1801 lines
32 KiB
Plaintext
1801 lines
32 KiB
Plaintext
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[epoch: 0]
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train_loss: 1.3541
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lr: 0.010000
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dice coefficient: 0.111
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global correct: 71.1
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average row correct: ['78.2', '22.4']
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IoU: ['70.2', '9.0']
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mean IoU: 39.6
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[epoch: 1]
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train_loss: 1.0442
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lr: 0.009955
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dice coefficient: 0.014
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global correct: 85.7
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average row correct: ['98.0', '1.0']
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IoU: ['85.7', '0.9']
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mean IoU: 43.3
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[epoch: 2]
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train_loss: 0.9315
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lr: 0.009910
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dice coefficient: 0.000
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global correct: 87.2
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average row correct: ['99.9', '0.0']
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IoU: ['87.2', '0.0']
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mean IoU: 43.6
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[epoch: 3]
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train_loss: 0.7929
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lr: 0.009864
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dice coefficient: 0.021
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global correct: 87.4
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average row correct: ['100.0', '1.1']
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IoU: ['87.4', '1.1']
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mean IoU: 44.3
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[epoch: 4]
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train_loss: 0.7329
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lr: 0.009819
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dice coefficient: 0.210
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global correct: 88.8
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average row correct: ['99.9', '12.5']
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IoU: ['88.6', '12.4']
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mean IoU: 50.5
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[epoch: 5]
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train_loss: 0.6343
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lr: 0.009774
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dice coefficient: 0.440
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global correct: 90.5
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average row correct: ['99.3', '30.8']
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IoU: ['90.2', '29.3']
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mean IoU: 59.7
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[epoch: 6]
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train_loss: 0.6105
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lr: 0.009728
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dice coefficient: 0.575
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global correct: 91.8
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average row correct: ['98.6', '45.5']
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IoU: ['91.3', '41.5']
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mean IoU: 66.4
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[epoch: 7]
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train_loss: 0.5982
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lr: 0.009683
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dice coefficient: 0.651
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global correct: 91.3
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average row correct: ['95.1', '64.8']
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IoU: ['90.5', '48.5']
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mean IoU: 69.5
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[epoch: 8]
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train_loss: 0.6641
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lr: 0.009637
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dice coefficient: 0.651
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global correct: 90.7
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average row correct: ['94.0', '67.7']
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IoU: ['89.8', '48.0']
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mean IoU: 68.9
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[epoch: 9]
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train_loss: 0.5530
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lr: 0.009592
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dice coefficient: 0.550
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global correct: 80.7
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average row correct: ['81.0', '78.3']
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IoU: ['78.5', '34.0']
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mean IoU: 56.3
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[epoch: 10]
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train_loss: 0.5676
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lr: 0.009547
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dice coefficient: 0.659
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global correct: 89.2
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average row correct: ['91.0', '77.0']
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IoU: ['88.1', '47.6']
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mean IoU: 67.8
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[epoch: 11]
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train_loss: 0.5494
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lr: 0.009501
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dice coefficient: 0.654
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global correct: 90.0
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average row correct: ['92.8', '70.5']
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IoU: ['89.0', '47.3']
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mean IoU: 68.1
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[epoch: 12]
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train_loss: 0.5293
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lr: 0.009456
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dice coefficient: 0.713
