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run: 2
epoch: 0
loss: 1.472914535466427
IOU: [85.02, 11.1, 56.11, 0.0, 0.0, 0.0, 0.0, 0.0, 64.5, 21.4, 73.51, 0.04, 0.0, 40.03, 0.0, 0.0, 0.0, 0.0, 0.0]
mIOU: 18.51, mIOU_reduced: 21.98, accuracy: 75.69
epoch: 1
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epoch: 12
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epoch: 14
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epoch: 15
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epoch: 17
loss: 1.106004383432151
epoch: 18
loss: 1.0966850445017837
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epoch: 20
loss: 1.0894343467077352
epoch: 21
loss: 1.095913019597805
epoch: 22
loss: 1.0791420806113476
epoch: 23
loss: 1.0778671104787132
epoch: 24
loss: 1.0656275100971697
IOU: [92.05, 57.99, 85.32, 33.81, 35.1, 43.87, 30.14, 56.64, 87.26, 41.75, 91.24, 64.36, 37.54, 85.86, 27.77, 36.96, 32.33, 3.53, 53.07]
mIOU: 52.45, mIOU_reduced: 56.22, accuracy: 90.29
epoch: 25
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loss: 1.0390956394958057
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loss: 1.034873884943773
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loss: 1.0266676083687813
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loss: 1.0357624102847367
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loss: 1.0219030539560978
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loss: 1.0249096745719557
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epoch: 47
loss: 1.020115213734763
epoch: 48
loss: 1.0080203541687556
epoch: 49
loss: 1.0234202925235993
IOU: [97.27, 79.5, 89.7, 42.72, 53.43, 54.77, 51.17, 68.14, 90.25, 60.45, 93.59, 72.3, 51.64, 90.32, 49.99, 70.4, 52.13, 36.71, 65.26]
mIOU: 66.83, mIOU_reduced: 68.58, accuracy: 94.4
epoch: 50
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loss: 0.9825693860581394
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loss: 0.9944884652091611
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loss: 0.9866055428707106
epoch: 74
loss: 0.9741159542914359
IOU: [97.03, 77.65, 89.39, 46.69, 55.6, 54.91, 48.63, 69.59, 90.01, 54.71, 93.57, 73.62, 51.25, 91.56, 63.57, 79.84, 72.34, 36.24, 67.37]
mIOU: 69.14, mIOU_reduced: 68.61, accuracy: 94.4
epoch: 75
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loss: 0.9777572672762629
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loss: 0.9748276948654158
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loss: 0.9754901141065606
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loss: 0.9967490473101216
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loss: 0.9806247250550354
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loss: 0.968400564199219
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loss: 0.9710828179862642
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loss: 0.9742348571801516
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loss: 0.9698858557758243
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loss: 0.9754907199039987
epoch: 97
loss: 0.9691122461299193
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loss: 0.9787073313915235
epoch: 99
loss: 0.9763290511298289
IOU: [97.8, 82.61, 91.0, 55.7, 62.15, 55.91, 59.33, 71.21, 91.33, 61.7, 92.98, 76.69, 56.31, 93.43, 75.72, 87.88, 80.68, 53.31, 71.38]
mIOU: 74.59, mIOU_reduced: 73.3, accuracy: 95.35
epoch: 100
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loss: 0.9590179552130985
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loss: 0.9668438234087509
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loss: 0.9820759568346261
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loss: 0.9717714077866022
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loss: 0.9519935564786058
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loss: 0.9600334740179475
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loss: 0.9601629137443507
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loss: 0.9756963596365968
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loss: 0.9526920763578283
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loss: 0.9552505410486652
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loss: 0.9472379669341074
epoch: 124
loss: 0.9745569058826992
IOU: [97.72, 82.07, 91.01, 60.14, 59.42, 55.67, 60.77, 73.35, 91.15, 60.66, 94.46, 77.14, 58.54, 93.31, 75.35, 83.66, 79.99, 57.83, 69.52]
mIOU: 74.83, mIOU_reduced: 73.92, accuracy: 95.32
epoch: 125
loss: 0.9534055601616609
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loss: 0.960973593771183
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loss: 0.9623518705642717
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loss: 0.9740852808348045
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loss: 0.9633685152651528
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loss: 0.9507056245331391
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loss: 0.9542936652486774
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loss: 0.9532845112310576
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loss: 0.9497546097649957
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loss: 0.966892416026735
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loss: 0.948260727291283
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loss: 0.9371861474854606
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loss: 0.9476823518353124
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loss: 0.9514241189725937
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loss: 0.9489999153921681
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loss: 0.9515919707337832
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loss: 0.9823271921977469
epoch: 149
loss: 0.9747567757758128
IOU: [97.84, 82.95, 91.83, 58.59, 63.15, 60.26, 57.67, 72.71, 92.12, 64.12, 94.67, 76.7, 54.43, 93.7, 83.09, 87.95, 78.17, 55.35, 72.52]
mIOU: 75.67, mIOU_reduced: 74.29, accuracy: 95.7
epoch: 150
loss: 0.955381668795089
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loss: 0.9548310008466518
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loss: 0.9336291031079358
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loss: 0.9501381081095489
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loss: 0.9492852181058875
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loss: 0.9376009763111167
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loss: 0.9447761209604377
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loss: 0.950791057216407
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loss: 0.9455904643381795
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loss: 0.9597059897563425
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loss: 0.9344311761691274
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loss: 0.938484492527175
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loss: 0.9539257176735434
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loss: 0.932470986095991
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loss: 0.9413095223738851
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loss: 0.9291668043982598
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loss: 0.9568173294792527
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loss: 0.9596442952408769
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loss: 0.9757588779047337
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loss: 0.9609850016057766
epoch: 174
loss: 0.9544902663626429
IOU: [97.73, 82.06, 91.7, 64.09, 64.39, 57.76, 59.17, 74.41, 92.08, 65.66, 94.84, 78.62, 62.15, 93.78, 82.59, 79.49, 66.73, 59.38, 70.27]
