716
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loss: 0.9079861208315818
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loss: 0.8951710050556517
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loss: 0.9309946626836804
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loss: 0.9259567773012521
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loss: 0.9280985998942556
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loss: 0.9129965685754328
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loss: 0.9049626649250083
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loss: 0.9062160890772596
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loss: 0.8936732534988685
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loss: 0.89382035542743
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loss: 0.9073487554552369
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loss: 0.9031939933651604
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loss: 0.9072520927899445
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loss: 0.8997202234059435
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loss: 0.8889311822603375
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loss: 0.8937774694735005
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loss: 0.8928296939568585
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loss: 0.8910415142362568
epoch: 522
loss: 0.8963372141534832
epoch: 523
loss: 0.9022048214613567
epoch: 524
loss: 0.8992498663987981
IOU: [98.34, 86.98, 91.37, 57.0, 71.73, 61.1, 59.91, 76.36, 91.75, 70.07, 94.84, 79.29, 63.47, 94.06, 87.5, 90.57, 81.42, 59.69, 74.53]
mIOU: 78.42, mIOU_reduced: 76.91, accuracy: 95.99
epoch: 525
loss: 0.9019633944957487
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loss: 0.9014916812769279
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loss: 0.9230039998682963
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loss: 0.9016182624524639
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loss: 0.8973127530741801
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loss: 0.9022483371095174
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loss: 0.9235357583118474
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loss: 0.9489408577642133
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loss: 0.9102808106604809
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loss: 0.9119576627757692
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loss: 0.9024390140162085
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loss: 0.9073984609221533
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loss: 0.9066219509746621
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loss: 0.9000467361393063
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loss: 0.902572157882875
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loss: 0.9283724460184299
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loss: 0.8991987604974052
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loss: 0.8986914764900911
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loss: 0.8954377541069611
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loss: 0.8958224422096657
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loss: 0.8949894498570174
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loss: 0.8899086573706244
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loss: 0.9055873148726977
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loss: 0.8930368975560237
epoch: 549
loss: 0.9130436767081511
IOU: [98.42, 86.99, 92.64, 73.22, 67.39, 60.7, 64.0, 75.84, 92.48, 69.89, 94.92, 79.27, 62.26, 94.67, 88.23, 90.61, 79.58, 65.24, 73.59]
mIOU: 79.47, mIOU_reduced: 78.22, accuracy: 96.28
epoch: 550
loss: 0.9035654209451192
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loss: 0.8923724154997531
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loss: 0.8973531499161699
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loss: 0.8926569458251724
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loss: 0.9096851259607324
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loss: 0.8941883748302811
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loss: 0.9161233993993926
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loss: 0.9011189837334892
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loss: 0.8971859404842975
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loss: 0.8973062880302903
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loss: 0.8905702834854478
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loss: 0.9059839631829943
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loss: 0.8899768549725756
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loss: 0.8897533694170587
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loss: 0.8812431131365113
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loss: 0.8891239796640686
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loss: 0.8944212184523657
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loss: 0.8878338809386925
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loss: 0.8886846504453141
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loss: 0.8925028138446368
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loss: 0.8957587546467232
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loss: 0.9101421783596689
epoch: 572
loss: 0.8959896101654949
epoch: 573
loss: 0.8857374622525158
epoch: 574
loss: 0.8844237455299923
IOU: [98.58, 88.54, 93.31, 77.46, 77.0, 62.47, 66.5, 77.84, 93.02, 74.63, 95.22, 77.18, 55.11, 94.62, 86.08, 91.82, 87.77, 68.27, 75.6]
mIOU: 81.11, mIOU_reduced: 79.71, accuracy: 96.6
epoch: 575
loss: 0.8876262397810062
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loss: 0.8977205511611728
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loss: 0.9017883683404615
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loss: 0.9118412917110778
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loss: 0.9006566151221227
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loss: 0.8995670471597926
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loss: 0.9005024151593309
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loss: 0.8892143313785852
