Semantic Matching on SPair-71k
75.3PCK@0.05GeoASM (Sup.)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GeoASM (Sup.)Sup.=✓, Dataset-specific models=true, Semantic masks required=true, Image pairs as inputs=true, Resolution=512x5122025.01 | 75.3 | 22 | 85.6 | |
| MATCHASup.=✓, Resolution=512x5122025.01 | 67.1 | 12.2 | 79.6 | |
| MATCHA-LightSup.=✓, Resolution=512x5122025.01 | 65.5 | 10.4 | 78.9 | |
| SD4MatchSup.=✓, Dataset-specific models=true, Image pairs as inputs=true, Resolution=512x5122025.01 | 59.5 | — | 75.5 | |
| SD+DINO (Sup.)Sup.=✓, Dataset-specific models=true, Image pairs as inputs=true, Resolution=512x5122025.01 | 57.7 | 9.6 | 74.6 | |
| DHFSup.=✓, Resolution=512x5122025.01 | 50.2 | 8.7 | 64.9 | |
| GeoASMSup.=X, Semantic masks required=true, Resolution=512x5122025.01 | 49.1 | 9.9 | 65.4 | |
| SD+DINOSup.=X, Resolution=512x5122025.01 | 44.7 | 7.9 | 59.9 | |
| CATS++Sup.=✓, Dataset-specific models=true, Image pairs as inputs=true, Resolution=512x5122025.01 | 40.7 | 4.3 | 59.8 | |
| DIFTSup.=X, Dataset-specific models=true, Resolution=512x5122025.01 | 39.7 | 7.2 | 52.9 | |
| DINOv2Sup.=X, Resolution=512x5122025.01 | 38.4 | 6.3 | 53.9 | |
| DIFT (ours)Sup.=X, Resolution=512x5122025.01 | 37.9 | 3.1 | 54.3 | |
| SCorrSANSup.=✓, Dataset-specific models=true, Image pairs as inputs=true, Resolution=512x5122025.01 | 36.3 | 3.6 | 55.3 | |
| USCSup.=X, Resolution=512x5122025.01 | 28.9 | — | 45.4 |