mIOU: 75.63, mIOU_reduced: 75.51, accuracy: 95.65
epoch: 175
loss: 0.9526353163927931
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loss: 0.9588713735204688
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loss: 0.9282977133302645
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loss: 0.9399921038458424
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loss: 0.9543653627694477
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loss: 0.9534836625723245
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loss: 0.9323652683315189
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loss: 0.948684636348953
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loss: 0.949608895223811
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loss: 0.9434869069657568
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loss: 0.9429505542950696
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loss: 0.9367305393317877
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loss: 0.9202212618517985
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loss: 0.930497341029655
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loss: 0.9256847164323253
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loss: 0.9462099599948127
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loss: 0.9414603537128817
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loss: 0.92715933589342
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loss: 0.9343435423714774
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loss: 0.9398735974516187
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loss: 0.9279119280351472
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loss: 0.9329808454634407
epoch: 199
loss: 0.9429453394380033
IOU: [97.46, 79.97, 90.26, 49.55, 60.32, 52.85, 54.56, 73.35, 90.71, 62.68, 94.21, 75.83, 55.66, 91.15, 50.47, 76.22, 45.96, 53.86, 70.59]
mIOU: 69.77, mIOU_reduced: 72.06, accuracy: 94.84
epoch: 200
loss: 0.9453448592792458
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loss: 0.9562986997140718
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loss: 0.9547126407172822
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loss: 0.9449390238880562
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loss: 0.9252031169454074
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loss: 0.9209684242026597
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loss: 0.921821208318807
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loss: 0.9304735804757764
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loss: 0.9410323364668728
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loss: 0.9284505808408359
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loss: 0.9376064516981626
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loss: 0.951501405321508
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loss: 0.945649541330777
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loss: 0.9347887285019395
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loss: 0.9204234754160252
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loss: 0.9203499547347495
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loss: 0.926894230914006
epoch: 224
loss: 0.9216382812519777
IOU: [94.5, 64.49, 83.75, 31.18, 52.49, 49.48, 25.55, 64.09, 84.49, 54.58, 92.29, 67.44, 47.15, 85.59, 52.25, 54.89, 40.2, 14.29, 63.18]
mIOU: 59.05, mIOU_reduced: 60.91, accuracy: 91.58
epoch: 225
loss: 0.950417861548437
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loss: 0.9308771348219314
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loss: 0.9186369230120962
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loss: 0.9197037412274268
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loss: 0.9299828543366375
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loss: 0.9249115050663047
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loss: 0.9289737213317151
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loss: 0.9361633780639842
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loss: 0.9306719123218467
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loss: 0.9220947119222808
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loss: 0.9254742094448635
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loss: 0.920377597693474
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loss: 0.9229839078841671
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loss: 0.9185286488401175
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loss: 0.9137358993703869
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loss: 0.9322521899427686
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loss: 0.9301030190858973
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loss: 0.9219734506672977
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loss: 0.9416025771248725
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loss: 0.9365849703687676
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loss: 0.9323176266410933
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loss: 0.9196317147824072
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loss: 0.9177335481489858
epoch: 249
loss: 0.92584226235816
IOU: [98.22, 86.0, 92.33, 70.26, 70.84, 61.71, 64.47, 74.48, 92.15, 71.49, 95.04, 78.39, 60.99, 92.94, 66.95, 84.14, 81.52, 51.81, 71.4]
mIOU: 77.11, mIOU_reduced: 77.03, accuracy: 96.02
epoch: 250
loss: 0.9170613342441172
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loss: 0.9160780891570078
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loss: 0.948525540565016
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loss: 0.9304577217948052
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loss: 0.9318345515958725
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loss: 0.9272873262930575
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loss: 0.928734409781645
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loss: 0.9251390368707718
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loss: 0.91904879138217
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loss: 0.9421369774000985
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loss: 0.9213974543156163
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loss: 0.9368519714351073
IOU: [98.06, 84.96, 92.52, 67.86, 70.94, 64.06, 65.22, 76.49, 92.36, 68.37, 94.49, 77.04, 48.66, 94.32, 83.93, 90.46, 84.86, 59.34, 73.95]
mIOU: 78.31, mIOU_reduced: 76.79, accuracy: 96.09
epoch: 275
loss: 0.9228919641488159
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loss: 0.9121852209491115
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loss: 0.9062077262983893
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loss: 0.8985968936698228
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loss: 0.9107530151369385
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loss: 0.9174366476623693
IOU: [97.39, 80.99, 91.85, 65.31, 67.59, 60.18, 60.14, 75.61, 91.0, 63.4, 94.69, 78.9, 59.4, 92.57, 68.68, 89.26, 86.46, 51.09, 69.14]
mIOU: 75.98, mIOU_reduced: 74.95, accuracy: 95.43
epoch: 300
loss: 0.9331464039565232
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loss: 0.9121180524199789
IOU: [98.33, 86.88, 92.56, 69.81, 70.73, 61.41, 65.83, 76.26, 92.46, 73.07, 95.09, 80.02, 61.21, 93.8, 83.91, 84.06, 84.51, 52.95, 74.4]
mIOU: 78.81, mIOU_reduced: 77.8, accuracy: 96.24
epoch: 325
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loss: 0.8977720994279131
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loss: 0.9085254215974412