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global correct: 91.9
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average row correct: ['94.6', '73.2']
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IoU: ['91.1', '53.5']
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mean IoU: 72.3
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[epoch: 13]
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train_loss: 0.5291
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lr: 0.009410
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dice coefficient: 0.689
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global correct: 91.2
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average row correct: ['93.6', '75.1']
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IoU: ['90.3', '52.2']
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mean IoU: 71.3
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[epoch: 14]
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train_loss: 0.5163
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lr: 0.009365
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dice coefficient: 0.691
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global correct: 92.6
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average row correct: ['96.3', '67.0']
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IoU: ['91.9', '53.4']
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mean IoU: 72.6
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[epoch: 15]
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train_loss: 0.5168
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lr: 0.009319
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dice coefficient: 0.722
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global correct: 93.3
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average row correct: ['96.6', '70.3']
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IoU: ['92.6', '57.1']
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mean IoU: 74.9
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[epoch: 16]
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train_loss: 0.5153
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lr: 0.009273
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dice coefficient: 0.740
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global correct: 94.0
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average row correct: ['97.7', '68.3']
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IoU: ['93.4', '59.1']
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mean IoU: 76.3
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[epoch: 17]
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train_loss: 0.4923
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lr: 0.009228
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dice coefficient: 0.734
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global correct: 93.6
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average row correct: ['96.9', '70.7']
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IoU: ['92.9', '58.4']
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mean IoU: 75.7
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[epoch: 18]
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train_loss: 0.4692
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lr: 0.009182
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dice coefficient: 0.740
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global correct: 93.7
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average row correct: ['97.0', '71.2']
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IoU: ['93.1', '59.2']
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mean IoU: 76.1
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[epoch: 19]
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train_loss: 0.4701
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lr: 0.009136
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dice coefficient: 0.754
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global correct: 94.0
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average row correct: ['97.1', '72.9']
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IoU: ['93.4', '60.8']
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mean IoU: 77.1
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[epoch: 20]
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train_loss: 0.4710
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lr: 0.009091
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dice coefficient: 0.761
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global correct: 94.0
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average row correct: ['96.8', '75.0']
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IoU: ['93.4', '61.5']
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mean IoU: 77.5
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[epoch: 21]
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train_loss: 0.4624
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lr: 0.009045
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dice coefficient: 0.756
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global correct: 94.1
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average row correct: ['97.3', '72.3']
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IoU: ['93.6', '61.1']
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mean IoU: 77.3
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[epoch: 22]
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train_loss: 0.4480
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lr: 0.008999
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dice coefficient: 0.759
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global correct: 94.3
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average row correct: ['97.5', '71.9']
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IoU: ['93.7', '61.5']
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mean IoU: 77.6
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[epoch: 23]
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train_loss: 0.4342
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lr: 0.008954
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dice coefficient: 0.748
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global correct: 94.3
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average row correct: ['98.1', '68.2']
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IoU: ['93.7', '60.2']
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mean IoU: 77.0
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[epoch: 24]
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train_loss: 0.4465
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lr: 0.008908
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dice coefficient: 0.771
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global correct: 94.5
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average row correct: ['97.6', '73.4']
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IoU: ['93.9', '63.0']
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mean IoU: 78.5
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[epoch: 25]
