Instance Segmentation on ColonDB (Eval-Unseen-Set)
0.857IoUVNS-SAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VNS-SAMPrompting Mode=GT-Box-Prompting2026.01 | 0.857 | 0.684 | 0.969 | 0.904 | |
| HQ-SAM-FPrompting Mode=GT-Box-Prompting2026.01 | 0.847 | 0.668 | 0.968 | 0.892 | |
| VNS-SAMPrompting Mode=Noise-Box-Prompting2026.01 | 0.842 | 0.657 | 0.964 | 0.895 | |
| HQ-SAM-FPrompting Mode=Noise-Box-Prompting2026.01 | 0.841 | 0.65 | 0.963 | 0.888 | |
| SAMPrompting Mode=GT-Box-Prompting2026.01 | 0.83 | 0.628 | 0.959 | 0.881 | |
| HQ-SAMPrompting Mode=GT-Box-Prompting2026.01 | 0.829 | 0.647 | 0.956 | 0.877 | |
| HQ-SAMPrompting Mode=Noise-Box-Prompting2026.01 | 0.826 | 0.639 | 0.955 | 0.875 | |
| SAMPrompting Mode=Noise-Box-Prompting2026.01 | 0.822 | 0.616 | 0.954 | 0.874 | |
| VNS-SAMPrompting Mode=Point-Prompting2026.01 | 0.81 | 0.624 | 0.953 | 0.871 | |
| HQ-SAMPrompting Mode=Point-Prompting2026.01 | 0.722 | 0.549 | 0.864 | 0.744 | |
| HQ-SAM-FPrompting Mode=Point-Prompting2026.01 | 0.68 | 0.488 | 0.833 | 0.611 | |
| SAMPrompting Mode=Point-Prompting2026.01 | 0.568 | 0.408 | 0.724 | 0.481 |