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loss: 0.8952960226392965
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loss: 0.8863427501669677
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loss: 0.8848232525284938
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loss: 0.8801864678134567
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loss: 0.8822989194623886
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loss: 0.8821073416191312
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loss: 0.8897935643723484
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loss: 0.8909781583443216
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loss: 0.9024743770124726
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loss: 0.8922735057118851
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loss: 0.8901941485119306
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loss: 0.8830120790114601
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loss: 0.8783885464415572
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loss: 0.8890984772537162
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loss: 0.8801329781382864
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loss: 0.8876146998273612
epoch: 599
loss: 0.8787847836995455
IOU: [98.56, 88.3, 93.36, 79.41, 77.24, 64.79, 67.04, 78.44, 92.96, 74.89, 95.25, 80.88, 63.8, 95.16, 91.78, 93.18, 88.83, 68.85, 76.39]
mIOU: 82.59, mIOU_reduced: 80.96, accuracy: 96.72
epoch: 600
loss: 0.8857484442023088
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loss: 0.8907428655756234
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loss: 0.8787355041174295
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loss: 0.9001154229388258
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loss: 0.8876849901840983
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loss: 0.9015356206124828
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loss: 0.8972990342548915
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loss: 0.8860056301415791
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loss: 0.8881779491626722
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loss: 0.8857103709801002
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loss: 0.8884733438766497
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loss: 0.8966988473443941
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loss: 0.905695316978314
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loss: 0.9186822917604227
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loss: 0.9061684548030801
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loss: 0.8943260398603254
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loss: 0.8849414684530776
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loss: 0.8814244616416193
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loss: 0.8823062298209986
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loss: 0.8799036224866243
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loss: 0.8852946452006766
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loss: 0.8837945262133251
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loss: 0.9012701799792628
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loss: 0.9164075249900466
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loss: 0.9056302081055355
IOU: [98.5, 88.21, 93.18, 78.25, 72.1, 63.51, 65.68, 71.78, 92.76, 73.08, 94.66, 79.82, 64.05, 94.18, 87.05, 89.84, 88.47, 49.71, 73.28]
mIOU: 79.9, mIOU_reduced: 78.3, accuracy: 96.46
epoch: 625
loss: 0.8989194737326714
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loss: 0.9167861140543415
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loss: 0.8948156755366083
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loss: 0.8974577519476139
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loss: 0.8868054305353472
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loss: 0.8854617532771853
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loss: 0.88172409062012
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loss: 0.8831931672612643
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loss: 0.8880625927503207
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loss: 0.8868546922635373
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loss: 0.8891421773466647
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loss: 0.885038321880701
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loss: 0.8851715828965886
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loss: 0.8740886203979018
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loss: 0.8761072896317952
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loss: 0.8935902805372318
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loss: 0.885176883452499
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loss: 0.8746734386490237
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loss: 0.8812624945343914
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loss: 0.8753642980953515
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loss: 0.8854019765480323
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loss: 0.890610143198945
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loss: 0.8866349874828269
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loss: 0.8836267561681809
epoch: 649
loss: 0.874559186982669
IOU: [98.61, 89.04, 93.49, 80.98, 78.73, 63.46, 67.38, 78.49, 93.17, 77.57, 95.29, 81.45, 66.13, 94.99, 91.79, 92.96, 89.59, 71.5, 75.95]
mIOU: 83.19, mIOU_reduced: 81.64, accuracy: 96.8
epoch: 650
loss: 0.8837508127986011
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loss: 0.8960090882492505
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loss: 0.8792564272880554
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loss: 0.8867461306433524
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loss: 0.8733241374042177
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loss: 0.9105792607305236
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loss: 0.8943357617349669
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loss: 0.8861147805293035
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loss: 0.8983962446588525
