Table 4. Segmentation results for the cells 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 | 0.538 | 0.471 | 0.414 | 0.354 | 0.295 | 0.224 | 0.155 | 0.077 | - | 0.283 |
Stardist | 0.869 | 0.843 | 0.813 | 0.773 | 0.698 | 0.632 | 0.504 | 0.322 | 0.094 | 0.616 |
no nucleus | 0.898 | 0.870 | 0.858 | 0.838 | 0.811 | 0.751 | 0.657 | 0.499 | 0.226 | 0.712 |
nucleus input | 0.931 | 0.909 | 0.908 | 0.881 | 0.866 | 0.807 | 0.733 | 0.585 | 0.236 | 0.762 |
FPF ⊙ | 0.943 | 0.943 | 0.920 | 0.905 | 0.885 | 0.830 | 0.746 | 0.600 | 0.284 | 0.784 |
FPF ⊕ | 0.935 | 0.935 | 0.909 | 0.908 | 0.896 | 0.840 | 0.762 | 0.592 | 0.246 | 0.780 |
FPF ⊙ weighted loss | 0.946 | 0.934 | 0.921 | 0.890 | 0.876 | 0.835 | 0.753 | 0.605 | 0.253 | 0.779 |
FPF ⊕ weighted loss | 0.941 | 0.930 | 0.930 | 0.911 | 0.890 | 0.849 | 0.764 | 0.603 | 0.247 | 0.785 |