Visible-to-Near-infrared Segmentation on COD 10K (test)
81.3IoUVNS-SAM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VNS-SAMPrompting Type=Point-Prompting2026.01 | 81.3 | 72.3 | 95.3 | 85.4 | |
| VNS-SAMPrompting Type=GT-Box-Prompting2026.01 | 80 | 71.5 | 94.4 | 83.8 | |
| VNS-SAMPrompting Type=Noise-Box-Prompting2026.01 | 78.5 | 69.5 | 93.9 | 82.5 | |
| HQ-SAM-FPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 78.5 | 69.2 | 93 | 81.3 | |
| HQ-SAM-FPrompting Type=Point-Prompting, Finetuned on VNS-SEG=true2026.01 | 77.4 | 67.5 | 91.1 | 77.1 | |
| HQ-SAM-FPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 77.3 | 67.9 | 92.5 | 80.4 | |
| HQ-SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 77.1 | 67.2 | 92.2 | 80.3 | |
| HQ-SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 75.7 | 65.8 | 91.8 | 79.4 | |
| HQ-SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 74.7 | 64.6 | 91.3 | 78.5 | |
| SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 74.6 | 65 | 89.2 | 77.1 | |
| SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 72.5 | 62.9 | 87.9 | 75.1 | |
| SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 68.7 | 59.3 | 83 | 66.5 |