Instance Segmentation on CDS2K (Eval-Unseen-Set)
62.6IoUVNS-SAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VNS-SAMPrompting Mode=GT-Box-Prompting2026.01 | 62.6 | 55.9 | 85.1 | 68.7 | |
| VNS-SAMPrompting Mode=Point-Prompting2026.01 | 61.8 | 54.4 | 85.8 | 67.7 | |
| VNS-SAMPrompting Mode=Noise-Box-Prompting2026.01 | 61.7 | 54.3 | 84.8 | 67.9 | |
| HQ-SAM-FPrompting Mode=GT-Box-Prompting2026.01 | 60.6 | 53.6 | 83.9 | 66.4 | |
| HQ-SAM-FPrompting Mode=Noise-Box-Prompting2026.01 | 60.1 | 52.6 | 83.7 | 65.9 | |
| SAMPrompting Mode=GT-Box-Prompting2026.01 | 60.1 | 52.7 | 81.8 | 64.8 | |
| SAMPrompting Mode=Noise-Box-Prompting2026.01 | 59.3 | 51.7 | 81.5 | 64.4 | |
| HQ-SAMPrompting Mode=GT-Box-Prompting2026.01 | 56 | 49.1 | 81.5 | 64 | |
| HQ-SAMPrompting Mode=Point-Prompting2026.01 | 55.8 | 48.8 | 79.5 | 61.7 | |
| HQ-SAMPrompting Mode=Noise-Box-Prompting2026.01 | 55.1 | 48 | 81.1 | 63.3 | |
| HQ-SAM-FPrompting Mode=Point-Prompting2026.01 | 48.3 | 41.9 | 71.5 | 46.1 | |
| SAMPrompting Mode=Point-Prompting2026.01 | 41.5 | 36.3 | 62 | 40 |