Semantic Correspondence

Benchmarks

Dataset Name	SOTA Method	Metric
SPair-71k (test)	SEMALIGN3D	PCK@0.188.9	122	4d ago
PF-WILLOW	MATCHA	PCK@0.1 (bbox)91.3	109	4d ago
PF-PASCAL (test)	SimpleMatch	PCK@0.196.5	106	4d ago
PF-PASCAL	Ours(DINOv2)	PCK @ alpha=0.195.8	98	4d ago
PF-WILLOW (test)	PWarpC-SF-Netres101	PCK @ 0.10 (bbox)78.3	37	4d ago
Caltech-101	HPF	LT-ACC88	31	4d ago
SPair-71k	Ours-XL-t	Φ_bbox @ α=0.176.86	29	4d ago
PF-PASCAL	DMP+	PCK@0.189.1	29	4d ago
SPair-71k	CATs	PCK@0.149.9	24	4d ago
SPair-71k	SEMALIGN3D	Aero Accuracy95.6	23	4d ago
CUB	DIFTsd	PCK@0.183.5	14	4d ago
AP-10K Cross-species (test)	SimpleMatch	PCK@0.010.306	12	4d ago
AP-10K Intra-species (test)	SimpleMatch	PCK@0.0130.1	12	4d ago
SPair-71k	Ours (AP-10K P.T.)	PCK @ 0.0122	11	4d ago
PF-PASCAL	MMNet	PCK @ alpha=0.0377.6	10	4d ago
SPair	MTV	Avg. Recall30.1	8	4d ago
AP-10K Cross-family (test)	Ours	PCK@0.0118.4	8	4d ago
PF-PASCAL (val)	DiscoBox	PCK @ 0.0559.3	8	4d ago
SPair-71k (ablation)	SD4Match-CPM	Phi (bbox, alpha=0.1)75.5	6	4d ago
AP-10K cross-family	SimpleMatch	PCK@0.0125	4	4d ago
AP-10K	Ours(DINOv2)	PCK @ 0.0124.5	4	4d ago
PASCAL 3D+ (test)	DISCOBOX	AP0.317	4	4d ago
SPair-71k	DINOv2	Bicycle Score62	3	4d ago
PF-PASCAL (unbiased w/o 302 images)	ANC-Net	PCK@0.184.5	3	4d ago
PF-PASCAL unbiased w/o 95 image pairs	ANC-Net	PCK@0.184.2	3	4d ago

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