SOTA Attribute Classification benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
CelebA (test)	BPA	Worst-group Accuracy94.94	48	3d ago
LFW (test)	Fair training	Accuracy83.86	16	3d ago
FFHQ (test)		Accuracy98.1	15	3d ago
CUB unseen attributes novel modified	Our ZSLA	mAUROC71.7	15	3d ago
a-CLEVR unseen attributes	ZSLA	mAUROC71.7	9	3d ago
CelebA Blond_Hair target label (test)	Unfair training (RG)	Accuracy95.66	8	3d ago
CelebA T=a, S=br	FairViT	Accuracy82.52	7	3d ago
CelebA T=s, S=m	FairViT	Accuracy94.27	7	3d ago
CelebA (T=a, S=m)	SHASAM	Accuracy84.01	7	3d ago
STL-10	LBS	RC55.15	5	3d ago
CelebA Average over attributes v1 (test)	Group DRO	Unbiased Accuracy88.93	5	3d ago
CelebA Black Hair v1 (test)	Group DRO	Unbiased Acc86.76	5	3d ago
CelebA Eyeglasses v1 (test)	Group DRO	Unbiased Acc98.65	5	3d ago
CelebA High Cheekbones v1 (test)	BPA	Unbiased Acc84.93	5	3d ago
CelebA Mouth Open v1 (test)	Group DRO	Unbiased Acc93.64	5	3d ago
CelebA Smiling v1 (test)	BPA	Unbiased Accuracy92.08	5	3d ago
CelebA Attractive v1 (test)	Group DRO	Unbiased Accuracy78.35	5	3d ago
Attributes25K (test)	PANDA	Male Accuracy0.941	5	3d ago
CelebA-HQ		Accuracy (Inner face)84.09	4	3d ago
Berkeley Attributes of People	PANDA	male91.7	4	3d ago

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