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train_loss: 0.4295
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lr: 0.008862
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dice coefficient: 0.770
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global correct: 94.5
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average row correct: ['97.6', '73.1']
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IoU: ['94.0', '62.9']
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mean IoU: 78.4
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[epoch: 26]
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train_loss: 0.4246
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lr: 0.008816
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dice coefficient: 0.768
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global correct: 94.6
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average row correct: ['98.0', '71.2']
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IoU: ['94.1', '62.6']
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mean IoU: 78.3
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[epoch: 27]
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train_loss: 0.4180
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lr: 0.008770
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dice coefficient: 0.771
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global correct: 94.6
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average row correct: ['97.9', '72.1']
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IoU: ['94.1', '63.0']
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mean IoU: 78.5
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[epoch: 28]
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train_loss: 0.4408
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lr: 0.008724
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dice coefficient: 0.775
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global correct: 94.5
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average row correct: ['97.3', '75.3']
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IoU: ['93.9', '63.5']
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mean IoU: 78.7
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[epoch: 29]
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train_loss: 0.4323
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lr: 0.008678
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dice coefficient: 0.763
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global correct: 94.5
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average row correct: ['97.9', '70.9']
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IoU: ['93.9', '62.0']
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mean IoU: 78.0
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[epoch: 30]
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train_loss: 0.4144
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lr: 0.008632
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dice coefficient: 0.772
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||
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global correct: 94.3
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||
|
average row correct: ['96.8', '76.9']
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IoU: ['93.7', '63.1']
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mean IoU: 78.4
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|
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[epoch: 31]
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train_loss: 0.4130
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lr: 0.008586
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dice coefficient: 0.776
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global correct: 94.6
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average row correct: ['97.6', '74.0']
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IoU: ['94.0', '63.6']
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mean IoU: 78.8
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[epoch: 32]
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train_loss: 0.4109
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lr: 0.008540
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dice coefficient: 0.776
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global correct: 94.6
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average row correct: ['97.5', '74.8']
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IoU: ['94.0', '63.6']
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mean IoU: 78.8
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[epoch: 33]
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train_loss: 0.4190
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lr: 0.008494
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dice coefficient: 0.779
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global correct: 94.7
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average row correct: ['97.6', '74.3']
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IoU: ['94.1', '64.0']
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mean IoU: 79.1
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[epoch: 34]
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train_loss: 0.4163
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lr: 0.008448
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dice coefficient: 0.773
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global correct: 94.6
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average row correct: ['97.8', '72.6']
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IoU: ['94.1', '63.2']
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mean IoU: 78.6
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[epoch: 35]
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train_loss: 0.4064
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lr: 0.008402
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dice coefficient: 0.775
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global correct: 94.7
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average row correct: ['98.0', '72.1']
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IoU: ['94.2', '63.5']
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mean IoU: 78.8
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[epoch: 36]
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train_loss: 0.3986
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lr: 0.008356
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dice coefficient: 0.785
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global correct: 94.7
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average row correct: ['97.2', '77.1']
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IoU: ['94.1', '64.8']
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mean IoU: 79.4
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[epoch: 37]
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train_loss: 0.3959
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lr: 0.008310
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dice coefficient: 0.784