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loss: 0.9135427295062949
epoch: 349
loss: 0.9142643919188855
IOU: [97.57, 82.76, 91.88, 62.5, 68.27, 59.96, 60.26, 75.61, 91.32, 71.01, 95.01, 76.01, 53.83, 92.32, 78.02, 76.43, 60.87, 59.34, 71.49]
mIOU: 74.97, mIOU_reduced: 75.57, accuracy: 95.54
epoch: 350
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loss: 0.9103326496715369
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loss: 0.8943923824393805
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loss: 0.902526500862315
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loss: 0.9132523316941503
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loss: 0.9081461630109269
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loss: 0.9062378543862549
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loss: 0.8965985737912666
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loss: 0.9044125384998761
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loss: 0.9131398010089101
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loss: 0.9251649129775262
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loss: 0.9131742052493557
epoch: 372
loss: 0.8992236955649292
epoch: 373
loss: 0.9302915940361638
epoch: 374
loss: 0.9274699917312041
IOU: [98.17, 85.42, 92.36, 61.27, 66.55, 62.14, 58.5, 72.03, 92.04, 65.9, 95.02, 78.02, 58.68, 93.89, 84.17, 89.23, 81.13, 61.58, 71.78]
mIOU: 77.26, mIOU_reduced: 75.84, accuracy: 95.96
epoch: 375
loss: 0.9047396090997529
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loss: 0.902384413964188
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loss: 0.913262525324448
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loss: 0.9012132483418636
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loss: 0.92688780405005
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loss: 0.9039164365436624
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loss: 0.9042288699457722
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loss: 0.8936597658192507
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loss: 0.9096660810406856
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loss: 0.9049220028835507
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loss: 0.8883352771332736
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loss: 0.9050293882046977
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loss: 0.8926564227051449
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loss: 0.8849592408002247
epoch: 399
loss: 0.8989890169712805
IOU: [98.49, 87.55, 93.19, 77.36, 74.81, 62.74, 68.23, 76.58, 92.7, 70.96, 95.37, 81.74, 64.75, 95.01, 87.36, 93.23, 88.29, 68.83, 76.87]
mIOU: 81.79, mIOU_reduced: 80.32, accuracy: 96.57
epoch: 400
loss: 0.889195670729958
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loss: 0.9050005098916418
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loss: 0.8922583161411197
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loss: 0.9066057017047284
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loss: 0.893470286086957
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loss: 0.8880067632494983
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loss: 0.897316944901295
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loss: 0.8841813338517044
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loss: 0.8912703326220885
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loss: 0.8904767444331525
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loss: 0.8948941373605332
IOU: [98.38, 87.15, 93.23, 75.68, 73.59, 63.23, 68.58, 77.13, 93.0, 72.5, 95.27, 78.25, 61.62, 94.76, 86.64, 90.33, 85.73, 61.39, 74.65]
mIOU: 80.59, mIOU_reduced: 79.28, accuracy: 96.51
epoch: 425
loss: 0.8872219818528346
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loss: 0.9032075866576164
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loss: 0.8826055931880178
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loss: 0.8796704088762608
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loss: 0.8886881330595587
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loss: 0.880789902353067
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loss: 0.8802841618863119
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loss: 0.8962177926768905
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loss: 0.8919310532681953
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loss: 0.904575524104905
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loss: 0.9052428982224882
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loss: 0.8945131021710585
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loss: 0.8988005253851139
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loss: 0.8866481890876172
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loss: 0.8990399966591515
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loss: 0.9025185018915185
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loss: 0.9194522890077758
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loss: 0.9119577137281268
epoch: 449
loss: 0.8915201277227446
IOU: [97.89, 84.1, 91.55, 64.07, 67.69, 58.28, 63.0, 71.67, 91.55, 68.21, 94.15, 76.86, 58.1, 91.14, 50.77, 87.79, 72.6, 40.63, 68.34]
mIOU: 73.6, mIOU_reduced: 74.2, accuracy: 95.51
epoch: 450
loss: 0.895219477640319
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loss: 0.8873644848847719
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loss: 0.8989149796248581
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loss: 0.8857969958936015
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loss: 0.8985351563049352
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loss: 0.8907677963856728
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loss: 0.8879164232087026
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loss: 0.8806552642501444
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loss: 0.8827475573060699
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loss: 0.9060591107689291
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loss: 0.890639150060267
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loss: 0.8910060364255158
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loss: 0.8877274876091338
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loss: 0.9013563946644831
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loss: 0.896713884744776
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loss: 0.9044583000345714
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loss: 0.8904239371899636
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loss: 0.8899318662381941
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loss: 0.8900498962072733
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loss: 0.9158011952303522
epoch: 474
loss: 0.8905949217657889
IOU: [98.06, 85.64, 92.86, 73.77, 75.66, 62.71, 64.38, 78.16, 92.06, 65.05, 95.34, 80.15, 60.05, 94.3, 87.04, 92.52, 87.98, 49.56, 73.08]
mIOU: 79.39, mIOU_reduced: 77.55, accuracy: 96.22
epoch: 475
loss: 0.8806025038391764
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loss: 0.87428871923328
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loss: 0.8855713377899838
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loss: 0.9045269769457628
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loss: 0.8835935327589237
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loss: 0.888255578032287
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loss: 0.8824716313368713
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loss: 0.8853093087673187
