| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| SPair-71k (test) | SEMALIGN3D | PCK@0.188.9 | 125 | 1mo ago | |
| PF-WILLOW | MATCHA | PCK@0.1 (bbox)91.3 | 109 | 1mo ago | |
| PF-PASCAL (test) | SimpleMatch | PCK@0.196.5 | 106 | 1mo ago | |
| PF-PASCAL | Ours(DINOv2) | PCK @ alpha=0.195.8 | 98 | 1mo ago | |
| PF-WILLOW (test) | PWarpC-SF-Netres101 | PCK @ 0.10 (bbox)78.3 | 37 | 1mo ago | |
| Caltech-101 | HPF | LT-ACC88 | 31 | 1mo ago | |
| SPair-71k | Ours-XL-t | Φ_bbox @ α=0.176.86 | 29 | 1mo ago | |
| PF-PASCAL | DMP+ | PCK@0.189.1 | 29 | 1mo ago | |
| SPair-71k | CATs | PCK@0.149.9 | 24 | 1mo ago | |
| SPair-71k | SEMALIGN3D | Aero Accuracy95.6 | 23 | 1mo ago | |
| CUB | DIFTsd | PCK@0.183.5 | 14 | 1mo ago | |
| AP-10K Cross-species (test) | SimpleMatch | PCK@0.010.306 | 12 | 1mo ago | |
| AP-10K Intra-species (test) | SimpleMatch | PCK@0.0130.1 | 12 | 1mo ago | |
| SPair-71k | Ours (AP-10K P.T.) | PCK @ 0.0122 | 11 | 1mo ago | |
| PF-PASCAL | MMNet | PCK @ alpha=0.0377.6 | 10 | 1mo ago | |
| SPair | MTV | Avg. Recall30.1 | 8 | 1mo ago | |
| AP-10K Cross-family (test) | Ours | PCK@0.0118.4 | 8 | 1mo ago | |
| PF-PASCAL (val) | DiscoBox | PCK @ 0.0559.3 | 8 | 1mo ago | |
| SPair-71k | DINOv3-ViT-B | PCK51.3 | 7 | 24d ago | |
| SPair-71k (ablation) | SD4Match-CPM | Phi (bbox, alpha=0.1)75.5 | 6 | 1mo ago | |
| AP-10K cross-family | SimpleMatch | PCK@0.0125 | 4 | 1mo ago | |
| AP-10K | Ours(DINOv2) | PCK @ 0.0124.5 | 4 | 1mo ago | |
| PASCAL 3D+ (test) | DISCOBOX | AP0.317 | 4 | 1mo ago | |
| SPair-71k | DINOv2 | Bicycle Score62 | 3 | 1mo ago | |
| PF-PASCAL (unbiased w/o 302 images) | ANC-Net | PCK@0.184.5 | 3 | 1mo ago |
