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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 5 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Image Generation

CelebA-HQ-256 (test)

7.22FID

19

Text-to-Image Generation

Multi-modal CelebA-HQ

12.54FID

19

Defense against adaptive adversarial attacks

CelebA

85.26Accuracy

18

Image Super-resolution

CelebA 19,962 (test)

31.3FID

18

Blind Face Restoration

CelebA

26.19PSNR

18

Re-identification

CelebA

95.6AUC

18

Image Inpainting

CelebA-HQ (test)

0.022LPIPS

18

CelebA-HQ (test)

85.7PSNR

18

Fair Text-to-Image Generation

CelebA Single tSA

0.001FD

18

Model Inversion Attack

CelebA

93.93Attack Acc

18

Face Super-Resolution

CelebA-HQ 1024x1024 (test)

27.17PSNR

18

Image Inpainting

CelebA v1 (test)

34.494PSNR

18

Smiling Classification

CelebA (test)

92.61Acc

18

Attribute Disentanglement

CelebA (test)

0.28Influence

18

2-way 5-shot classification

CelebA attributes (downstream)

87.1Accuracy

18

Gender Recognition

CelebA (test)

98.598Accuracy

18

Error Slice Discovery

CelebA

92Precision@10

17

Multi-Task Learning

CelebA

6.75Misclassification Rate (MR)

17

Outlier Detection

celeba (historical)

81.21AUROC

17

Face Hallucination

CelebA

28.79PSNR

17

Image Reconstruction

CelebA (test)

0.997SSIM

17

Landmark Regression

wild CelebA (test)

8.74Mean Normalized L2 Error

17

Image Generation

CelebA 32x32 (test)

4.47FID

17

Out-of-Distribution Detection

CelebA Far-OOD

100AUROC

16

Image Space Diffusion

CelebA 64x64

4.93FID

16

Page 5 of 34

Popular tasks

Image Generation Image Classification Image Inpainting Attribute Classification Classification

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