Attribute Classification

Benchmarks

Dataset Name	SOTA Method	Metric
CelebA (test)	Proposed + G + P	Average Worst-Group Accuracy69.58	60	3mo ago
LFW (test)	Fair training	Accuracy83.86	16	4mo ago
FFHQ (test)		Accuracy98.1	15	4mo ago
CUB unseen attributes novel modified	Our ZSLA	mAUROC71.7	15	4mo ago
WhoSaidIt public release	GPT-4.1	Accuracy (EN)100	10	2mo ago
a-CLEVR unseen attributes	ZSLA	mAUROC71.7	9	4mo ago
CelebA superclass (test)		Accuracy (Df)81.37	8	3mo ago
CelebA superclass (train)		Accuracy (Df)98.91	8	3mo ago
CelebA Blond_Hair target label (test)	Unfair training (RG)	Accuracy95.66	8	4mo ago
CheXpert original (test)		Devices Accuracy67.4	7	4mo ago
MNIST original (test)		Background Accuracy100	7	4mo ago
CelebA T=a, S=br	FairViT	Accuracy82.52	7	4mo ago
CelebA T=s, S=m	FairViT	Accuracy94.27	7	4mo ago
CelebA (T=a, S=m)	SHASAM	Accuracy84.01	7	4mo ago
CelebA-HQ	MFASSL	Accuracy91.2	6	23d ago
CelebA-LoRA SD1.5	Oracle (SD1.5)	Macro F150.24	6	4mo ago
CUB-LoRA	W2T	Macro-F118.34	5	4mo ago
CelebA-LoRA	W2T	Macro F150.38	5	4mo ago
GoEmotions LoRA	W2T	Macro F1 Score5.67	5	4mo ago
CelebA Attractive Smiling pixel space (test)	Chroma-VAE	Average Accuracy66.9	5	4mo ago
CelebA Blond Gender pixel space (test)	Chroma-VAE	Average Accuracy82	5	4mo ago
STL-10	LBS	RC55.15	5	4mo ago
CelebA Average over attributes v1 (test)	Group DRO	Unbiased Accuracy88.93	5	4mo ago
CelebA Black Hair v1 (test)	Group DRO	Unbiased Acc86.76	5	4mo ago
CelebA Eyeglasses v1 (test)	Group DRO	Unbiased Acc98.65	5	4mo ago

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