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loss: 0.8904395736582268
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loss: 0.8753964767752704
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loss: 0.8714255435126168
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loss: 0.8693441881836834
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loss: 0.8785909900467517
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loss: 0.8736820696136369
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loss: 0.8857198055438732
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loss: 0.8941328081941824
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loss: 0.8899786109748524
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loss: 0.8733858846574335
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loss: 0.8693554919161555
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loss: 0.8781275168267263
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loss: 0.875335129175318
epoch: 672
loss: 0.8690732589789799
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loss: 0.8676700148439627
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loss: 0.8793670487019324
IOU: [98.67, 89.23, 93.64, 78.61, 78.48, 64.27, 67.96, 78.72, 93.34, 78.84, 95.13, 81.17, 65.18, 95.13, 91.7, 92.86, 89.73, 60.19, 75.13]
mIOU: 82.52, mIOU_reduced: 80.86, accuracy: 96.84
epoch: 675
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loss: 0.8686838139037383
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loss: 0.8783527695088892
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loss: 0.8770592744174641
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loss: 0.8650262068768251
IOU: [98.38, 87.3, 93.22, 76.0, 77.28, 63.37, 65.11, 75.81, 92.79, 75.91, 95.22, 80.22, 65.15, 94.69, 88.44, 92.01, 89.1, 64.78, 75.06]
mIOU: 81.57, mIOU_reduced: 80.02, accuracy: 96.53
epoch: 700
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loss: 0.8673639252163847
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loss: 0.8831843161088531
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loss: 0.8597620927518413
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loss: 0.8683814336352634
IOU: [98.58, 89.45, 93.21, 79.74, 77.46, 64.13, 65.34, 78.12, 92.91, 78.14, 95.28, 81.05, 64.56, 94.83, 91.08, 91.28, 89.71, 68.92, 75.76]
mIOU: 82.61, mIOU_reduced: 81.09, accuracy: 96.72
epoch: 725
loss: 0.8732350645801439
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loss: 0.8587750936708143
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loss: 0.8720773469467866
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loss: 0.8648096979488425
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loss: 0.8668973992497141
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loss: 0.8691889013288208
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loss: 0.8638451678961653
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loss: 0.8551274510572583
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loss: 0.8640258291624658
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loss: 0.8661486005178795
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loss: 0.8585822829453077
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loss: 0.8601575559734749
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loss: 0.8605032031711894
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loss: 0.8665326223944738
IOU: [98.5, 88.53, 93.51, 79.44, 73.04, 63.83, 67.65, 78.13, 93.25, 77.75, 95.15, 81.32, 66.9, 94.98, 83.02, 87.59, 72.57, 68.87, 77.18]
mIOU: 81.12, mIOU_reduced: 81.13, accuracy: 96.69
epoch: 750
loss: 0.859372832945415
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loss: 0.8581317451692396
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loss: 0.8672055817694159
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loss: 0.8631562005539644
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loss: 0.8599452652414823
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loss: 0.8558625703857791
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loss: 0.8596513839910657
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loss: 0.881675736420715
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loss: 0.8655810601974961
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loss: 0.8655033264017324
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loss: 0.9089815564419267
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loss: 0.8805163228017394
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loss: 0.8643504640748424
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loss: 0.8680774658781043
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loss: 0.8665967966829028
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loss: 0.8816165512058592
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loss: 0.8596891557566032
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loss: 0.8597689853285864
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loss: 0.8541405853313235
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loss: 0.8516358913089822
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loss: 0.8519228674849058
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loss: 0.8539991329342539
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loss: 0.8559175972839654
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loss: 0.852295210833923
epoch: 774
loss: 0.8508776824595192
IOU: [98.72, 89.84, 93.96, 81.71, 80.82, 66.35, 69.53, 80.01, 93.48, 80.12, 95.57, 82.01, 67.8, 95.52, 93.33, 94.3, 90.86, 68.48, 77.64]
mIOU: 84.21, mIOU_reduced: 82.6, accuracy: 97.02
epoch: 775
loss: 0.8488024225982104
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loss: 0.8469521829060146
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loss: 0.8519124655130272
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loss: 0.8504883152548619
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loss: 0.8516042195432197
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loss: 0.8576245086808358
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loss: 0.8518461298008668
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loss: 0.850407807371034