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loss: 0.8839041142969087
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loss: 0.8937313162511394
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loss: 0.8916315138339996
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loss: 0.8915400305925976
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loss: 0.8799081915809263
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loss: 0.8981780647407479
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loss: 0.8822079763709125
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loss: 0.8935229266019461
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loss: 0.896070791691679
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loss: 0.8769048445510425
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loss: 0.8976437133578111
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loss: 0.8928802708326946
IOU: [98.47, 87.65, 93.26, 73.63, 68.13, 63.29, 69.3, 75.66, 93.06, 72.21, 95.23, 81.34, 65.69, 94.83, 86.05, 91.41, 85.11, 63.16, 75.57]
mIOU: 80.69, mIOU_reduced: 79.41, accuracy: 96.53
epoch: 500
loss: 0.8846328906749251
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loss: 0.8774985425208571
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loss: 0.8850799005152443
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loss: 0.8958311617923772
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loss: 0.8859106342089341
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loss: 0.8778011263240867
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loss: 0.8749220378113233
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loss: 0.876187989376657
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loss: 0.8839904061660239
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loss: 0.8888793150950137
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loss: 0.8845198203891104
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loss: 0.8869482469723521
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loss: 0.8854248075990633
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loss: 0.8827623974892401
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loss: 0.8753700445873946
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loss: 0.9053818410442721
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loss: 0.9080511569152779
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loss: 0.8886379589957576
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loss: 0.8850749106176438
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loss: 0.8715713323536007
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loss: 0.874252920738563
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loss: 0.8900146842826896
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loss: 0.8826235851384527
epoch: 523
loss: 0.8755299329483015
epoch: 524
loss: 0.9061782950629836
IOU: [96.15, 73.77, 79.56, 40.81, 62.61, 49.31, 47.41, 72.56, 78.95, 42.8, 94.1, 68.97, 45.86, 87.41, 48.03, 73.27, 54.12, 26.98, 67.59]
mIOU: 63.7, mIOU_reduced: 64.68, accuracy: 91.33
epoch: 525
loss: 0.8933221655232566
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loss: 0.8839328265684541
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loss: 0.8761596306128436
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loss: 0.8789877583903651
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loss: 0.8758920170195091
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loss: 0.8714393308635131
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loss: 0.8688436043427287
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loss: 0.8763210309265945
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loss: 0.8792338165270018
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loss: 0.8803722938084932
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loss: 0.8787155170594493
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loss: 0.8755492694366912
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loss: 0.8724258904632884
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loss: 0.8770897001165399
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loss: 0.8874576307386847
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loss: 0.9114579874249648
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loss: 0.8848078443158057
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loss: 0.8936611610348872
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loss: 0.8828619336752298
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loss: 0.8773935157033156
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loss: 0.8728998052085051
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loss: 0.8723494194894342
epoch: 547
loss: 0.8581990882548319
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loss: 0.8611025534192538
epoch: 549
loss: 0.8668374894401445
IOU: [98.59, 88.64, 93.85, 78.4, 77.24, 66.49, 69.9, 79.9, 93.38, 76.8, 95.58, 82.05, 64.6, 95.38, 90.82, 93.73, 90.59, 66.35, 76.8]
mIOU: 83.11, mIOU_reduced: 81.5, accuracy: 96.88
epoch: 550
loss: 0.8640779464200894
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loss: 0.8633654498010187
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loss: 0.86633086973621
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loss: 0.8595636065379815
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loss: 0.8660917795748205
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loss: 0.8773491210926513
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loss: 0.8835427185632116
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loss: 0.873871610735968
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loss: 0.8756487045419931
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loss: 0.8930539524500272
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loss: 0.8797437470354792
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loss: 0.8804321929057073
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loss: 0.8757989499975459
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loss: 0.8628536679777682
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loss: 0.8845433157435211
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loss: 0.8965521761074594
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loss: 0.88160279269592
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loss: 0.8789698779582977
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loss: 0.8766403100732285
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loss: 0.8835556670542686
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loss: 0.871643257031243
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loss: 0.8691696736120409
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loss: 0.8853421729006525
epoch: 573
loss: 0.8787415836538587
epoch: 574
loss: 0.8772229736301757
IOU: [98.16, 86.68, 93.46, 71.36, 75.63, 64.98, 69.16, 79.07, 92.95, 71.42, 95.23, 81.24, 65.36, 95.18, 90.64, 93.46, 84.81, 66.26, 76.75]
mIOU: 81.67, mIOU_reduced: 80.18, accuracy: 96.55
epoch: 575
loss: 0.892173887947188
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loss: 0.8710768811988391
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loss: 0.8638263361245256
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loss: 0.8728112681395447
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loss: 0.8653981768041162
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loss: 0.8515856470655186
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loss: 0.8592105489996721