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global correct: 94.8
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average row correct: ['97.7', '74.9']
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IoU: ['94.3', '64.7']
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mean IoU: 79.5
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[epoch: 38]
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train_loss: 0.4058
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lr: 0.008264
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dice coefficient: 0.786
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global correct: 94.7
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average row correct: ['97.4', '76.4']
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IoU: ['94.2', '64.9']
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mean IoU: 79.5
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[epoch: 39]
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train_loss: 0.3934
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lr: 0.008218
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dice coefficient: 0.786
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global correct: 94.8
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average row correct: ['97.5', '76.2']
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IoU: ['94.2', '64.9']
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mean IoU: 79.5
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|
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[epoch: 40]
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train_loss: 0.3926
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lr: 0.008171
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dice coefficient: 0.783
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global correct: 94.7
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||
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average row correct: ['97.3', '76.4']
|
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IoU: ['94.1', '64.6']
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mean IoU: 79.3
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|
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[epoch: 41]
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train_loss: 0.3880
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lr: 0.008125
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dice coefficient: 0.787
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global correct: 94.8
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average row correct: ['97.6', '75.6']
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IoU: ['94.3', '65.1']
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mean IoU: 79.7
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|
[epoch: 42]
|
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train_loss: 0.3964
|
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|
lr: 0.008079
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|
dice coefficient: 0.788
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|
global correct: 94.8
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||
|
average row correct: ['97.4', '77.1']
|
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|
IoU: ['94.2', '65.3']
|
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mean IoU: 79.7
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|
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|
[epoch: 43]
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train_loss: 0.3980
|
||
|
lr: 0.008032
|
||
|
dice coefficient: 0.787
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|
global correct: 94.7
|
||
|
average row correct: ['97.3', '77.0']
|
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|
IoU: ['94.2', '65.1']
|
||
|
mean IoU: 79.6
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||
|
|
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|
[epoch: 44]
|
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|
train_loss: 0.3846
|
||
|
lr: 0.007986
|
||
|
dice coefficient: 0.787
|
||
|
global correct: 94.7
|
||
|
average row correct: ['97.2', '77.4']
|
||
|
IoU: ['94.1', '65.1']
|
||
|
mean IoU: 79.6
|
||
|
|
||
|
[epoch: 45]
|
||
|
train_loss: 0.3832
|
||
|
lr: 0.007940
|
||
|
dice coefficient: 0.783
|
||
|
global correct: 94.7
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||
|
average row correct: ['97.5', '75.6']
|
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|
IoU: ['94.2', '64.6']
|
||
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mean IoU: 79.4
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||
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|
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|
[epoch: 46]
|
||
|
train_loss: 0.3839
|
||
|
lr: 0.007893
|
||
|
dice coefficient: 0.789
|
||
|
global correct: 94.9
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||
|
average row correct: ['97.6', '76.1']
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IoU: ['94.3', '65.4']
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mean IoU: 79.8
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||
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|
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|
[epoch: 47]
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|
train_loss: 0.3739
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||
|
lr: 0.007847
|
||
|
dice coefficient: 0.789
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||
|
global correct: 94.8
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||
|
average row correct: ['97.4', '76.8']
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IoU: ['94.3', '65.4']
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mean IoU: 79.8
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||
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|
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[epoch: 48]
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train_loss: 0.4064
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||
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lr: 0.007800
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dice coefficient: 0.783
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|
global correct: 94.7
|
||
|
average row correct: ['97.4', '76.0']
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IoU: ['94.1', '64.4']
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mean IoU: 79.3
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||
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|
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|
[epoch: 49]
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train_loss: 0.3878
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||
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lr: 0.007754
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dice coefficient: 0.787
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global correct: 94.7
|
||
|
average row correct: ['97.3', '77.1']
|
||
|
IoU: ['94.2', '65.1']
|
||
|
mean IoU: 79.6
|
||
|
|
||
|
[epoch: 50]
|
||
|
train_loss: 0.3856
|
||
|
lr: 0.007707
|
||
|
dice coefficient: 0.788
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.6', '76.2']
|
||
|
IoU: ['94.3', '65.3']
|
||
|
mean IoU: 79.8
