Visible-to-Near-infrared Segmentation on Kvasir (test)
87.7IoUVNS-SAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VNS-SAMPrompting Type=Point-Prompting2026.01 | 87.7 | 66.6 | 94.9 | 90.2 | |
| VNS-SAMPrompting Type=GT-Box-Prompting2026.01 | 84.8 | 65.9 | 91.9 | 86.6 | |
| HQ-SAM-FPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 83.7 | 62.7 | 91 | 84.9 | |
| VNS-SAMPrompting Type=Noise-Box-Prompting2026.01 | 82.6 | 62.3 | 91.8 | 85.2 | |
| HQ-SAM-FPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 82.4 | 61.2 | 90.9 | 84.3 | |
| HQ-SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 81 | 59.4 | 88.8 | 82.9 | |
| HQ-SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 80.2 | 58.5 | 89 | 82.4 | |
| HQ-SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 79.9 | 56.8 | 88.3 | 80.7 | |
| HQ-SAM-FPrompting Type=Point-Prompting, Finetuned on VNS-SEG=true2026.01 | 78.2 | 55.4 | 85.6 | 69.5 | |
| SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 76.2 | 53.4 | 86.1 | 79.8 | |
| SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 75.6 | 52.4 | 85.3 | 78.4 | |
| SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 71.9 | 48 | 80 | 65.2 |