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loss: 0.8778557111316013
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loss: 0.8809735898597999
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loss: 0.8863277210068593
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loss: 0.8718069992307145
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loss: 0.8659600994553983
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loss: 0.8568270589624133
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loss: 0.8634713646453647
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loss: 0.8896411616132006
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loss: 0.8784211938556987
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loss: 0.8792374452687628
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loss: 0.8788782746835788
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loss: 0.8662690373335017
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loss: 0.8679611925979913
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loss: 0.8709915609953041
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loss: 0.8641463915049206
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loss: 0.8645627955961886
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loss: 0.8658537497992889
epoch: 599
loss: 0.8685314688265049
IOU: [98.68, 88.55, 93.57, 75.82, 78.14, 66.5, 70.29, 77.22, 93.11, 70.91, 95.63, 82.65, 67.78, 95.35, 90.38, 92.72, 89.89, 66.1, 77.09]
mIOU: 82.65, mIOU_reduced: 81.09, accuracy: 96.79
epoch: 600
loss: 0.8721923751215781
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loss: 0.8688764221931932
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loss: 0.8711080825823243
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loss: 0.8920856248673206
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loss: 0.8773511590496186
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loss: 0.8608605762780537
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loss: 0.8825725810044373
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loss: 0.8733960634552389
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loss: 0.8898542316003879
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loss: 0.8889815929573253
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loss: 0.8795408320866422
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loss: 0.8841112001975011
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loss: 0.8615446589234788
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loss: 0.8629907044122845
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loss: 0.8591760026145091
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loss: 0.8604882266114934
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loss: 0.8479751686346696
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loss: 0.8589134451156387
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loss: 0.852126920552847
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loss: 0.8670318785900345
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loss: 0.8537594883397976
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loss: 0.8566165526616408
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loss: 0.851769653196159
IOU: [98.6, 88.73, 93.47, 77.79, 78.54, 66.05, 68.83, 80.48, 92.73, 75.29, 95.8, 81.52, 65.27, 95.06, 91.49, 94.24, 88.14, 62.92, 76.88]
mIOU: 82.73, mIOU_reduced: 81.12, accuracy: 96.76
epoch: 625
loss: 0.8492100947463568
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loss: 0.8517652803577036
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loss: 0.8598616318219269
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loss: 0.8870252624909449
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loss: 0.8703658069883075
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loss: 0.871474714323123
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loss: 0.8748901236441827
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loss: 0.8624530121478068
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loss: 0.8827356282741793
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loss: 0.8818869815993419
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loss: 0.8788692699874052
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loss: 0.8690861275393842
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loss: 0.8698117407510907
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loss: 0.8524605497237174
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loss: 0.8822443791523508
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loss: 0.8700666058173377
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loss: 0.8667749780389021
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loss: 0.8599589370912121
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loss: 0.8612443491610514
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loss: 0.8582513064558056
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loss: 0.858295303335937
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loss: 0.861738677810414
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loss: 0.8702709140590809
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loss: 0.8549168233497901
epoch: 649
loss: 0.8554257982612206
IOU: [97.67, 83.49, 93.04, 76.55, 76.11, 64.73, 68.03, 76.6, 92.77, 72.47, 94.72, 79.94, 63.87, 93.39, 85.97, 86.51, 71.42, 24.22, 75.08]
mIOU: 77.71, mIOU_reduced: 77.04, accuracy: 96.14
epoch: 650
loss: 0.8591296365184169
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loss: 0.8562698802365686
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loss: 0.84751512130834
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loss: 0.8527831973568085
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loss: 0.8576213504586901
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loss: 0.8537135988061878
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loss: 0.8548540765514022
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loss: 0.856873072237463
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loss: 0.8518456081915561
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loss: 0.8614291478686619
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loss: 0.8550446930294213
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loss: 0.8485415770161536
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loss: 0.8480248844019279
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loss: 0.8544460275480824
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loss: 0.8517360401593046
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loss: 0.8454231817601463
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loss: 0.8475805188653656
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loss: 0.8467768986928298
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loss: 0.8533032290671828
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loss: 0.8565461852583468
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loss: 0.8454468428813917
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loss: 0.8476899770273042
epoch: 674
loss: 0.8568107338819636
IOU: [98.72, 89.56, 93.85, 77.51, 81.53, 66.72, 70.31, 76.92, 93.43, 78.77, 95.46, 82.53, 68.84, 95.14, 91.89, 94.03, 83.97, 70.24, 78.62]
mIOU: 83.58, mIOU_reduced: 82.38, accuracy: 96.97
epoch: 675
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loss: 0.843006237585973
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loss: 0.8396514449526088
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loss: 0.8476600542595859