|
||
|
|
||
|
[epoch: 51]
|
||
|
train_loss: 0.3883
|
||
|
lr: 0.007661
|
||
|
dice coefficient: 0.788
|
||
|
global correct: 94.5
|
||
|
average row correct: ['96.5', '80.7']
|
||
|
IoU: ['93.9', '65.2']
|
||
|
mean IoU: 79.5
|
||
|
|
||
|
[epoch: 52]
|
||
|
train_loss: 0.3965
|
||
|
lr: 0.007614
|
||
|
dice coefficient: 0.791
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.2', '78.1']
|
||
|
IoU: ['94.2', '65.5']
|
||
|
mean IoU: 79.9
|
||
|
|
||
|
[epoch: 53]
|
||
|
train_loss: 0.3851
|
||
|
lr: 0.007567
|
||
|
dice coefficient: 0.793
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.4', '77.5']
|
||
|
IoU: ['94.3', '65.9']
|
||
|
mean IoU: 80.1
|
||
|
|
||
|
[epoch: 54]
|
||
|
train_loss: 0.3859
|
||
|
lr: 0.007521
|
||
|
dice coefficient: 0.790
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.6', '76.2']
|
||
|
IoU: ['94.3', '65.5']
|
||
|
mean IoU: 79.9
|
||
|
|
||
|
[epoch: 55]
|
||
|
train_loss: 0.3801
|
||
|
lr: 0.007474
|
||
|
dice coefficient: 0.790
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.4', '77.2']
|
||
|
IoU: ['94.3', '65.5']
|
||
|
mean IoU: 79.9
|
||
|
|
||
|
[epoch: 56]
|
||
|
train_loss: 0.3928
|
||
|
lr: 0.007427
|
||
|
dice coefficient: 0.786
|
||
|
global correct: 94.9
|
||
|
average row correct: ['98.0', '73.7']
|
||
|
IoU: ['94.4', '64.9']
|
||
|
mean IoU: 79.7
|
||
|
|
||
|
[epoch: 57]
|
||
|
train_loss: 0.3930
|
||
|
lr: 0.007381
|
||
|
dice coefficient: 0.790
|
||
|
global correct: 94.6
|
||
|
average row correct: ['96.8', '79.6']
|
||
|
IoU: ['94.0', '65.4']
|
||
|
mean IoU: 79.7
|
||
|
|
||
|
[epoch: 58]
|
||
|
train_loss: 0.3738
|
||
|
lr: 0.007334
|
||
|
dice coefficient: 0.789
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.8', '75.0']
|
||
|
IoU: ['94.4', '65.4']
|
||
|
mean IoU: 79.9
|
||
|
|
||
|
[epoch: 59]
|
||
|
train_loss: 0.3706
|
||
|
lr: 0.007287
|
||
|
dice coefficient: 0.795
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.1', '79.5']
|
||
|
IoU: ['94.2', '66.1']
|
||
|
mean IoU: 80.2
|
||
|
|
||
|
[epoch: 60]
|
||
|
train_loss: 0.3783
|
||
|
lr: 0.007240
|
||
|
dice coefficient: 0.795
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.7', '76.7']
|
||
|
IoU: ['94.5', '66.2']
|
||
|
mean IoU: 80.3
|
||
|
|
||
|
[epoch: 61]
|
||
|
train_loss: 0.3656
|
||
|
lr: 0.007193
|
||
|
dice coefficient: 0.792
|
||
|
global correct: 95.1
|
||
|
average row correct: ['98.0', '74.6']
|
||
|
IoU: ['94.5', '65.7']
|
||
|
mean IoU: 80.1
|
||
|
|
||
|
[epoch: 62]
|
||
|
train_loss: 0.3773
|
||
|
lr: 0.007146
|
||
|
dice coefficient: 0.796
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.7', '76.6']
|
||
|
IoU: ['94.5', '66.3']
|
||
|
mean IoU: 80.4
|
||
|
|
||
|
[epoch: 63]
|
||
|
train_loss: 0.3703
|
||
|
lr: 0.007099
|
||
|
dice coefficient: 0.796
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.9', '75.8']
|
||
|
IoU: ['94.6', '66.2']
|
||
|
mean IoU: 80.4
|
||
|
|
||
|
[epoch: 64]
|
||
|
train_loss: 0.3630
|
||
|
lr: 0.007052
|
||
|
dice coefficient: 0.794
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.1', '79.4']
|
||
|
IoU: ['94.2', '66.0']
|
||
|
mean IoU: 80.1
|
||
|
|
||
|
[epoch: 65]
|
||
|
train_loss: 0.3680
|
||
|
lr: 0.007005
|
||
|
dice coefficient: 0.797
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.7', '76.8']
|
||
|
IoU: ['94.5', '66.4']
|
||
|
mean IoU: 80.5
|
||
|
|
||
|
[epoch: 66]
|
||
|
train_loss: 0.3557
|
||
|
lr: 0.006958
|
||
|
dice coefficient: 0.799
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.5', '77.9']
|
||
|
IoU: ['94.5', '66.7']
|
||
|
mean IoU: 80.6
|
||
|
|
||
|
[epoch: 67]
|
||
|
train_loss: 0.3759
|
||
|
lr: 0.006911
|
||
|
dice coefficient: 0.796
|
||
|
global correct: 94.8
|
||
|
average row correct: ['97.0', '80.0']
|
||
|
IoU: ['94.2', '66.3']
|
||
|
mean IoU: 80.2
|
||
|
|
||
|
[epoch: 68]
|
||
|
train_loss: 0.3638
|
||
|
lr: 0.006864
|
||
|
dice coefficient: 0.790
|
||
|
global correct: 95.0
|
||
|
average row correct: ['98.0', '74.3']
|
||
|
IoU: ['94.5', '65.4']
|
||
|
mean IoU: 79.9
|
||
|
|
||
|
[epoch: 69]
|
||
|
train_loss: 0.3540
|
||
|
lr: 0.006817
|
||
|
dice coefficient: 0.796
|
||
|
global correct: 94.6
|
||
|
average row correct: ['96.3', '83.0']
|
||
|
IoU: ['94.0', '66.2']
|
||
|
mean IoU: 80.1
|
||
|
|
||
|
[epoch: 70]
|
||
|
train_loss: 0.3602
|
||
|
lr: 0.006770
|
||
|
dice coefficient: 0.798
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.1', '79.7']
|
||
|
IoU: ['94.3', '66.6']
|
||
|
mean IoU: 80.4
|
||
|
|
||
|
[epoch: 71]
|
||
|
train_loss: 0.3597
|
||
|
lr: 0.006722
|
||
|
dice coefficient: 0.797
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.6', '77.2']
|
||
|
IoU: ['94.5', '66.5']
|
||
|
mean IoU: 80.5
|
||
|
|
||
|
[epoch: 72]
|
||
|
train_loss: 0.3618
|
||
|
lr: 0.006675
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.5', '78.8']
|
||
|
IoU: ['94.5', '67.1']
|
||
|
mean IoU: 80.8
|
||
|
|
||
|
[epoch: 73]
|
||
|
train_loss: 0.3582
|
||
|
lr: 0.006628
|
||
|
dice coefficient: 0.803
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.4', '79.3']
|
||
|
IoU: ['94.5', '67.2']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 74]
|
||
|
train_loss: 0.3624
|
||
|
lr: 0.006580
|
||
|
dice coefficient: 0.800
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.7', '77.3']
|
||
|
IoU: ['94.6', '66.8']
|
||
|
mean IoU: 80.7
|
||
|
|
||
|
[epoch: 75]
|
||
|
train_loss: 0.3648
|
||
|
lr: 0.006533
|
||
|
dice coefficient: 0.795
|
||
|
global correct: 95.1
|
||
|
average row correct: ['98.2', '74.5']
|
||
|
IoU: ['94.6', '66.1']
|
||
|
mean IoU: 80.4
|
||
|
|
||
|
[epoch: 76]
|
||
|
train_loss: 0.3553
|
||
|
lr: 0.006486
|
||
|
dice coefficient: 0.801
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.3', '79.6']
|
||
|
IoU: ['94.4', '67.0']
|
||
|
mean IoU: 80.7
|
||
|
|
||
|
[epoch: 77]
|
||
|
train_loss: 0.3632
|
||
|
lr: 0.006438
|
||
|
dice coefficient: 0.796
|
||
|
global correct: 94.6
|
||
|
average row correct: ['96.5', '82.2']
|
||
|
IoU: ['94.0', '66.1']
|
||
|
mean IoU: 80.1
|
||
|
|
||
|
[epoch: 78]
|
||
|
train_loss: 0.3511
|
||
|
lr: 0.006391
|
||
|
dice coefficient: 0.801
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.9', '76.5']
|
||
|
IoU: ['94.7', '67.0']
|
||
|
mean IoU: 80.8
|
||
|
|
||
|
[epoch: 79]
|
||
|
train_loss: 0.3602
|
||
|
lr: 0.006343
|
||
|
dice coefficient: 0.803
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.8', '77.4']
|
||
|
IoU: ['94.7', '67.2']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 80]
|
||
|
train_loss: 0.3585
|
||
|
lr: 0.006295
|
||
|
dice coefficient: 0.801
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.0', '80.8']
|
||
|
IoU: ['94.3', '67.0']
|
||
|
mean IoU: 80.7
|
||
|
|
||
|
[epoch: 81]
|
||
|
train_loss: 0.3543
|
||
|
lr: 0.006248
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.5', '78.6']
|
||
|
IoU: ['94.6', '67.1']
|
||
|
mean IoU: 80.8
|
||
|
|
||
|
[epoch: 82]
|
||
|
train_loss: 0.3689
|
||
|
lr: 0.006200
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.3', '79.8']
|
||
|
IoU: ['94.5', '67.4']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 83]
|
||
|
train_loss: 0.3588
|
||
|
lr: 0.006152
|
||
|
dice coefficient: 0.803
|
||
|
global correct: 94.9
|
||
|
average row correct: ['96.9', '81.6']
|
||
|
IoU: ['94.3', '67.2']
|
||
|
mean IoU: 80.8
|
||
|
|
||
|
[epoch: 84]
|
||
|
train_loss: 0.3640
|
||
|
lr: 0.006105
|
||
|
dice coefficient: 0.798
|
||
|
global correct: 94.9
|
||
