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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 11 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Diffusion-based Customization (DreamBooth)

CelebA-HQ

165.86FID

9

CelebA restructured (test)

96.89ID Accuracy

9

Image Classification

CelebA (OOD)

94.7Accuracy

9

Image Classification

CelebA (ID)

94.4Accuracy

9

Face Inpainting

CelebA-HQ-IDI-5 shared subset of 320 identities

74.1Identity Score

9

Face Super-Resolution

Aligned CelebA

25.47PSNR

9

Super-resolution (x4)

CelebA noiseless

30.15PSNR

9

Motion Deblurring

CelebA noiseless

25.53PSNR

9

Gaussian Deblurring

CelebA noiseless

27.36PSNR

9

CelebA (test)

31.87PSNR

9

Visual Anonymization

CelebA-RAG

1.8DAR

9

Compressed Sensing

CelebA (test)

21.4PSNR

9

Watermark extraction

CelebA-HQ

99.64InfoSwap Robustness

9

Face Anonymization

CelebA-HQ

1.78FID (ImageNet)

9

Lighting Direction Preservation

CelebA-HQ

0.014Si-MSE

9

Neural Field Reconstruction

CelebA

29.38PSNR (Step 1)

9

Visual Counterfactual Explanation (Age)

CelebA-HQ

4.43FID

9

Visual Counterfactual Explanation (Smile)

CelebA HQ

2.51FID

9

Image-to-image translation

CelebA Male to Female (test)

9.66FID

9

Image Reconstruction

CelebA-HQ

4.71FID

9

Fair Image Retrieval

CelebA (test)

0.011KL Divergence

9

Stereotype Query Debiasing

CELEBA

0.014KL Divergence

9

Unconditional Image Synthesis

CelebA-HQ

3.27IS

9

Unconditional image generation

CelebA

2.61IS

9

Face Restoration

CelebA light synthetic degradation (test)

27.72PSNR

9

Page 11 of 34

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