Diff of /results/VNet.txt [000000] .. [903821]

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Epoch:[1/160] train_loss: 0.670 valid_loss: 0.559
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train_dice: 0.337 valid_dice: 0.192
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Epoch:[2/160] train_loss: 0.522 valid_loss: 0.567
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train_dice: 0.317 valid_dice: 0.143
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Epoch:[3/160] train_loss: 0.447 valid_loss: 0.711
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train_dice: 0.552 valid_dice: 0.568
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Epoch:[4/160] train_loss: 0.392 valid_loss: 0.433
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train_dice: 0.632 valid_dice: 0.632
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Epoch:[5/160] train_loss: 0.371 valid_loss: 0.350
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train_dice: 0.649 valid_dice: 0.626
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Epoch:[6/160] train_loss: 0.314 valid_loss: 0.480
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train_dice: 0.711 valid_dice: 0.690
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Epoch:[7/160] train_loss: 0.302 valid_loss: 0.431
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train_dice: 0.732 valid_dice: 0.584
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Epoch:[8/160] train_loss: 0.279 valid_loss: 0.254
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train_dice: 0.749 valid_dice: 0.753
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Epoch:[9/160] train_loss: 0.246 valid_loss: 0.223
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train_dice: 0.785 valid_dice: 0.799
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Epoch:[10/160] train_loss: 0.229 valid_loss: 0.224
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train_dice: 0.802 valid_dice: 0.811
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Epoch:[11/160] train_loss: 0.204 valid_loss: 0.492
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train_dice: 0.822 valid_dice: 0.477
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Epoch:[12/160] train_loss: 0.197 valid_loss: 0.208
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train_dice: 0.829 valid_dice: 0.821
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Epoch:[13/160] train_loss: 0.182 valid_loss: 0.175
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train_dice: 0.841 valid_dice: 0.847
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Epoch:[14/160] train_loss: 0.169 valid_loss: 0.131
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train_dice: 0.863 valid_dice: 0.889
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Epoch:[15/160] train_loss: 0.161 valid_loss: 0.163
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train_dice: 0.865 valid_dice: 0.855
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Epoch:[16/160] train_loss: 0.145 valid_loss: 0.119
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train_dice: 0.878 valid_dice: 0.898
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Epoch:[17/160] train_loss: 0.147 valid_loss: 0.163
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train_dice: 0.876 valid_dice: 0.867
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Epoch:[18/160] train_loss: 0.142 valid_loss: 0.138
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train_dice: 0.877 valid_dice: 0.889
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Epoch:[19/160] train_loss: 0.126 valid_loss: 0.115
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train_dice: 0.895 valid_dice: 0.905
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Epoch:[20/160] train_loss: 0.126 valid_loss: 0.107
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train_dice: 0.893 valid_dice: 0.910
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Epoch:[21/160] train_loss: 0.127 valid_loss: 0.104
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train_dice: 0.898 valid_dice: 0.912
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Epoch:[22/160] train_loss: 0.123 valid_loss: 0.109
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train_dice: 0.896 valid_dice: 0.905
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Epoch:[23/160] train_loss: 0.121 valid_loss: 0.113
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train_dice: 0.897 valid_dice: 0.901
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Epoch:[24/160] train_loss: 0.106 valid_loss: 0.093
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train_dice: 0.907 valid_dice: 0.921
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Epoch:[25/160] train_loss: 0.117 valid_loss: 0.448
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train_dice: 0.899 valid_dice: 0.604
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Epoch:[26/160] train_loss: 0.114 valid_loss: 0.121
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train_dice: 0.905 valid_dice: 0.892
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Epoch:[27/160] train_loss: 0.121 valid_loss: 0.132
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train_dice: 0.900 valid_dice: 0.888
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Epoch:[28/160] train_loss: 0.115 valid_loss: 0.111
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train_dice: 0.904 valid_dice: 0.902
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Epoch:[29/160] train_loss: 0.108 valid_loss: 0.092
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train_dice: 0.908 valid_dice: 0.922
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Epoch:[30/160] train_loss: 0.110 valid_loss: 0.099
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train_dice: 0.903 valid_dice: 0.915
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Epoch:[31/160] train_loss: 0.097 valid_loss: 0.105
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train_dice: 0.917 valid_dice: 0.909
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Epoch:[32/160] train_loss: 0.110 valid_loss: 0.091
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train_dice: 0.910 valid_dice: 0.923
