Visible-to-Near-infrared Segmentation on DIS-Dark (test)
78IoUVNS-SAM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| VNS-SAMPrompting Type=Point-Prompting2026.01 | 78 | 70.5 | 92.2 | 81.5 | |
| VNS-SAMPrompting Type=GT-Box-Prompting2026.01 | 76.5 | 69.8 | 91.1 | 80.2 | |
| VNS-SAMPrompting Type=Noise-Box-Prompting2026.01 | 74 | 67 | 90.2 | 78.6 | |
| HQ-SAM-FPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 72.7 | 63.7 | 87.2 | 75.2 | |
| HQ-SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 72.1 | 62 | 87.2 | 75.2 | |
| HQ-SAM-FPrompting Type=Point-Prompting, Finetuned on VNS-SEG=true2026.01 | 72 | 62.4 | 86.1 | 72.3 | |
| HQ-SAM-FPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=true2026.01 | 70.8 | 62 | 86.5 | 73.8 | |
| HQ-SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 70.3 | 60.5 | 85.4 | 72.9 | |
| HQ-SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 68.2 | 58.3 | 84.5 | 71.5 | |
| SAMPrompting Type=Point-Prompting, Finetuned on VNS-SEG=false2026.01 | 59.4 | 47.6 | 72.3 | 55.8 | |
| SAMPrompting Type=GT-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 57.9 | 47.5 | 72.2 | 58.4 | |
| SAMPrompting Type=Noise-Box-Prompting, Finetuned on VNS-SEG=false2026.01 | 52.9 | 43.4 | 69.5 | 54.5 |