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