|
average row correct: ['97.3', '78.9']
|
||
|
IoU: ['94.4', '66.4']
|
||
|
mean IoU: 80.4
|
||
|
|
||
|
[epoch: 85]
|
||
|
train_loss: 0.3635
|
||
|
lr: 0.006057
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.7', '77.7']
|
||
|
IoU: ['94.6', '67.1']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 86]
|
||
|
train_loss: 0.3441
|
||
|
lr: 0.006009
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.2
|
||
|
average row correct: ['98.0', '76.1']
|
||
|
IoU: ['94.7', '67.0']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 87]
|
||
|
train_loss: 0.3553
|
||
|
lr: 0.005961
|
||
|
dice coefficient: 0.806
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.4', '79.8']
|
||
|
IoU: ['94.6', '67.6']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 88]
|
||
|
train_loss: 0.3558
|
||
|
lr: 0.005913
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.2', '80.4']
|
||
|
IoU: ['94.5', '67.4']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 89]
|
||
|
train_loss: 0.3638
|
||
|
lr: 0.005865
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.6', '78.5']
|
||
|
IoU: ['94.6', '67.3']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 90]
|
||
|
train_loss: 0.3546
|
||
|
lr: 0.005817
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.6', '78.5']
|
||
|
IoU: ['94.6', '67.3']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 91]
|
||
|
train_loss: 0.3587
|
||
|
lr: 0.005769
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.0', '81.0']
|
||
|
IoU: ['94.4', '67.3']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 92]
|
||
|
train_loss: 0.3546
|
||
|
lr: 0.005721
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.0', '81.2']
|
||
|
IoU: ['94.4', '67.3']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 93]
|
||
|
train_loss: 0.3505
|
||
|
lr: 0.005673
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.6', '78.4']
|
||
|
IoU: ['94.6', '67.3']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 94]
|
||
|
train_loss: 0.3545
|
||
|
lr: 0.005625
|
||
|
dice coefficient: 0.803
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.2', '80.2']
|
||
|
IoU: ['94.5', '67.2']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 95]
|
||
|
train_loss: 0.3497
|
||
|
lr: 0.005577
|
||
|
dice coefficient: 0.806
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.8', '78.0']
|
||
|
IoU: ['94.7', '67.6']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 96]
|
||
|
train_loss: 0.3476
|
||
|
lr: 0.005528
|
||
|
dice coefficient: 0.806
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.4', '79.9']
|
||
|
IoU: ['94.6', '67.7']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 97]
|
||
|
train_loss: 0.3479
|
||
|
lr: 0.005480
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.0
|
||
|
average row correct: ['96.9', '81.8']
|
||
|
IoU: ['94.4', '67.5']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 98]
|
||
|
train_loss: 0.3563
|
||
|
lr: 0.005432
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.2', '80.6']
|
||
|
IoU: ['94.6', '67.8']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 99]
|
||
|
train_loss: 0.3444
|
||
|
lr: 0.005383
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.7', '78.2']
|
||
|
IoU: ['94.7', '67.5']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 100]
|
||
|
train_loss: 0.3419
|
||
|
lr: 0.005335
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.2', '80.4']
|
||
|
IoU: ['94.5', '67.5']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 101]
|
||
|
train_loss: 0.3504
|
||
|
lr: 0.005286
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 95.0
|
||
|
average row correct: ['96.9', '82.1']
|
||
|
IoU: ['94.4', '67.7']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 102]
|
||
|
train_loss: 0.3511
|
||
|
lr: 0.005238
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.2', '79.7']
|
||
|
IoU: ['94.4', '67.0']
|
||
|
mean IoU: 80.7
|
||
|
|
||
|
[epoch: 103]
|
||
|
train_loss: 0.3431
|
||
|
lr: 0.005189
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 95.2
|
||
|
average row correct: ['98.0', '76.5']
|
||
|
IoU: ['94.7', '67.1']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 104]
|
||
|
train_loss: 0.3453
|
||
|
lr: 0.005140
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.7', '78.0']
|
||
|
IoU: ['94.7', '67.5']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 105]
|
||
|
train_loss: 0.3475
|
||
|
lr: 0.005092
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.0
|
||
|
average row correct: ['97.0', '81.2']
|
||
|
IoU: ['94.4', '67.5']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 106]
|
||
|
train_loss: 0.3434
|
||
|
lr: 0.005043
|
||
|
dice coefficient: 0.806
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.4', '79.7']
|
||
|
IoU: ['94.6', '67.6']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 107]
|
||
|
train_loss: 0.3426
|
||
|
lr: 0.004994
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.6', '78.8']
|
||
|
IoU: ['94.7', '67.8']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 108]
|
||
|
train_loss: 0.3372
|
||
|
lr: 0.004945
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 95.0
|
||
|
average row correct: ['96.9', '82.1']
|
||
|
IoU: ['94.4', '67.8']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 109]
|
||
|
train_loss: 0.3474
|
||
|
lr: 0.004896
|
||
|
dice coefficient: 0.805
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.5', '79.1']
|
||
|
IoU: ['94.6', '67.5']
|
||
|
mean IoU: 81.1
|
||
|
|
||
|
[epoch: 110]
|
||
|
train_loss: 0.3393
|
||
|
lr: 0.004847
|
||
|
dice coefficient: 0.804
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.4', '79.4']
|
||
|
IoU: ['94.5', '67.3']
|
||
|
mean IoU: 80.9
|
||
|
|
||
|
[epoch: 111]
|
||
|
train_loss: 0.3381
|
||
|
lr: 0.004798
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '79.9']
|
||
|
IoU: ['94.6', '67.8']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 112]
|
||
|
train_loss: 0.3464
|
||
|
lr: 0.004749
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '80.4']
|
||
|
IoU: ['94.6', '68.0']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 113]
|
||
|
train_loss: 0.3397
|
||
|
lr: 0.004700
|
||
|
dice coefficient: 0.806
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.8', '77.7']
|
||
|
IoU: ['94.8', '67.7']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 114]
|
||
|
train_loss: 0.3409
|
||
|
lr: 0.004651
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.0', '81.7']
|
||
|
IoU: ['94.5', '67.9']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 115]
|
||
|
train_loss: 0.3396
|
||
|
lr: 0.004601
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.5', '79.8']
|
||
|
IoU: ['94.7', '68.1']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 116]
|
||
|
train_loss: 0.3402
|
||
|
lr: 0.004552
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.5', '79.8']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 117]
|
||
|
train_loss: 0.3444
|
||
|
lr: 0.004503
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.0', '82.2']
|
||
|
IoU: ['94.5', '68.2']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 118]
|
||
|
train_loss: 0.3391
|
||
|
lr: 0.004453
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.1', '81.7']
|
||
|
IoU: ['94.5', '68.0']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 119]
|
||
|
train_loss: 0.3360
|
||
|
lr: 0.004404
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.5']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 120]