IOU: [98.78, 90.16, 94.06, 81.63, 81.54, 67.53, 69.7, 80.48, 93.55, 79.64, 95.78, 82.23, 67.82, 95.5, 89.42, 94.16, 89.41, 47.97, 76.36]
mIOU: 82.93, mIOU_reduced: 81.42, accuracy: 97.04
epoch: 700
loss: 0.8461733228325294
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loss: 0.8477528765454271
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loss: 0.8479063539735733
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loss: 0.8408845831996284
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loss: 0.8400622514261079
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loss: 0.8405336340726246
epoch: 724
loss: 0.8398677518565534
IOU: [98.45, 87.43, 92.9, 76.33, 77.17, 63.03, 54.75, 79.11, 92.45, 76.72, 95.42, 79.61, 64.91, 94.8, 89.54, 84.63, 67.75, 57.33, 74.12]
mIOU: 79.29, mIOU_reduced: 79.03, accuracy: 96.46
epoch: 725
loss: 0.8428408813916044
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loss: 0.8333602388333615
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loss: 0.8645388662540419
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loss: 0.8490971276012983
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loss: 0.8434880028397257
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loss: 0.8427740965845398
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loss: 0.8481645236641581
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loss: 0.8623003712447558
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loss: 0.8526857732902474
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loss: 0.8405209369099085
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loss: 0.8447053788169738
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loss: 0.840291979400793
IOU: [98.88, 90.85, 94.37, 83.76, 82.46, 68.92, 71.5, 82.12, 93.85, 80.97, 95.82, 83.95, 70.18, 95.91, 92.24, 94.78, 91.84, 72.85, 79.63]
mIOU: 85.52, mIOU_reduced: 84.13, accuracy: 97.27
epoch: 750
loss: 0.8511855512994775
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loss: 0.8479581086591641
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loss: 0.8616286490095376
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loss: 0.8394224947224015
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loss: 0.8555471078591412
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loss: 0.8371838375170659
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loss: 0.841934805504188
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loss: 0.8343478080039749
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loss: 0.8446139253778941
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loss: 0.8354213358619795
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loss: 0.8342675011828199
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loss: 0.8302319816180638
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loss: 0.8398266448403284
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loss: 0.8346158370444302
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loss: 0.8278680169087951
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loss: 0.8215974070784133
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loss: 0.8250212044485153
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loss: 0.8289265916918829
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loss: 0.8231475184315361
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loss: 0.8338410576917059
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loss: 0.8241818540381946
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loss: 0.8234550212660143
epoch: 774
loss: 0.8308507210922681
IOU: [98.81, 90.21, 94.12, 81.59, 83.42, 66.24, 72.24, 81.19, 93.78, 78.91, 95.75, 83.31, 70.74, 95.7, 91.6, 93.47, 91.25, 73.35, 79.67]
mIOU: 85.02, mIOU_reduced: 83.69, accuracy: 97.16
epoch: 775
loss: 0.8236170726987074
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loss: 0.8245834835938045
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loss: 0.8265233028868926
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loss: 0.8322137607956812
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loss: 0.8307353803364362
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loss: 0.8220999010147587
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loss: 0.8263346500660417
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loss: 0.8290661301481009
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loss: 0.8230656228856557
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loss: 0.8310400158304223
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loss: 0.8464019148855165
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loss: 0.845809288425929
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loss: 0.8515869008231273
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loss: 0.8485084717174829
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loss: 0.8363470543639451
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loss: 0.8334432957084498
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loss: 0.8292161380091021
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loss: 0.8284189819190909
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loss: 0.8277519045886905
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loss: 0.8357909845042338
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loss: 0.8269560227196338
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loss: 0.8233191259720358
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loss: 0.8182608114409556
epoch: 799
loss: 0.8172499420730749
IOU: [98.94, 91.46, 94.57, 85.46, 85.43, 70.09, 73.18, 82.55, 94.03, 82.19, 95.81, 84.38, 69.98, 96.04, 94.26, 94.91, 92.76, 75.18, 78.96]
mIOU: 86.32, mIOU_reduced: 84.89, accuracy: 97.39
epoch: 800
loss: 0.81959973241327
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loss: 0.8279381620993812
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loss: 0.8376065150658656
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loss: 0.8289480265659122
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loss: 0.8262323185046148
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loss: 0.8285100277393095
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loss: 0.8269009575041758
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loss: 0.8213070298669525
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loss: 0.8218470784376294
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loss: 0.814443340773956
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loss: 0.8282661498416953
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loss: 0.8249741932763482
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loss: 0.8189193904399872
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loss: 0.8172648967960463
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loss: 0.819837494105238
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loss: 0.8154531843651275
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loss: 0.8167788338276648
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loss: 0.8211365765140902
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loss: 0.8106377653537258
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loss: 0.8160958191216816
epoch: 820
loss: 0.8187220747569739
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loss: 0.8250793979464588
epoch: 822
loss: 0.8227332978754
epoch: 823
loss: 0.8183704081768265
epoch: 824
loss: 0.8202226417405265
IOU: [98.96, 91.6, 94.74, 86.1, 85.07, 70.42, 73.53, 82.9, 94.19, 83.24, 95.87, 84.72, 71.97, 96.1, 92.89, 93.49, 92.52, 73.89, 80.37]
