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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 24 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Controllable Image Generation

CelebA

100Gender

5

3D-aware Image Synthesis

CelebA (test)

14.2FID

5

Attribute transfer

CelebA unseen combination: ('Smiling', 'Female')

99.5Accuracy (Gender)

5

Attribute synthesis

CelebA unseen combination: ('Smiling', 'Female')

99.9Accuracy (Gender)

5

Local Image Editing

CelebA-HQ

99.16AP

5

Text-Guided Image Manipulation

Multi-Modal CelebA-HQ Non-CelebA

129.2FID

5

Image Inpainting

CelebA-HQ

25.42PSNR

5

Image Projection

CelebA (test)

0.13LPIPS (Reconstruction)

5

Density Estimation

CelebA-HQ

0.61Bits per Dimension

5

Facial Landmark Localization

CelebA

2.1Mean Error (%)

5

Fairness classification (Big Nose label)

CelebA (test)

0.808pAUC

5

Fairness classification (Attractive label)

CelebA (test)

0.861pAUC

5

Random Inpainting

CelebA p=0.9 HQ (test)

0.152LPIPS

5

Random Inpainting

CelebA p=0.8 HQ (test)

0.084LPIPS

5

Random Inpainting

CelebA p=0.6 HQ (test)

0.037LPIPS

5

Partial AUC Maximization

CelebA (test)

0.836pAUC (FPR<=0.1)

5

Membership Inference Attack

CelebA

66.1MIA Accuracy

4

Membership Inference Attack

CelebA

0.732AUC

4

Diffusion Unlearning

CelebA-HQ t=500

0.28SSCD

4

Diffusion Unlearning

CelebA-HQ t=250

23.42FID

4

Generative modeling

Celeba 64x64x3

0.89NDB/C

4

Generative modeling

Celeba 32x32x3

0.86NDB/C

4

Super-resolution

CelebA 20 images 128x128

32.3PSNR

4

CelebA (test)

96AP50

4

Membership Inference Attack

CELEBA

0.65AUC

4

Page 24 of 34

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