|
||
|
train_loss: 0.3418
|
||
|
lr: 0.004354
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '80.6']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 121]
|
||
|
train_loss: 0.3308
|
||
|
lr: 0.004304
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.2', '81.1']
|
||
|
IoU: ['94.6', '68.0']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 122]
|
||
|
train_loss: 0.3440
|
||
|
lr: 0.004255
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.2']
|
||
|
IoU: ['94.6', '67.9']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 123]
|
||
|
train_loss: 0.3344
|
||
|
lr: 0.004205
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '80.8']
|
||
|
IoU: ['94.6', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 124]
|
||
|
train_loss: 0.3282
|
||
|
lr: 0.004155
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.7']
|
||
|
IoU: ['94.7', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 125]
|
||
|
train_loss: 0.3342
|
||
|
lr: 0.004105
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.5', '79.7']
|
||
|
IoU: ['94.7', '68.1']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 126]
|
||
|
train_loss: 0.3411
|
||
|
lr: 0.004055
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.5', '79.7']
|
||
|
IoU: ['94.7', '68.0']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 127]
|
||
|
train_loss: 0.3415
|
||
|
lr: 0.004005
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.6', '79.2']
|
||
|
IoU: ['94.7', '68.0']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 128]
|
||
|
train_loss: 0.3360
|
||
|
lr: 0.003955
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.8', '78.3']
|
||
|
IoU: ['94.8', '67.8']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 129]
|
||
|
train_loss: 0.3323
|
||
|
lr: 0.003905
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.0
|
||
|
average row correct: ['96.9', '82.2']
|
||
|
IoU: ['94.5', '67.9']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 130]
|
||
|
train_loss: 0.3427
|
||
|
lr: 0.003855
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 94.9
|
||
|
average row correct: ['96.7', '83.2']
|
||
|
IoU: ['94.3', '67.7']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 131]
|
||
|
train_loss: 0.3402
|
||
|
lr: 0.003804
|
||
|
dice coefficient: 0.808
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.0', '82.0']
|
||
|
IoU: ['94.5', '67.9']
|
||
|
mean IoU: 81.2
|
||
|
|
||
|
[epoch: 132]
|
||
|
train_loss: 0.3388
|
||
|
lr: 0.003754
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '80.7']
|
||
|
IoU: ['94.6', '68.0']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 133]
|
||
|
train_loss: 0.3366
|
||
|
lr: 0.003704
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 94.8
|
||
|
average row correct: ['96.4', '83.4']
|
||
|
IoU: ['94.2', '67.1']
|
||
|
mean IoU: 80.6
|
||
|
|
||
|
[epoch: 134]
|
||
|
train_loss: 0.3347
|
||
|
lr: 0.003653
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '80.7']
|
||
|
IoU: ['94.6', '68.0']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 135]
|
||
|
train_loss: 0.3405
|
||
|
lr: 0.003602
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.2']
|
||
|
IoU: ['94.6', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 136]
|
||
|
train_loss: 0.3342
|
||
|
lr: 0.003552
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.1']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 137]
|
||
|
train_loss: 0.3309
|
||
|
lr: 0.003501
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.5', '80.2']
|
||
|
IoU: ['94.8', '68.4']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 138]
|
||
|
train_loss: 0.3281
|
||
|
lr: 0.003450
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.5', '79.8']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 139]
|
||
|
train_loss: 0.3283
|
||
|
lr: 0.003399
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.6']
|
||
|
IoU: ['94.6', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 140]
|
||
|
train_loss: 0.3344
|
||
|
lr: 0.003348
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.5', '80.1']
|
||
|
IoU: ['94.7', '68.4']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 141]
|
||
|
train_loss: 0.3331
|
||
|
lr: 0.003297
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.7', '78.8']
|
||
|
IoU: ['94.8', '68.2']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 142]
|
||
|
train_loss: 0.3339
|
||
|
lr: 0.003246
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.0']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 143]
|
||
|
train_loss: 0.3274
|
||
|
lr: 0.003194
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.1', '81.7']
|
||
|
IoU: ['94.6', '68.1']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 144]
|
||
|
train_loss: 0.3410
|
||
|
lr: 0.003143
|
||
|
dice coefficient: 0.807
|
||
|
global correct: 94.9
|
||
|
average row correct: ['96.3', '84.7']
|
||
|
IoU: ['94.2', '67.7']
|
||
|
mean IoU: 81.0
|
||
|
|
||
|
[epoch: 145]
|
||
|
train_loss: 0.3397
|
||
|
lr: 0.003092
|
||
|
dice coefficient: 0.802
|
||
|
global correct: 94.7
|
||
|
average row correct: ['96.1', '84.9']
|
||
|
IoU: ['94.0', '67.0']
|
||
|
mean IoU: 80.5
|
||
|
|
||
|
[epoch: 146]
|
||
|
train_loss: 0.3273
|
||
|
lr: 0.003040
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 147]
|
||
|
train_loss: 0.3300
|
||
|
lr: 0.002988
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.9', '82.7']
|
||
|
IoU: ['94.5', '68.2']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 148]
|
||
|
train_loss: 0.3318
|
||
|
lr: 0.002937
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.3']
|
||
|
IoU: ['94.6', '68.3']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 149]
|
||
|
train_loss: 0.3350
|
||
|
lr: 0.002885
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.5', '80.1']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 150]
|
||
|
train_loss: 0.3335
|
||
|
lr: 0.002833
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.4']
|
||
|
IoU: ['94.7', '68.2']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 151]
|
||
|
train_loss: 0.3259
|
||
|
lr: 0.002781
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.1', '81.9']
|
||
|
IoU: ['94.6', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 152]
|
||
|
train_loss: 0.3304
|
||
|
lr: 0.002728
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['97.1', '81.6']
|
||
|
IoU: ['94.6', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 153]
|
||
|
train_loss: 0.3352
|
||
|
lr: 0.002676
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.6']
|
||
|
IoU: ['94.7', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 154]
|
||
|
train_loss: 0.3272
|
||
|
lr: 0.002624
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.0']
|
||
|
IoU: ['94.6', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 155]
|
||
|
train_loss: 0.3339
|
||
|
lr: 0.002571
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.6']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 156]
|
||
|
train_loss: 0.3288
|
||
|
lr: 0.002519
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '80.5']
|
||
|
IoU: ['94.7', '68.4']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 157]
|
||
|
train_loss: 0.3247
|
||
|
lr: 0.002466
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.0']
|
||
|
IoU: ['94.7', '68.4']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 158]
|
||
|
train_loss: 0.3381
|
||
|
lr: 0.002413