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Epoch:[33/160] train_loss: 0.106 valid_loss: 0.094
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train_dice: 0.915 valid_dice: 0.920
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Epoch:[34/160] train_loss: 0.107 valid_loss: 0.106
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train_dice: 0.904 valid_dice: 0.914
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Epoch:[35/160] train_loss: 0.099 valid_loss: 0.100
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train_dice: 0.917 valid_dice: 0.917
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Epoch:[36/160] train_loss: 0.102 valid_loss: 0.089
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train_dice: 0.904 valid_dice: 0.922
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Epoch:[37/160] train_loss: 0.100 valid_loss: 0.107
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train_dice: 0.914 valid_dice: 0.906
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Epoch:[38/160] train_loss: 0.102 valid_loss: 0.105
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train_dice: 0.909 valid_dice: 0.912
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Epoch:[39/160] train_loss: 0.098 valid_loss: 0.099
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train_dice: 0.912 valid_dice: 0.915
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Epoch:[40/160] train_loss: 0.093 valid_loss: 0.090
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train_dice: 0.920 valid_dice: 0.921
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Epoch:[41/160] train_loss: 0.100 valid_loss: 0.092
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train_dice: 0.906 valid_dice: 0.920
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Epoch:[42/160] train_loss: 0.099 valid_loss: 0.101
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train_dice: 0.919 valid_dice: 0.910
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Epoch:[43/160] train_loss: 0.094 valid_loss: 0.088
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train_dice: 0.918 valid_dice: 0.922
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Epoch:[44/160] train_loss: 0.088 valid_loss: 0.089
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train_dice: 0.923 valid_dice: 0.923
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Epoch:[45/160] train_loss: 0.091 valid_loss: 0.087
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train_dice: 0.915 valid_dice: 0.926
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Epoch:[46/160] train_loss: 0.093 valid_loss: 0.100
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train_dice: 0.919 valid_dice: 0.915
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Epoch:[47/160] train_loss: 0.090 valid_loss: 0.090
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train_dice: 0.918 valid_dice: 0.920
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Epoch:[48/160] train_loss: 0.087 valid_loss: 0.099
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train_dice: 0.924 valid_dice: 0.914
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Epoch:[49/160] train_loss: 0.098 valid_loss: 0.090
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train_dice: 0.910 valid_dice: 0.927
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Epoch:[50/160] train_loss: 0.082 valid_loss: 0.083
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train_dice: 0.928 valid_dice: 0.927
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Epoch:[51/160] train_loss: 0.088 valid_loss: 0.088
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train_dice: 0.926 valid_dice: 0.925
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Epoch:[52/160] train_loss: 0.082 valid_loss: 0.088
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train_dice: 0.929 valid_dice: 0.923
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Epoch:[53/160] train_loss: 0.091 valid_loss: 0.088
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train_dice: 0.925 valid_dice: 0.924
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Epoch:[54/160] train_loss: 0.083 valid_loss: 0.090
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train_dice: 0.931 valid_dice: 0.922
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Epoch:[55/160] train_loss: 0.084 valid_loss: 0.090
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train_dice: 0.929 valid_dice: 0.921
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Epoch:[56/160] train_loss: 0.085 valid_loss: 0.090
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train_dice: 0.921 valid_dice: 0.920
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Epoch:[57/160] train_loss: 0.083 valid_loss: 0.089
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train_dice: 0.927 valid_dice: 0.926
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Epoch:[58/160] train_loss: 0.080 valid_loss: 0.084
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train_dice: 0.929 valid_dice: 0.929
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Epoch:[59/160] train_loss: 0.083 valid_loss: 0.083
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train_dice: 0.931 valid_dice: 0.929
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Epoch:[60/160] train_loss: 0.081 valid_loss: 0.096
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train_dice: 0.932 valid_dice: 0.917
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Epoch:[61/160] train_loss: 0.084 valid_loss: 0.085
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train_dice: 0.926 valid_dice: 0.927
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Epoch:[62/160] train_loss: 0.081 valid_loss: 0.089
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train_dice: 0.930 valid_dice: 0.924
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Epoch:[63/160] train_loss: 0.078 valid_loss: 0.092
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train_dice: 0.930 valid_dice: 0.920
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Epoch:[64/160] train_loss: 0.087 valid_loss: 0.108
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train_dice: 0.925 valid_dice: 0.909
