Smell Localization on SmellNet-V-Source
0.67mIoUGT + SAM3†
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GT + SAM3†Category=Cascaded, Protocol=Ground-truth upper-bound, Category Filtering=excludes 7 failing categories2026.06 | 0.67 | — | |
| See & SniffCategory=Local alignment2026.06 | 0.6456 | 0.8362 | |
| Ours-LocalCategory=Local alignment2026.06 | 0.6099 | 0.797 | |
| GT + SAM3Category=Cascaded, Protocol=Ground-truth upper-bound2026.06 | 0.5854 | — | |
| DINOv3 Att. MapCategory=Visual heatmap2026.06 | 0.5157 | 0.6596 | |
| Ours-GlobalCategory=Global alignment2026.06 | 0.5016 | 0.6676 | |
| SmellNet + SAM3†Category=Cascaded, Category Filtering=excludes 7 failing categories2026.06 | 0.3683 | — | |
| SmellNet + SAM3Category=Cascaded2026.06 | 0.3214 | — | |
| Full circleCategory=Binary mask2026.06 | 0.2393 | — | |
| Global-CLIPCategory=Global alignment2026.06 | 0.2073 | 0.1736 | |
| Full squareCategory=Binary mask2026.06 | 0.2072 | — |