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 159]
|
||
|
train_loss: 0.3318
|
||
|
lr: 0.002360
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.0', '82.8']
|
||
|
IoU: ['94.6', '68.5']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 160]
|
||
|
train_loss: 0.3281
|
||
|
lr: 0.002307
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.3', '81.1']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.7
|
||
|
|
||
|
[epoch: 161]
|
||
|
train_loss: 0.3322
|
||
|
lr: 0.002253
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '80.9']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.7
|
||
|
|
||
|
[epoch: 162]
|
||
|
train_loss: 0.3288
|
||
|
lr: 0.002200
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '81.8']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 163]
|
||
|
train_loss: 0.3301
|
||
|
lr: 0.002146
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.4', '80.5']
|
||
|
IoU: ['94.7', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 164]
|
||
|
train_loss: 0.3272
|
||
|
lr: 0.002093
|
||
|
dice coefficient: 0.809
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.7', '78.6']
|
||
|
IoU: ['94.8', '68.0']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 165]
|
||
|
train_loss: 0.3313
|
||
|
lr: 0.002039
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.6', '79.8']
|
||
|
IoU: ['94.8', '68.3']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 166]
|
||
|
train_loss: 0.3281
|
||
|
lr: 0.001985
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '81.8']
|
||
|
IoU: ['94.6', '68.3']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 167]
|
||
|
train_loss: 0.3335
|
||
|
lr: 0.001930
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '82.0']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 168]
|
||
|
train_loss: 0.3280
|
||
|
lr: 0.001876
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.3', '81.2']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 169]
|
||
|
train_loss: 0.3346
|
||
|
lr: 0.001822
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '81.0']
|
||
|
IoU: ['94.8', '68.6']
|
||
|
mean IoU: 81.7
|
||
|
|
||
|
[epoch: 170]
|
||
|
train_loss: 0.3314
|
||
|
lr: 0.001767
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.1']
|
||
|
IoU: ['94.6', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 171]
|
||
|
train_loss: 0.3287
|
||
|
lr: 0.001712
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.1']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 172]
|
||
|
train_loss: 0.3258
|
||
|
lr: 0.001657
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.0']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 173]
|
||
|
train_loss: 0.3413
|
||
|
lr: 0.001601
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.3']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 174]
|
||
|
train_loss: 0.3314
|
||
|
lr: 0.001546
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.0', '82.6']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 175]
|
||
|
train_loss: 0.3314
|
||
|
lr: 0.001490
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.9', '83.0']
|
||
|
IoU: ['94.6', '68.5']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 176]
|
||
|
train_loss: 0.3302
|
||
|
lr: 0.001434
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.0']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 177]
|
||
|
train_loss: 0.3378
|
||
|
lr: 0.001378
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '81.0']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.7
|
||
|
|
||
|
[epoch: 178]
|
||
|
train_loss: 0.3316
|
||
|
lr: 0.001321
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.3', '81.0']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 179]
|
||
|
train_loss: 0.3241
|
||
|
lr: 0.001265
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.5']
|
||
|
IoU: ['94.7', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 180]
|
||
|
train_loss: 0.3229
|
||
|
lr: 0.001208
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.9', '82.8']
|
||
|
IoU: ['94.5', '68.2']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 181]
|
||
|
train_loss: 0.3339
|
||
|
lr: 0.001150
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.8', '83.2']
|
||
|
IoU: ['94.5', '68.1']
|
||
|
mean IoU: 81.3
|
||
|
|
||
|
[epoch: 182]
|
||
|
train_loss: 0.3231
|
||
|
lr: 0.001093
|
||
|
dice coefficient: 0.810
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.9', '82.8']
|
||
|
IoU: ['94.5', '68.2']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 183]
|
||
|
train_loss: 0.3320
|
||
|
lr: 0.001035
|
||
|
dice coefficient: 0.811
|
||
|
global correct: 95.1
|
||
|
average row correct: ['96.9', '82.6']
|
||
|
IoU: ['94.5', '68.3']
|
||
|
mean IoU: 81.4
|
||
|
|
||
|
[epoch: 184]
|
||
|
train_loss: 0.3238
|
||
|
lr: 0.000976
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.6', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 185]
|
||
|
train_loss: 0.3318
|
||
|
lr: 0.000917
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.3', '81.0']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 186]
|
||
|
train_loss: 0.3272
|
||
|
lr: 0.000858
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '80.5']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 187]
|
||
|
train_loss: 0.3309
|
||
|
lr: 0.000799
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.4', '80.8']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 188]
|
||
|
train_loss: 0.3290
|
||
|
lr: 0.000738
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.3']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 189]
|
||
|
train_loss: 0.3338
|
||
|
lr: 0.000678
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.1']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 190]
|
||
|
train_loss: 0.3240
|
||
|
lr: 0.000616
|
||
|
dice coefficient: 0.812
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.1', '82.0']
|
||
|
IoU: ['94.6', '68.4']
|
||
|
mean IoU: 81.5
|
||
|
|
||
|
[epoch: 191]
|
||
|
train_loss: 0.3227
|
||
|
lr: 0.000554
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 192]
|
||
|
train_loss: 0.3224
|
||
|
lr: 0.000492
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.4']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 193]
|
||
|
train_loss: 0.3254
|
||
|
lr: 0.000428
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.3
|
||
|
average row correct: ['97.3', '81.3']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 194]
|
||
|
train_loss: 0.3269
|
||
|
lr: 0.000363
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.3', '81.4']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 195]
|
||
|
train_loss: 0.3352
|
||
|
lr: 0.000297
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.9']
|
||
|
IoU: ['94.7', '68.5']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 196]
|
||
|
train_loss: 0.3217
|
||
|
lr: 0.000229
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 197]
|
||
|
train_loss: 0.3253
|
||
|
lr: 0.000159
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.7']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 198]
|
||
|
train_loss: 0.3281
|
||
|
lr: 0.000085
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.6']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|
||
|
[epoch: 199]
|
||
|
train_loss: 0.3214
|
||
|
lr: 0.000000
|
||
|
dice coefficient: 0.813
|
||
|
global correct: 95.2
|
||
|
average row correct: ['97.2', '81.5']
|
||
|
IoU: ['94.7', '68.6']
|
||
|
mean IoU: 81.6
|
||
|
|