Table 2. Detection and segmentation results for the nuclei test dataset in terms of AP.
IoU threshold | 0.5 | 0.55 | 0.6 | 0.65 | 0.7 | 0.75 | 0.8 | 0.85 | 0.9 | mean AP |
---|---|---|---|---|---|---|---|---|---|---|
U-Net APdet | 0.674 | 0.656 | 0.610 | 0.604 | 0.578 | 0.529 | 0.418 | 0.241 | - | 0.467 |
Stardist APdet | 0.938 | 0.937 | 0.925 | 0.909 | 0.895 | 0.874 | 0.852 | 0.768 | 0.524 | 0.847 |
Mask R-CNN APdet | 0.953 | 0.941 | 0.925 | 0.915 | 0.915 | 0.896 | 0.867 | 0.822 | 0.569 | 0.867 |
U-Net APseg | 0.694 | 0.671 | 0.634 | 0.610 | 0.591 | 0.528 | 0.408 | 0.187 | - | 0.479 |
Stardist APseg | 0.942 | 0.924 | 0.922 | 0.905 | 0.894 | 0.892 | 0.880 | 0.812 | 0.600 | 0.863 |
Mask R-CNN APseg | 0.952 | 0.936 | 0.925 | 0.912 | 0.912 | 0.890 | 0.862 | 0.810 | 0.536 | 0.859 |