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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 30 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Text-to-image Generation

CelebA-HQ

0.307CLIP_L

3

Targeted Failure Generation

CelebA

1Misclass Rate

3

Causal Representation Learning

CelebA Age

41.78MIC

3

Causal Representation Learning

CelebA Smile

60.26MIC

3

CelebA-HQ Smile Background (test)

0.018LPIPS

3

Common and Salient Separation

CelebA-HQ Smile

0Separation Delta (Δ)

3

Common and Salient Separation

CelebA-HQ Gender

0.4Delta Separation Score

3

Continual Concept Customization

CelebA

77.4C1 IA

3

Bias detection agreement

CelebA (val)

25VQA Agreement Score

3

Interpretable Image Generation

CelebA

51.14Steerability

3

Image Inpainting

CELEBA-HQ

95.65Inpainting Score (%)

3

Image Inpainting

CelebA-HQ thick mask

22.27PSNR

3

Model Inversion Defense

CelebA (private public)

89Accuracy

3

Image Generation

CelebA-HQ

73.4Precision

3

Image Classification

CelebA [Male] (test)

97.9Accuracy

3

Image Classification

CelebA Smiling (test)

92.61Accuracy

3

Attribute Editing

CelebA-HQ

27.6Age Score

3

Face Generation

CelebA-HQ (val)

111.36FID

3

Facial Attribute Preservation

CelebA-HQ

82.15Accuracy

3

Inverse Optimal Transport Map Recovery

CelebA n=3

61.5FID

3

Inverse Optimal Transport Map Recovery

CelebA n=2

46.9FID

3

Inverse Optimal Transport Map Recovery

CelebA n=1

49.3FID

3

Compressed Sensing (25%)

CelebA

27.56PSNR

3

CelebA

455.9Consistency

3

Image Classification

CelebA Attractive Smiling (test)

66.9Accuracy

3

Page 30 of 34

Popular tasks

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