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Epoch:[65/160] train_loss: 0.086 valid_loss: 0.091
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train_dice: 0.926 valid_dice: 0.922
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Epoch:[66/160] train_loss: 0.091 valid_loss: 0.142
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train_dice: 0.921 valid_dice: 0.872
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Epoch:[67/160] train_loss: 0.088 valid_loss: 0.091
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train_dice: 0.923 valid_dice: 0.924
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Epoch:[68/160] train_loss: 0.081 valid_loss: 0.086
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train_dice: 0.928 valid_dice: 0.926
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Epoch:[69/160] train_loss: 0.083 valid_loss: 0.080
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train_dice: 0.925 valid_dice: 0.931
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Epoch:[70/160] train_loss: 0.083 valid_loss: 0.087
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train_dice: 0.928 valid_dice: 0.927
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Epoch:[71/160] train_loss: 0.089 valid_loss: 0.080
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train_dice: 0.920 valid_dice: 0.934
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Epoch:[72/160] train_loss: 0.083 valid_loss: 0.081
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train_dice: 0.929 valid_dice: 0.930
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Epoch:[73/160] train_loss: 0.081 valid_loss: 0.087
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train_dice: 0.932 valid_dice: 0.924
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Epoch:[74/160] train_loss: 0.079 valid_loss: 0.089
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train_dice: 0.931 valid_dice: 0.922
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Epoch:[75/160] train_loss: 0.080 valid_loss: 0.085
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train_dice: 0.922 valid_dice: 0.927
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Epoch:[76/160] train_loss: 0.083 valid_loss: 0.079
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train_dice: 0.921 valid_dice: 0.932
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Epoch:[77/160] train_loss: 0.083 valid_loss: 0.076
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train_dice: 0.920 valid_dice: 0.935
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Epoch:[78/160] train_loss: 0.077 valid_loss: 0.084
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train_dice: 0.934 valid_dice: 0.928
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Epoch:[79/160] train_loss: 0.078 valid_loss: 0.084
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train_dice: 0.925 valid_dice: 0.928
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Epoch:[80/160] train_loss: 0.081 valid_loss: 0.089
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train_dice: 0.925 valid_dice: 0.924
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Epoch:[81/160] train_loss: 0.082 valid_loss: 0.084
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train_dice: 0.926 valid_dice: 0.929
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Epoch:[82/160] train_loss: 0.081 valid_loss: 0.081
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train_dice: 0.926 valid_dice: 0.929
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Epoch:[83/160] train_loss: 0.084 valid_loss: 0.084
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train_dice: 0.919 valid_dice: 0.928
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Epoch:[84/160] train_loss: 0.090 valid_loss: 0.079
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train_dice: 0.919 valid_dice: 0.933
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Epoch:[85/160] train_loss: 0.089 valid_loss: 0.085
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train_dice: 0.919 valid_dice: 0.928
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Epoch:[86/160] train_loss: 0.084 valid_loss: 0.087
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train_dice: 0.923 valid_dice: 0.925
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Epoch:[87/160] train_loss: 0.083 valid_loss: 0.089
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train_dice: 0.923 valid_dice: 0.926
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Epoch:[88/160] train_loss: 0.074 valid_loss: 0.082
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train_dice: 0.936 valid_dice: 0.932
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Epoch:[89/160] train_loss: 0.072 valid_loss: 0.081
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train_dice: 0.937 valid_dice: 0.932
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Epoch:[90/160] train_loss: 0.079 valid_loss: 0.079
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train_dice: 0.938 valid_dice: 0.935
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Epoch:[91/160] train_loss: 0.082 valid_loss: 0.075
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train_dice: 0.922 valid_dice: 0.937
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Epoch:[92/160] train_loss: 0.075 valid_loss: 0.082
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train_dice: 0.930 valid_dice: 0.931
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Epoch:[93/160] train_loss: 0.073 valid_loss: 0.081
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train_dice: 0.933 valid_dice: 0.934
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Epoch:[94/160] train_loss: 0.076 valid_loss: 0.076
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train_dice: 0.936 valid_dice: 0.934
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Epoch:[95/160] train_loss: 0.074 valid_loss: 0.078
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train_dice: 0.932 valid_dice: 0.933
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Epoch:[96/160] train_loss: 0.075 valid_loss: 0.079
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train_dice: 0.937 valid_dice: 0.935
