方法 | CVC-ClinicDB | Kvasir-SEG | ||||||||||
Dice | IoU | MAE |
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| Dice | IoU | MAE |
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U-Net | 0.823 | 0.755 | 0.055 | 0.811 | 0.889 | 0.954 | 0.818 | 0.746 | 0.055 | 0.794 | 0.858 | 0.893 |
U-Net++ | 0.794 | 0.729 | 0.022 | 0.785 | 0.873 | 0.931 | 0.821 | 0.743 | 0.048 | 0.808 | 0.862 | 0.910 |
ResUNet++ | 0.796 | 0.796 | - | - | - | - | 0.813 | 0.793 | - | - | - | - |
SFA | 0.700 | 0.607 | 0.042 | 0.647 | 0.793 | 0.885 | 0.723 | 0.611 | 0.075 | 0.670 | 0.782 | 0.849 |
PraNet | 0.899 | 0.849 | 0.009 | 0.896 | 0.936 | 0.979 | 0.898 | 0.840 | 0.030 | 0.885 | 0.915 | 0.948 |
UACANet | 0.916 | 0.870 | 0.008 | 0.917 | 0.940 | 0.965 | 0.905 | 0.852 | 0.026 | 0.897 | 0.914 | 0.948 |
SANet | 0.916 | 0.859 | 0.012 | 0.909 | 0.939 | 0.971 | 0.904 | 0.847 | 0.028 | 0.892 | 0.915 | 0.949 |
MSNet | 0.921 | 0.879 | 0.008 | 0.914 | 0.941 | 0.972 | 0.907 | 0.862 | 0.028 | 0.893 | 0.922 | 0.944 |
M2SNet | 0.922 | 0.880 | 0.009 | 0.917 | 0.942 | 0.970 | 0.912 | 0.861 | 0.025 | 0.901 | 0.922 | 0.953 |
LDNet | 0.923 | 0.872 | - | - | - | - | 0.912 | 0.855 | - | - | - | - |
Polyp-Mixer | 0.908 | 0.856 | - | 0.902 | 0.943 | 0.963 | 0.916 | 0.864 | - | 0.908 | 0.932 | 0.959 |
CFA-Net | 0.933 | 0.883 | 0.007 | 0.924 | 0.950 | 0.989 | 0.915 | 0.861 | 0.023 | 0.903 | 0.924 | 0.962 |
MMFIL-Net | 0.890 | 0.838 | 0.008 | 0.883 | 0.922 | 0.974 | 0.909 | 0.858 | 0.026 | 0.904 | 0.915 | 0.950 |
Ours (S) | 0.918 | 0.868 | 0.008 | 0.915 | 0.938 | 0.970 | 0.914 | 0.861 | 0.024 | 0.909 | 0.913 | 0.959 |
Ours (M) | 0.932 | 0.884 | 0.007 | 0.933 | 0.944 | 0.987 | 0.914 | 0.862 | 0.022 | 0.907 | 0.921 | 0.955 |
Ours (L) | 0.936 | 0.897 | 0.008 | 0.937 | 0.952 | 0.980 | 0.921 | 0.876 | 0.022 | 0.919 | 0.928 | 0.960 |