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loss: 0.8538760570337146
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loss: 0.8530376975162788
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loss: 0.8515568674984066
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loss: 0.8438976569109798
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loss: 0.8462121924771692
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loss: 0.8467752528355418
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loss: 0.8503702788309018
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loss: 0.8476963348103009
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loss: 0.8529421575882468
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loss: 0.844764570898724
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loss: 0.8443197525591345
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loss: 0.8473395429173922
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loss: 0.8490572378108029
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loss: 0.8485784772354337
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loss: 0.8504096184458051
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loss: 0.8472478005193895
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loss: 0.8491783679080999
IOU: [98.69, 90.01, 93.79, 83.15, 80.27, 64.3, 64.36, 77.51, 93.29, 77.99, 95.49, 81.12, 64.51, 94.25, 91.93, 93.31, 91.06, 28.29, 76.02]
mIOU: 81.02, mIOU_reduced: 78.94, accuracy: 96.86
epoch: 800
loss: 0.8595380261197069
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loss: 0.8525882054309142
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loss: 0.8503681261967954
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loss: 0.8797382287990113
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loss: 0.8646391420045756
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loss: 0.8489734802377938
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loss: 0.8455167918161313
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loss: 0.8478344743427593
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loss: 0.8541804620747193
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loss: 0.8510936839239938
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loss: 0.8467206915128066
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loss: 0.8481154268787753
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loss: 0.8626916571970908
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loss: 0.85167467250802
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loss: 0.8506131678956994
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loss: 0.8440661772330236
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loss: 0.8454852201696914
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loss: 0.854958611973969
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loss: 0.848171402507114
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loss: 0.8520139709870387
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loss: 0.8489202641397028
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loss: 0.8427371297563825
epoch: 822
loss: 0.8495530731941697
epoch: 823
loss: 0.8433667973439265
epoch: 824
loss: 0.8475329785303036
IOU: [98.86, 90.8, 94.21, 84.11, 82.91, 67.16, 69.82, 80.26, 93.69, 81.88, 95.57, 82.46, 66.06, 95.69, 93.69, 94.69, 91.18, 69.31, 78.17]
mIOU: 84.76, mIOU_reduced: 83.18, accuracy: 97.18
epoch: 825
loss: 0.853733805742132
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loss: 0.8429503145580468
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loss: 0.8397493304744843
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loss: 0.8423570275032026
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loss: 0.8401922714051013
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loss: 0.8420559246144537
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loss: 0.8421061021117021
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loss: 0.8468140067043393
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loss: 0.8620292981099423
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loss: 0.8579017973165908
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loss: 0.8769063039034742
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loss: 0.8683949428769301
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loss: 0.858500877558361
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loss: 0.8521109047573283
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loss: 0.8522317993201418
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loss: 0.8502043429332944
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loss: 0.8438363588900061
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loss: 0.8432147366934658
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loss: 0.8420434850976214
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loss: 0.8401433175884634
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loss: 0.838995213882165
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loss: 0.8354472754188397
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loss: 0.8410736570984537
epoch: 848
loss: 0.8508319190020934
epoch: 849
loss: 0.8388915888724788
IOU: [98.85, 90.86, 94.08, 84.75, 83.45, 67.4, 69.97, 80.3, 93.67, 81.64, 95.63, 82.56, 69.31, 95.44, 93.44, 93.76, 89.45, 72.02, 78.71]
mIOU: 85.02, mIOU_reduced: 83.66, accuracy: 97.16
epoch: 850
loss: 0.837390138806286
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loss: 0.8364034218172873
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loss: 0.8331920076075787
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loss: 0.8403458313733202
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loss: 0.8413834933037033
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loss: 0.8371807538693951
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loss: 0.8300465495080992
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loss: 0.835898632003415
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loss: 0.8330760257584708
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loss: 0.8300336354888529
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loss: 0.8351372834724216
