CelebA

Benchmarks

Task Name	Dataset Name	SOTA Result
Image Generation	CelebA 64 x 64 (test)	FID1.03	208
Classification	CelebA	Avg Accuracy95.1	185
Facial Attribute Classification	CelebA	Accuracy93.22	163
Image Generation	CelebA	FID2.71	110
Unconditional image generation	CelebA unconditional 64 x 64	FID1.21	95
Classification	CelebA (test)	Average Accuracy95.9	92
Facial Attribute Classification	CelebA (test)	Average Acc92.98	89
Image Generation	CelebA-HQ	FID4.303	79
Image Generation	CelebA-64	FID1.34	75
Image Generation	CelebA	FID2.78	65
Model Inversion Defense	CelebA	Accuracy94.86	64
Attribute Classification	CelebA (test)	Average Worst-Group Accuracy69.58	60
Image Classification	CelebA (test)	Accuracy95.4	57
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
Image Inpainting	CelebA-HQ	LPIPS0.009	42
Image Classification	CelebA	WG Score90	42
Sparse Recovery	CelebA (test)	MSE0.0247	40
Face Anonymization	CelebA-HQ official (test)	ReID Score24.8	40
Few-shot conditional generation	CelebA-64 (train)	FID3.77	40
Face Recognition	CelebA (test)	Top-1 Acc96.18	39
Inpainting	CelebA	PSNR36.84	38

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