Attribute Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CelebA (test)	Proposed + G + P	Average Worst-Group Accuracy69.58	60	2mo ago
LFW (test)	Fair training	Accuracy83.86	16	3mo ago
FFHQ (test)		Accuracy98.1	15	3mo ago
CUB unseen attributes novel modified	Our ZSLA	mAUROC71.7	15	3mo ago
WhoSaidIt public release	GPT-4.1	Accuracy (EN)100	10	7d ago
a-CLEVR unseen attributes	ZSLA	mAUROC71.7	9	3mo ago
CelebA superclass (test)		Accuracy (Df)81.37	8	2mo ago
CelebA superclass (train)		Accuracy (Df)98.91	8	2mo ago
CelebA Blond_Hair target label (test)	Unfair training (RG)	Accuracy95.66	8	3mo ago
CheXpert original (test)		Devices Accuracy67.4	7	3mo ago
MNIST original (test)		Background Accuracy100	7	3mo ago
CelebA T=a, S=br	FairViT	Accuracy82.52	7	3mo ago
CelebA T=s, S=m	FairViT	Accuracy94.27	7	3mo ago
CelebA (T=a, S=m)	SHASAM	Accuracy84.01	7	3mo ago
CelebA-LoRA SD1.5	Oracle (SD1.5)	Macro F150.24	6	2mo ago
CUB-LoRA	W2T	Macro-F118.34	5	2mo ago
CelebA-LoRA	W2T	Macro F150.38	5	2mo ago
GoEmotions LoRA	W2T	Macro F1 Score5.67	5	2mo ago
CelebA Attractive Smiling pixel space (test)	Chroma-VAE	Average Accuracy66.9	5	2mo ago
CelebA Blond Gender pixel space (test)	Chroma-VAE	Average Accuracy82	5	2mo ago
STL-10	LBS	RC55.15	5	3mo ago
CelebA Average over attributes v1 (test)	Group DRO	Unbiased Accuracy88.93	5	3mo ago
CelebA Black Hair v1 (test)	Group DRO	Unbiased Acc86.76	5	3mo ago
CelebA Eyeglasses v1 (test)	Group DRO	Unbiased Acc98.65	5	3mo ago
CelebA High Cheekbones v1 (test)	BPA	Unbiased Acc84.93	5	3mo ago

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