mIOU: 86.45, mIOU_reduced: 85.23, accuracy: 97.46
epoch: 825
loss: 0.8220006217879634
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loss: 0.8183425349024583
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loss: 0.812410581633792
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loss: 0.8187273271072845
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loss: 0.8147335717205628
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loss: 0.8124072524259717
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loss: 0.8097235207458795
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loss: 0.8182658768743963
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loss: 0.8196130537767015
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loss: 0.8136686932656073
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loss: 0.8152992689664462
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loss: 0.8128337802425507
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loss: 0.816085476479772
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loss: 0.8193256894838975
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loss: 0.8172083587690433
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loss: 0.8163007729888512
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loss: 0.8134938721557916
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loss: 0.8032326740877969
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loss: 0.8133642706453525
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loss: 0.812581171500518
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loss: 0.8083967501941365
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loss: 0.808313526865524
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loss: 0.8074731552106444
epoch: 848
loss: 0.8263089980947257
epoch: 849
loss: 0.8135357489508968
IOU: [98.99, 92.04, 94.88, 87.19, 86.4, 71.16, 73.86, 83.4, 94.33, 84.91, 95.88, 85.28, 73.45, 96.24, 94.51, 95.34, 92.29, 77.28, 81.22]
mIOU: 87.3, mIOU_reduced: 86.03, accuracy: 97.56
epoch: 850
loss: 0.807853700927875
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loss: 0.8012171707669711
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loss: 0.8036053095545087
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loss: 0.8041155376741963
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loss: 0.8051383970519914
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loss: 0.8048003902358394
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loss: 0.8326200204236167
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loss: 0.8275624455944184
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loss: 0.8170798415412551
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loss: 0.821464968716494
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loss: 0.8097183593132529
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loss: 0.8198248779718778
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loss: 0.8162453029012899
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loss: 0.8127159058773024
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loss: 0.8150412232919773
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loss: 0.8057218041562815
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loss: 0.8019550055402764
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loss: 0.8102238580653195
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loss: 0.8032819881417235
epoch: 869
loss: 0.8025714154891704
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loss: 0.7969289325898693
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loss: 0.8039961655019066
epoch: 872
loss: 0.8010855102868674
epoch: 873
loss: 0.7996498167789476
epoch: 874
loss: 0.7981002444770479
IOU: [98.97, 91.88, 95.01, 88.46, 87.75, 71.42, 75.0, 83.7, 94.45, 85.01, 95.92, 85.35, 74.08, 96.26, 94.44, 95.71, 93.08, 76.57, 81.33]
mIOU: 87.6, mIOU_reduced: 86.32, accuracy: 97.6
epoch: 875
loss: 0.7975799438590827
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loss: 0.7963784963304547
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loss: 0.7947138465494604
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loss: 0.7988666444330171
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loss: 0.8069879158575963
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loss: 0.7950006109503557
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loss: 0.7939819255457495
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loss: 0.7947335012497441
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loss: 0.7865428460358475
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loss: 0.8015726953058199
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loss: 0.7939771166594897
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loss: 0.7948827997605372
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loss: 0.7989787385211012
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loss: 0.803345861248157
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loss: 0.7913198379052949
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loss: 0.790169635950695
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loss: 0.7848496432952617
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loss: 0.7890297271963638
epoch: 893
loss: 0.7918220338184163
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loss: 0.7974985452016927
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loss: 0.7882968039007231
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loss: 0.7877701321779857
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loss: 0.7875210538437839
epoch: 898
loss: 0.7889924056244336
epoch: 899
loss: 0.7988533089237828
IOU: [98.91, 91.74, 94.62, 83.85, 85.02, 70.09, 72.51, 83.01, 94.07, 84.14, 96.1, 84.95, 74.14, 95.99, 93.5, 95.33, 92.22, 75.49, 80.92]
mIOU: 86.66, mIOU_reduced: 85.35, accuracy: 97.43
epoch: 900
loss: 0.8005420268955319
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loss: 0.7929228882086442
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loss: 0.7921531882978254
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loss: 0.7807740415296247
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loss: 0.7955735285985305
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loss: 0.7950606546643693
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loss: 0.7862071066682789
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loss: 0.7827450557513171
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loss: 0.783470819897366
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loss: 0.7815813055510894
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loss: 0.782209120725157
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loss: 0.7796730664193905
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loss: 0.7741186445759188
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loss: 0.7767515053397499
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loss: 0.77489794385598
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loss: 0.7746993560120806
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loss: 0.771694082818273
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loss: 0.7751529778478332
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loss: 0.7747606692775604
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loss: 0.7715765692396648
epoch: 920
loss: 0.7752585177597362
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loss: 0.7695775159767696
epoch: 922
loss: 0.7671612800541012
epoch: 923
