Attribute Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CelebA (test)	Proposed + G + P	Average Worst-Group Accuracy69.58	60	16d ago
LFW (test)	Fair training	Accuracy83.86	16	1mo ago
FFHQ (test)		Accuracy98.1	15	1mo ago
CUB unseen attributes novel modified	Our ZSLA	mAUROC71.7	15	1mo ago
a-CLEVR unseen attributes	ZSLA	mAUROC71.7	9	1mo ago
CelebA superclass (test)		Accuracy (Df)81.37	8	20d ago
CelebA superclass (train)		Accuracy (Df)98.91	8	20d ago
CelebA Blond_Hair target label (test)	Unfair training (RG)	Accuracy95.66	8	1mo ago
CheXpert original (test)		Devices Accuracy67.4	7	1mo ago
MNIST original (test)		Background Accuracy100	7	1mo ago
CelebA T=a, S=br	FairViT	Accuracy82.52	7	1mo ago
CelebA T=s, S=m	FairViT	Accuracy94.27	7	1mo ago
CelebA (T=a, S=m)	SHASAM	Accuracy84.01	7	1mo ago
CelebA-LoRA SD1.5	Oracle (SD1.5)	Macro F150.24	6	1mo ago
CUB-LoRA	W2T	Macro-F118.34	5	1mo ago
CelebA-LoRA	W2T	Macro F150.38	5	1mo ago
GoEmotions LoRA	W2T	Macro F1 Score5.67	5	1mo ago
CelebA Attractive Smiling pixel space (test)	Chroma-VAE	Average Accuracy66.9	5	1mo ago
CelebA Blond Gender pixel space (test)	Chroma-VAE	Average Accuracy82	5	1mo ago
STL-10	LBS	RC55.15	5	1mo ago
CelebA Average over attributes v1 (test)	Group DRO	Unbiased Accuracy88.93	5	1mo ago
CelebA Black Hair v1 (test)	Group DRO	Unbiased Acc86.76	5	1mo ago
CelebA Eyeglasses v1 (test)	Group DRO	Unbiased Acc98.65	5	1mo ago
CelebA High Cheekbones v1 (test)	BPA	Unbiased Acc84.93	5	1mo ago
CelebA Mouth Open v1 (test)	Group DRO	Unbiased Acc93.64	5	1mo ago

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