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loss: 0.8319571901301634
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loss: 0.8304280807620369
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loss: 0.8326567241123745
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loss: 0.8289372787772236
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loss: 0.8310317280380407
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loss: 0.8297392195820259
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loss: 0.8273636282589029
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loss: 0.8256172493855525
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loss: 0.8269297996973661
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loss: 0.8255353000032187
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loss: 0.8292238507677333
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loss: 0.8322044838958073
epoch: 873
loss: 0.8298540366684786
epoch: 874
loss: 0.8272392205928328
IOU: [98.87, 90.75, 94.33, 85.92, 84.34, 67.26, 71.29, 79.49, 93.89, 82.35, 95.58, 83.34, 70.07, 95.76, 93.62, 94.45, 90.57, 74.46, 79.06]
mIOU: 85.55, mIOU_reduced: 84.17, accuracy: 97.26
epoch: 875
loss: 0.8276217757007494
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loss: 0.8289659343282199
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loss: 0.825983700664362
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loss: 0.8340260185953658
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loss: 0.8295790963733252
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loss: 0.8289242609305316
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loss: 0.8312892253223103
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loss: 0.8245118401841633
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loss: 0.8284936692857523
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loss: 0.8259139266980958
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loss: 0.8228714122750242
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loss: 0.8220159470485652
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loss: 0.822593841409903
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loss: 0.8241166990198847
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loss: 0.8228449989024396
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loss: 0.8248223268216656
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loss: 0.8222686902443934
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loss: 0.8208014712355653
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loss: 0.8220548073542283
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loss: 0.8208545193694154
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loss: 0.8222194476061703
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loss: 0.8201811986584817
epoch: 897
loss: 0.8213789891537433
epoch: 898
loss: 0.8197521122369898
epoch: 899
loss: 0.8226393360970756
IOU: [98.96, 91.62, 94.46, 86.65, 84.37, 68.85, 70.92, 81.31, 94.07, 83.98, 95.78, 83.72, 71.64, 95.66, 90.96, 94.67, 91.76, 57.0, 77.29]
mIOU: 84.93, mIOU_reduced: 83.52, accuracy: 97.34
epoch: 900
loss: 0.8218822236159979
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loss: 0.8225987859859994
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loss: 0.8175273901581215
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loss: 0.8172201827374471
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loss: 0.8172420267410542
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loss: 0.8171379553832216
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loss: 0.8143800137229779
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loss: 0.8168008886449348
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loss: 0.8166554820153021
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loss: 0.8132844163525489
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loss: 0.8152837816471329
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loss: 0.817549408992864
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loss: 0.8198740770739894
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loss: 0.8162539556004484
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loss: 0.8111861028154874
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loss: 0.8200132922368115
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loss: 0.8157849887274378
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loss: 0.813805724206608
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loss: 0.8141708872559983
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loss: 0.8133220856640196
epoch: 920
loss: 0.8189230701341058
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loss: 0.8144251514689713
epoch: 922
loss: 0.8142547244849843
epoch: 923
loss: 0.8119257979678668
epoch: 924
loss: 0.8119625813126015
IOU: [99.0, 92.05, 94.71, 88.04, 86.65, 68.52, 72.14, 81.97, 94.28, 85.01, 95.86, 84.12, 72.62, 96.03, 94.21, 95.36, 92.72, 76.58, 80.53]
mIOU: 86.86, mIOU_reduced: 85.51, accuracy: 97.49
epoch: 925
loss: 0.8105610685963784
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loss: 0.8104761143983235
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loss: 0.8075467463462583
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loss: 0.8075415196781335
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loss: 0.8100877740690785
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loss: 0.8051030889908839
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loss: 0.8046521657073553
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loss: 0.8136443085110132
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loss: 0.8073569869940183
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loss: 0.8096929942407916
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loss: 0.8115352521294273
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loss: 0.805462046152985
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loss: 0.804988356779248
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loss: 0.8074288182818945
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loss: 0.8033897787469872