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Epoch:[97/160] train_loss: 0.074 valid_loss: 0.080
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train_dice: 0.936 valid_dice: 0.930
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Epoch:[98/160] train_loss: 0.069 valid_loss: 0.079
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train_dice: 0.936 valid_dice: 0.932
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Epoch:[99/160] train_loss: 0.071 valid_loss: 0.081
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train_dice: 0.935 valid_dice: 0.928
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Epoch:[100/160] train_loss: 0.074 valid_loss: 0.073
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train_dice: 0.936 valid_dice: 0.937
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Epoch:[101/160] train_loss: 0.073 valid_loss: 0.078
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train_dice: 0.933 valid_dice: 0.934
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Epoch:[102/160] train_loss: 0.069 valid_loss: 0.077
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train_dice: 0.936 valid_dice: 0.934
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Epoch:[103/160] train_loss: 0.074 valid_loss: 0.078
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train_dice: 0.933 valid_dice: 0.935
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Epoch:[104/160] train_loss: 0.072 valid_loss: 0.080
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train_dice: 0.930 valid_dice: 0.933
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Epoch:[105/160] train_loss: 0.071 valid_loss: 0.086
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train_dice: 0.936 valid_dice: 0.927
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Epoch:[106/160] train_loss: 0.070 valid_loss: 0.084
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train_dice: 0.936 valid_dice: 0.932
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Epoch:[107/160] train_loss: 0.070 valid_loss: 0.085
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train_dice: 0.937 valid_dice: 0.927
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Epoch:[108/160] train_loss: 0.080 valid_loss: 0.081
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train_dice: 0.914 valid_dice: 0.931
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Epoch:[109/160] train_loss: 0.067 valid_loss: 0.080
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train_dice: 0.940 valid_dice: 0.933
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Epoch:[110/160] train_loss: 0.068 valid_loss: 0.082
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train_dice: 0.941 valid_dice: 0.932
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Epoch:[111/160] train_loss: 0.077 valid_loss: 0.078
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train_dice: 0.930 valid_dice: 0.935
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Epoch:[112/160] train_loss: 0.068 valid_loss: 0.096
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train_dice: 0.941 valid_dice: 0.918
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Epoch:[113/160] train_loss: 0.073 valid_loss: 0.081
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train_dice: 0.933 valid_dice: 0.931
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Epoch:[114/160] train_loss: 0.079 valid_loss: 0.084
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train_dice: 0.923 valid_dice: 0.930
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Epoch:[115/160] train_loss: 0.067 valid_loss: 0.078
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train_dice: 0.938 valid_dice: 0.934
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Epoch:[116/160] train_loss: 0.063 valid_loss: 0.083
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train_dice: 0.945 valid_dice: 0.930
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Epoch:[117/160] train_loss: 0.071 valid_loss: 0.086
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train_dice: 0.938 valid_dice: 0.928
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Epoch:[118/160] train_loss: 0.072 valid_loss: 0.080
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train_dice: 0.933 valid_dice: 0.934
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Epoch:[119/160] train_loss: 0.073 valid_loss: 0.086
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train_dice: 0.928 valid_dice: 0.928
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Epoch:[120/160] train_loss: 0.071 valid_loss: 0.083
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train_dice: 0.935 valid_dice: 0.931
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Epoch:[121/160] train_loss: 0.068 valid_loss: 0.083
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train_dice: 0.943 valid_dice: 0.928
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Epoch:[122/160] train_loss: 0.092 valid_loss: 0.103
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train_dice: 0.923 valid_dice: 0.921
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Epoch:[123/160] train_loss: 0.087 valid_loss: 0.077
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train_dice: 0.923 valid_dice: 0.934
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Epoch:[124/160] train_loss: 0.077 valid_loss: 0.081
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train_dice: 0.929 valid_dice: 0.931
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Epoch:[125/160] train_loss: 0.069 valid_loss: 0.084
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train_dice: 0.941 valid_dice: 0.928
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Epoch:[126/160] train_loss: 0.069 valid_loss: 0.077
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train_dice: 0.936 valid_dice: 0.934
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Epoch:[127/160] train_loss: 0.070 valid_loss: 0.084
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train_dice: 0.938 valid_dice: 0.927
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Epoch:[128/160] train_loss: 0.074 valid_loss: 0.082
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train_dice: 0.933 valid_dice: 0.932
