--- a +++ b/results/VNet.txt @@ -0,0 +1,320 @@ +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