loss: 0.7780697495431944
epoch: 924
loss: 0.7682756909302303
IOU: [99.04, 92.32, 95.1, 89.32, 88.09, 71.06, 75.63, 84.47, 94.57, 86.94, 96.06, 85.9, 75.41, 96.37, 94.96, 95.79, 93.16, 71.64, 80.92]
mIOU: 87.72, mIOU_reduced: 86.43, accuracy: 97.67
epoch: 925
loss: 0.7827682970306291
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loss: 0.77552010661446
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loss: 0.7656444926415721
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loss: 0.769715117831384
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loss: 0.7772033151393661
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loss: 0.7713007535527928
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loss: 0.7673534572399157
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loss: 0.767206175124041
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loss: 0.7649346941627115
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loss: 0.7634827261146861
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loss: 0.7644199174120679
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loss: 0.7699956421478553
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loss: 0.7630219415585566
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loss: 0.754436129249186
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loss: 0.755549998739348
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loss: 0.7607771485082565
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loss: 0.7545697778326026
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loss: 0.7585083710433151
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loss: 0.7527157200096939
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loss: 0.7545613906075878
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loss: 0.7559070004845545
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loss: 0.7495738465665123
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loss: 0.7516859566561088
epoch: 948
loss: 0.7525166851309587
epoch: 949
loss: 0.7525640089528352
IOU: [99.13, 93.12, 95.48, 90.38, 89.56, 73.24, 76.41, 85.0, 94.92, 87.91, 96.3, 86.62, 76.64, 96.55, 95.3, 95.69, 94.05, 80.76, 82.46]
mIOU: 88.92, mIOU_reduced: 87.78, accuracy: 97.85
epoch: 950
loss: 0.7543681590787826
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loss: 0.7447830960497878
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loss: 0.74838832254234
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loss: 0.7516271555753348
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loss: 0.7488947039650332
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loss: 0.7480967587314993
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loss: 0.7404662720893386
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loss: 0.7424126154816095
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loss: 0.7467500708894246
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loss: 0.7422148767978914
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loss: 0.7446693151777241
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loss: 0.7340351229164458
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loss: 0.7432602988684782
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loss: 0.7467314381203893
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loss: 0.7377108717981022
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loss: 0.7391445699924698
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loss: 0.7398458955474713
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loss: 0.7350560895034245
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loss: 0.7343111146704941
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loss: 0.7330699686630531
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loss: 0.7346640831451812
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loss: 0.734115529307572
epoch: 972
loss: 0.7357096971454709
epoch: 973
loss: 0.7359264087841807
epoch: 974
loss: 0.7296841051172002
IOU: [99.17, 93.4, 95.62, 91.27, 90.7, 74.11, 76.54, 85.42, 95.08, 89.05, 96.26, 87.04, 78.05, 96.69, 95.68, 96.28, 93.89, 81.87, 83.25]
mIOU: 89.44, mIOU_reduced: 88.34, accuracy: 97.93
epoch: 975
loss: 0.7275586286173438
epoch: 976
loss: 0.728877381795013
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loss: 0.7335926354755454
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loss: 0.7326812480451874
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loss: 0.7264179050373042
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loss: 0.7275725160875628
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loss: 0.7296898716605753
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loss: 0.7209225931475239
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loss: 0.7294154041511123
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loss: 0.7180525604206296
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loss: 0.7209810746430252
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loss: 0.7350981129753974
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loss: 0.7224231602684144
epoch: 988
loss: 0.7232986229905335
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loss: 0.7222719533102853
epoch: 990
loss: 0.7179409038910668
IOU: [99.18, 93.53, 95.66, 91.41, 90.92, 73.9, 76.75, 85.66, 95.1, 89.09, 96.34, 87.07, 77.89, 96.7, 95.63, 96.34, 94.35, 82.05, 83.22]
mIOU: 89.52, mIOU_reduced: 88.41, accuracy: 97.95
epoch: 991
loss: 0.724919014949403
IOU: [99.18, 93.52, 95.67, 91.49, 91.0, 73.93, 76.8, 85.62, 95.13, 89.2, 96.32, 87.1, 78.13, 96.69, 95.67, 96.38, 94.38, 82.22, 83.39]
mIOU: 89.57, mIOU_reduced: 88.46, accuracy: 97.96
epoch: 992
loss: 0.7169577122283971
IOU: [99.18, 93.54, 95.67, 91.54, 90.94, 73.97, 76.81, 85.6, 95.12, 89.18, 96.31, 87.11, 78.24, 96.7, 95.65, 96.36, 94.32, 81.52, 83.43]
mIOU: 89.54, mIOU_reduced: 88.43, accuracy: 97.96
epoch: 993
loss: 0.7163127451997748
IOU: [99.19, 93.56, 95.68, 91.54, 91.07, 73.84, 76.85, 85.6, 95.13, 89.2, 96.31, 87.09, 78.07, 96.7, 95.7, 96.34, 94.42, 81.89, 83.45]
mIOU: 89.56, mIOU_reduced: 88.45, accuracy: 97.96
epoch: 994
loss: 0.7274314696612996
IOU: [99.19, 93.58, 95.68, 91.51, 90.99, 73.91, 76.9, 85.61, 95.13, 89.16, 96.34, 87.15, 78.28, 96.71, 95.65, 96.37, 94.39, 82.0, 83.44]
mIOU: 89.58, mIOU_reduced: 88.47, accuracy: 97.96
epoch: 995
loss: 0.7200325719222495
IOU: [99.19, 93.59, 95.68, 91.57, 91.05, 73.9, 76.8, 85.62, 95.13, 89.3, 96.34, 87.14, 78.3, 96.7, 95.69, 96.39, 94.43, 81.98, 83.45]
mIOU: 89.59, mIOU_reduced: 88.48, accuracy: 97.96
epoch: 996
loss: 0.7116758823394775
IOU: [99.19, 93.58, 95.69, 91.57, 91.04, 73.98, 76.85, 85.62, 95.14, 89.31, 96.34, 87.14, 78.16, 96.71, 95.69, 96.39, 94.37, 82.3, 83.46]
mIOU: 89.61, mIOU_reduced: 88.51, accuracy: 97.97
epoch: 997
loss: 0.7250489348090738
IOU: [99.19, 93.58, 95.68, 91.6, 91.0, 74.08, 76.8, 85.63, 95.14, 89.27, 96.34, 87.15, 78.2, 96.72, 95.69, 96.39, 94.43, 82.38, 83.44]
mIOU: 89.62, mIOU_reduced: 88.51, accuracy: 97.97
epoch: 998
loss: 0.7172827727508985
IOU: [99.19, 93.58, 95.69, 91.57, 91.08, 74.02, 76.82, 85.64, 95.14, 89.29, 96.32, 87.15, 78.27, 96.71, 95.67, 96.37, 94.4, 82.16, 83.48]
mIOU: 89.61, mIOU_reduced: 88.51, accuracy: 97.97
epoch: 999
loss: 0.7259601943778552
IOU: [99.19, 93.6, 95.68, 91.61, 91.09, 74.05, 76.85, 85.68, 95.14, 89.31, 96.32, 87.17, 78.21, 96.72, 95.69, 96.39, 94.4, 82.32, 83.44]
mIOU: 89.62, mIOU_reduced: 88.52, accuracy: 97.97
Best mIOU: 89.62410615619861
Best global accuracy: 97.9663610458374
Training time 2 days, 22:12:07
mIOUs: [89.62410615619861]
global_accuracies: [97.9663610458374]