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Epoch:[129/160] train_loss: 0.068 valid_loss: 0.091
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train_dice: 0.938 valid_dice: 0.923
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Epoch:[130/160] train_loss: 0.070 valid_loss: 0.083
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train_dice: 0.933 valid_dice: 0.928
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Epoch:[131/160] train_loss: 0.064 valid_loss: 0.081
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train_dice: 0.944 valid_dice: 0.932
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Epoch:[132/160] train_loss: 0.069 valid_loss: 0.080
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train_dice: 0.938 valid_dice: 0.932
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Epoch:[133/160] train_loss: 0.065 valid_loss: 0.078
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train_dice: 0.941 valid_dice: 0.935
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Epoch:[134/160] train_loss: 0.066 valid_loss: 0.080
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train_dice: 0.939 valid_dice: 0.933
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Epoch:[135/160] train_loss: 0.065 valid_loss: 0.077
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train_dice: 0.940 valid_dice: 0.936
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Epoch:[136/160] train_loss: 0.068 valid_loss: 0.081
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train_dice: 0.935 valid_dice: 0.932
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Epoch:[137/160] train_loss: 0.070 valid_loss: 0.080
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train_dice: 0.939 valid_dice: 0.935
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Epoch:[138/160] train_loss: 0.063 valid_loss: 0.091
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train_dice: 0.945 valid_dice: 0.925
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Epoch:[139/160] train_loss: 0.072 valid_loss: 0.090
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train_dice: 0.939 valid_dice: 0.926
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Epoch:[140/160] train_loss: 0.065 valid_loss: 0.089
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train_dice: 0.943 valid_dice: 0.928
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Epoch:[141/160] train_loss: 0.064 valid_loss: 0.082
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train_dice: 0.941 valid_dice: 0.930
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Epoch:[142/160] train_loss: 0.063 valid_loss: 0.081
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train_dice: 0.945 valid_dice: 0.932
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Epoch:[143/160] train_loss: 0.062 valid_loss: 0.094
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train_dice: 0.945 valid_dice: 0.920
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Epoch:[144/160] train_loss: 0.065 valid_loss: 0.082
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train_dice: 0.937 valid_dice: 0.931
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Epoch:[145/160] train_loss: 0.068 valid_loss: 0.080
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train_dice: 0.935 valid_dice: 0.933
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Epoch:[146/160] train_loss: 0.071 valid_loss: 0.079
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train_dice: 0.933 valid_dice: 0.934
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Epoch:[147/160] train_loss: 0.071 valid_loss: 0.079
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train_dice: 0.929 valid_dice: 0.933
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Epoch:[148/160] train_loss: 0.064 valid_loss: 0.083
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train_dice: 0.943 valid_dice: 0.933
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Epoch:[149/160] train_loss: 0.070 valid_loss: 0.078
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train_dice: 0.935 valid_dice: 0.937
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Epoch:[150/160] train_loss: 0.065 valid_loss: 0.085
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train_dice: 0.941 valid_dice: 0.930
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Epoch:[151/160] train_loss: 0.065 valid_loss: 0.084
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train_dice: 0.945 valid_dice: 0.930
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Epoch:[152/160] train_loss: 0.063 valid_loss: 0.076
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train_dice: 0.945 valid_dice: 0.938
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Epoch:[153/160] train_loss: 0.072 valid_loss: 0.082
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train_dice: 0.934 valid_dice: 0.933
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Epoch:[154/160] train_loss: 0.066 valid_loss: 0.080
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train_dice: 0.942 valid_dice: 0.935
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Epoch:[155/160] train_loss: 0.067 valid_loss: 0.081
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train_dice: 0.936 valid_dice: 0.932
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Epoch:[156/160] train_loss: 0.069 valid_loss: 0.078
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train_dice: 0.938 valid_dice: 0.935
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Epoch:[157/160] train_loss: 0.068 valid_loss: 0.080
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train_dice: 0.933 valid_dice: 0.932
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Epoch:[158/160] train_loss: 0.063 valid_loss: 0.079
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train_dice: 0.941 valid_dice: 0.935
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Epoch:[159/160] train_loss: 0.067 valid_loss: 0.078
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train_dice: 0.940 valid_dice: 0.936
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Epoch:[160/160] train_loss: 0.066 valid_loss: 0.090
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train_dice: 0.939 valid_dice: 0.924