Table 2 Quantitative comparison including IoU, HD, mAP and F1 in three datasets.
From: Boundary guidance network for medical image segmentation
 | U-Net | PraNet | CaraNet | HarDNet | CENet | DCRNet | CTO | XBound | H2Former | Ours | |
---|---|---|---|---|---|---|---|---|---|---|---|
BUSI | IoU\(\uparrow \) | 0.785 | 0.824 | 0.828 | 0.826 | 0.819 | 0.799 | 0.813 | 0.811 | 0.796 | 0.846 |
HD\(\downarrow \) | 8.71 | 8.23 | 8.05 | 8.23 | 8.16 | 8.34 | 8.49 | 8.60 | 8.58 | 7.78 | |
mAP\(\uparrow \) | 0.646 | 0.709 | 0.716 | 0.712 | 0.695 | 0.675 | 0.696 | 0.687 | 0.664 | 0.746 | |
F1\(\uparrow \) | 0.842 | 0.873 | 0.876 | 0.879 | 0.867 | 0.856 | 0.864 | 0.874 | 0.848 | 0.896 | |
ISIC 2017 | IoU\(\uparrow \) | 0.821 | 0.842 | 0.823 | 0.848 | 0.811 | 0.829 | 0.843 | 0.848 | 0.856 | 0.862 |
HD\(\downarrow \) | 16.51 | 15.84 | 16.73 | 15.78 | 16.10 | 16.19 | 15.81 | 15.48 | 15.48 | 15.39 | |
mAP\(\uparrow \) | 0.829 | 0.828 | 0.799 | 0.832 | 0.783 | 0.814 | 0.827 | 0.832 | 0.842 | 0.856 | |
F1\(\uparrow \) | 0.891 | 0.906 | 0.894 | 0.904 | 0.881 | 0.885 | 0.906 | 0.906 | 0.905 | 0.917 | |
X-ray | IoU\(\uparrow \) | 0.937 | 0.941 | 0.940 | 0.941 | 0.940 | 0.942 | 0.942 | 0.946 | 0.946 | 0.949 |
HD\(\downarrow \) | 15.70 | 14.89 | 15.00 | 14.94 | 15.36 | 15.44 | 14.90 | 14.94 | 14.41 | 14.31 | |
mAP\(\uparrow \) | 0.922 | 0.925 | 0.921 | 0.928 | 0.907 | 0.912 | 0.928 | 0.928 | 0.927 | 0.936 | |
F1\(\uparrow \) | 0.966 | 0.965 | 0.968 | 0.969 | 0.961 | 0.960 | 0.966 | 0.972 | 0.973 | 0.973 |