Semantic Correspondence on AP-10K
89.1PCK@0.1 (I.S.)MARCO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MARCOSupervision Type=Supervised, PCK Threshold=0.102026.05 | 89.1 | — | — | — | — | 88.3 | 83.4 | |
| Geo-SCSupervision Type=Supervised, PCK Threshold=0.102026.05 | 87.7 | — | — | — | — | 85.9 | 78.5 | |
| GECOSupervision Type=Supervised, PCK Threshold=0.102026.05 | 82.5 | — | — | — | — | 81.2 | 76.6 | |
| SD+DINOv2Supervision Type=Supervised, PCK Threshold=0.102026.05 | 77 | — | — | — | — | 74 | 65.8 | |
| DIY-SCSupervision Type=Weakly Supervised with human annotations, PCK Threshold=0.102026.05 | 70.6 | — | — | — | — | 69.8 | 57.8 | |
| 3D-SCSupervision Type=Weakly Supervised without human annotations, PCK Threshold=0.102026.05 | 69.6 | — | — | — | — | 68.5 | 56.9 | |
| DIY-SC+OriAnySupervision Type=Weakly Supervised without human annotations, PCK Threshold=0.102026.05 | 69.3 | — | — | — | — | 66.8 | 54 | |
| Shape-of-You2026.03 | 68 | — | — | — | — | 65.8 | 52.9 | |
| DistillDIFTevaluation protocol=re-evaluated under identical standard evaluation settings from [20]2026.03 | 65.5 | — | — | — | — | 62.8 | 52.8 | |
| DINOv2 + SDevaluation protocol=re-evaluated under identical standard evaluation settings from [20]2026.03 | 65.5 | — | — | — | — | 63.3 | 51.1 | |
| Spherical Map.Supervision Type=Weakly Supervised with human annotations, PCK Threshold=0.102026.05 | 65.4 | — | — | — | — | 63.1 | 51 | |
| SD+DINOv2Supervision Type=Weakly Supervised without human annotations, PCK Threshold=0.102026.05 | 62.9 | — | — | — | — | 59.3 | 48.3 | |
| DHFSupervision Type=Supervised, PCK Threshold=0.102026.05 | 62.7 | — | — | — | — | 60 | 47.8 | |
| DINOv2+NNSupervision Type=Unsupervised, PCK Threshold=0.102026.05 | 60.9 | — | — | — | — | 57.3 | 47.4 | |
| DIFTSupervision Type=Unsupervised, PCK Threshold=0.102026.05 | 50.3 | — | — | — | — | 46 | 35 | |
| GeoAware-SCResolution=960, 8402025.05 | — | 23.1 | 73 | 87.5 | — | — | — | |
| Ours(DINOv2)Resolution=8402025.05 | — | 24.5 | 74.3 | 87.4 | 92.2 | — | — | |
| Ours(DINOv2+NC)Resolution=8402025.05 | — | 21.1 | 72.8 | 87.4 | 92.6 | — | — | |
| Ours(DINOv2+ResNet)Resolution=8402025.05 | — | 24 | 73.1 | 86.7 | 92.3 | — | — |