Landmark Detection

Benchmarks

Dataset Name	SOTA Method	Metric
COFW-68 (test)	local-softargmax	Mean Error (%)2.47	31	4mo ago
Head X-ray dataset (test)	YOLO	SDR (2mm)81.14	19	4mo ago
Shenzhen (test)	CDPM-align	MRE2.58	18	1mo ago
300W (Challenge)	DTLD+	NME4.48	17	4mo ago
300W (Full)	DTLD	NME2.96	17	4mo ago
ISBI Challenge 2015 (test)		SDR 2mm (%)82.1	17	2mo ago
CelebA Wild (K=8) (test)	AutoLink	Normalized L2 Distance (%)5.24	14	4mo ago
Cephalometric (test)	DAG	Success Rate (2mm)76.57	14	4mo ago
Hand X-ray dataset (test)	Payer et al.	MRE (mm)0.66	13	4mo ago
CUB Category 002 2011 (test)	Choudhury et al.	Normalized L2 Distance15	12	4mo ago
CUB Category 001 2011 (test)	Choudhury et al.	Normalized L2 Distance11.3	12	4mo ago
CelebA Wild (K=4) (test)	AutoLink	Normalized L2 Distance6.11	10	4mo ago
MAFL (test)	Cond. ImGen.	Inter-ocular Distance Error (%)2.54	10	4mo ago
DHA 25-shot	CDPM-align (Ours, λ=5)	MRE1.53	9	1mo ago
DHA 10-shot	CDPM-align (Ours, λ=5)	Mean Relative Error (MRE)2.51	9	1mo ago
ISBI 25-shot 2015	CDPM-align	MRE1.54	9	1mo ago
ISBI 10-shot 2015	CDPM-align	MRE2.11	9	1mo ago
CUB-003	Choudhury et al.	Normalized L2 Distance0.106	9	4mo ago
CelebA Aligned (K=10) (test)	IMM	Norm L2 Dist (%)3.19	9	4mo ago
300W (test)	Wing Loss	Inter-ocular Distance Error4.04	9	4mo ago
Taichi (test)	AutoLink (thickness-tuned)	L2 Distance316.1	8	4mo ago
Clinical neonatal (test)	NeoLoc-68	NME6.36	7	1mo ago
MP-100 unseen keypoints and semantic unseen categories	MARCO	Accuracy (Human face)87.5	7	3mo ago
Lung Landmark Detection Target Domain (test)		MRE4.52	7	4mo ago
AFLW (M)		Inter-ocular Distance Error (%)6.9	7	4mo ago

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