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loss: 0.8064796140391706
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loss: 0.8020529884347168
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loss: 0.8034383905922762
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loss: 0.800336677083222
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loss: 0.8076205805699397
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loss: 0.8004857693125026
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loss: 0.802966084623117
epoch: 947
loss: 0.8010877755380446
epoch: 948
loss: 0.7992016373691471
epoch: 949
loss: 0.8000036294009828
IOU: [99.05, 92.45, 95.01, 89.35, 88.06, 69.89, 72.59, 82.71, 94.52, 86.64, 96.0, 84.85, 74.14, 96.12, 94.76, 95.6, 93.19, 77.62, 81.12]
mIOU: 87.56, mIOU_reduced: 86.26, accuracy: 97.62
epoch: 950
loss: 0.7964013511409408
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loss: 0.7958798015721932
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loss: 0.800095621204596
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loss: 0.8002803756894055
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loss: 0.7987305074243501
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loss: 0.7984216096489111
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loss: 0.7976658962289309
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loss: 0.7954614329997296
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loss: 0.7968715235659604
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loss: 0.7968311307067695
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loss: 0.7999958919215312
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loss: 0.794763132861133
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loss: 0.79786131898379
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loss: 0.7966299339922892
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loss: 0.7915057589381521
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loss: 0.7924157606291881
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loss: 0.7948921873547514
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loss: 0.7932122818061283
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loss: 0.7924128901299243
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loss: 0.7932576136105621
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loss: 0.7914932578939446
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loss: 0.7908275294963116
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loss: 0.7942474316891437
epoch: 973
loss: 0.7907606344069203
epoch: 974
loss: 0.7918708154133388
IOU: [99.08, 92.63, 95.1, 89.97, 88.18, 70.45, 73.16, 83.22, 94.62, 87.54, 96.06, 85.07, 74.07, 96.19, 94.77, 95.72, 93.02, 77.53, 81.3]
mIOU: 87.77, mIOU_reduced: 86.51, accuracy: 97.67
epoch: 975
loss: 0.7908552062401574
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loss: 0.7900682923980572
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loss: 0.7870334242620776
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loss: 0.7893943062850407
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loss: 0.7901292653402425
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loss: 0.7878475266118203
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loss: 0.7884145130484884
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loss: 0.7835467137774015
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loss: 0.7908054003792424
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loss: 0.7783545034547006
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loss: 0.7855317203954617
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loss: 0.7860724755695888
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loss: 0.7885220006863642
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loss: 0.7864746554381287
epoch: 989
loss: 0.7816307007717097
epoch: 990
loss: 0.7821185101287156
IOU: [99.09, 92.82, 95.17, 90.15, 88.8, 70.67, 73.64, 83.37, 94.67, 87.59, 96.05, 85.24, 75.25, 96.25, 94.88, 95.7, 93.33, 78.31, 81.73]
mIOU: 88.04, mIOU_reduced: 86.8, accuracy: 97.7
epoch: 991
loss: 0.783544760557913
IOU: [99.1, 92.79, 95.16, 90.18, 88.74, 70.6, 73.61, 83.37, 94.69, 87.56, 96.07, 85.17, 75.52, 96.24, 94.88, 95.73, 93.28, 78.61, 81.77]
mIOU: 88.06, mIOU_reduced: 86.82, accuracy: 97.7
epoch: 992
loss: 0.780551034047307
IOU: [99.09, 92.79, 95.16, 90.07, 88.75, 70.63, 73.53, 83.26, 94.68, 87.64, 96.04, 85.23, 75.26, 96.27, 94.93, 95.7, 92.95, 77.86, 81.71]
mIOU: 87.98, mIOU_reduced: 86.75, accuracy: 97.7
epoch: 993
loss: 0.784357008434111
IOU: [99.1, 92.83, 95.18, 90.24, 88.69, 70.62, 73.58, 83.38, 94.69, 87.65, 96.06, 85.24, 75.27, 96.25, 94.9, 95.69, 93.11, 77.93, 81.8]
mIOU: 88.01, mIOU_reduced: 86.78, accuracy: 97.71
epoch: 994
loss: 0.7828395027444109
IOU: [99.1, 92.84, 95.18, 90.24, 88.72, 70.59, 73.57, 83.19, 94.69, 87.57, 96.07, 85.19, 75.15, 96.26, 94.82, 95.71, 93.2, 78.41, 81.73]
mIOU: 88.01, mIOU_reduced: 86.78, accuracy: 97.71
epoch: 995
loss: 0.7798891987668753
IOU: [99.1, 92.83, 95.18, 90.17, 88.81, 70.66, 73.43, 83.31, 94.69, 87.54, 96.08, 85.26, 75.46, 96.26, 94.89, 95.7, 93.13, 78.73, 81.83]
mIOU: 88.06, mIOU_reduced: 86.83, accuracy: 97.71
epoch: 996
loss: 0.7794884513325405
IOU: [99.1, 92.83, 95.19, 90.21, 88.94, 70.65, 73.53, 83.32, 94.71, 87.66, 96.08, 85.22, 75.06, 96.26, 94.91, 95.72, 93.33, 78.48, 81.82]
mIOU: 88.05, mIOU_reduced: 86.82, accuracy: 97.71
epoch: 997
loss: 0.781907267010157
IOU: [99.1, 92.84, 95.19, 90.29, 88.86, 70.71, 73.37, 83.26, 94.7, 87.68, 96.09, 85.3, 75.35, 96.26, 94.95, 95.73, 93.2, 78.51, 81.82]
mIOU: 88.06, mIOU_reduced: 86.83, accuracy: 97.71
epoch: 998
loss: 0.7789481865920229
IOU: [99.1, 92.84, 95.19, 90.21, 88.89, 70.73, 73.52, 83.27, 94.7, 87.65, 96.07, 85.32, 75.39, 96.26, 94.89, 95.74, 93.22, 78.51, 81.83]
mIOU: 88.07, mIOU_reduced: 86.84, accuracy: 97.71
epoch: 999
loss: 0.788678958394011
IOU: [99.1, 92.84, 95.19, 90.2, 88.96, 70.68, 73.59, 83.38, 94.7, 87.71, 96.07, 85.25, 75.26, 96.27, 94.92, 95.74, 93.3, 78.43, 81.84]
mIOU: 88.08, mIOU_reduced: 86.84, accuracy: 97.71
Best mIOU: 88.07530453330592
Best global accuracy: 97.71462082862854
Training time 1 day, 19:23:05
mIOUs: [88.07530453330592]
global_accuracies: [97.71462082862854]
