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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 21 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

CelebA

0.079Bias

5

Imperceptibility

CelebA

91SSIM

5

Downstream Classification

Quad-CelebA (test)

62.5RQ

5

Missing Modality Imputation

Quad-CelebA (test)

64.9GQ Score

5

Image Generation

CelebA unconditional

9.99FID

5

Hair Color Classification

CelebA (train)

91MGA (male)

5

Identity Erasure

CelebA HQ

32.1Sim-ID

5

Latent-guided Style Manipulation

CelebA-HQ

15.53Bangs FID

5

Mouth Slightly Open classification

CelebA

93.7Accuracy

5

Wavy hair classification

CelebA

87Accuracy

5

Wearing Glasses classification

CelebA 2015 (test)

99.4Accuracy

5

Image-Based Classification

CelebA

84.6Accuracy

5

Image Classification (Wavy Hair)

CelebA (test)

86.4Accuracy

5

Mouth Slightly Open Classification (Sensitive Attribute: Age (Young))

CelebA

94Accuracy

5

Mouth Slightly Open Classification (Sensitive Attribute: Gender (Male))

CelebA

93.7Accuracy

5

Wearing Glasses Classification (Sensitive Attribute: Age (Young))

CelebA

99.4Accuracy

5

Wearing glasses Classification (Sensitive Attribute: Gender (Male))

CelebA

99.6Accuracy

5

Wavy hair Classification (Sensitive Attribute: Age (Young))

CelebA

87Accuracy

5

Expression Classification (Sensitive Attribute: Age (Young))

CelebA

92.8Accuracy

5

CelebA-HQ

78.3mIoU

5

Image Synthesis

CelebA-HQ 256x256 (test)

3.2FID

5

Untargeted identity retrieval attack

CelebA-HQ "a dslr portrait of sks person"

88.61AdaFace R1-U

5

Untargeted identity retrieval attack

CelebA-HQ "a dslr portrait of sks person" (test)

94.78IRSE50 Rank-1 Accuracy

5

Face Attribute Classification (Gray Hair)

CelebA

99.84Accuracy (PY)

5

Face Attribute Classification (Gray Hair)

CelebA

96.02Accuracy (PM)

5

Page 21 of 34

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