CelebA

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Generation	CelebA 64 x 64 (test)	FID1.03	208
Classification	CelebA	Avg Accuracy95.56	197
Facial Attribute Classification	CelebA	Accuracy93.22	163
Image Generation	CelebA	FID2.71	110
Image Generation	CelebA-64	FID1.34	103
Image Generation	CelebA	FID2.78	96
Unconditional image generation	CelebA unconditional 64 x 64	FID1.21	95
Classification	CelebA (test)	Average Accuracy95.9	92
Image Generation	CelebA-HQ	FID4.3	92
Facial Attribute Classification	CelebA (test)	Average Acc92.98	89
Image Classification	CelebA (test)	Accuracy99.6	82
Model Inversion Defense	CelebA	Accuracy94.86	64
Image Classification	CelebA	WG Score90.3	62
Attribute Classification	CelebA (test)	Average Worst-Group Accuracy69.58	60
Out-of-Distribution Detection	CelebA In-Distribution	AUROC (CIFAR-100)100	57
Face Attribute Editing	CelebA-HQ (test)	FID17.61	56
Synthetic Image Generation	CelebA	FID12.3	54
Image Reconstruction	CelebA HQ (test)	FID (Reconstruction)9.54	50
Image Generation	CelebA (test)	FID3.21	49
Identity Protection	CelebA (test)	ISM77.5	48
Blind Face Restoration	CelebA (test)	SSIM100	47
Image Classification	CelebA-HQ	Accuracy83.87	46
Digital Watermarking	CelebA (test)	PSNR55.89	44
Image Inpainting	CelebA-HQ	LPIPS0.009	42
Model Inversion Defense	CelebA 64x64	Accuracy91.16	41

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