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Papers Benchmarks Datasets Tasks

CelebA dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

CelebA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Joint image compression and wireless transmission

CelebA TDL-A channels

33.15PSNR

30

CelebAMask-HQ (test)

77Macro F1

30

Refusal Rate Evaluation

CelebA

81Refusal Rate

30

Model Inversion Attack

CelebA (test)

100Attack Accuracy

30

Face Swapping Defense

CelebA-HQ (test)

0.979ArcFace Similarity

30

Image Compression

CelebA (test)

33.77PSNR

30

Image Generation

CelebA 64

1.96FID

29

Image Classification

CelebA

91.55Accuracy

28

Face Manipulation Adversarial Attack

CelebA

53.935PSNR

28

Face Privacy Protection

CelebA-HQ

93.3PSR (IRSE50)

28

Face Swapping Protection

CelebA-HQ

0.013L2 Distance

28

Face Verification

CelebA-HQ

95PSR (IRSE50)

28

CelebA

46.72PSNR

28

CelebAMask-HQ

0.995Nose Accuracy

28

Image Generation

CelebA 64x64 discrete-time model (test)

2.02FID

28

Image Reconstruction

CelebA

0.995SSIM

27

Face Restoration

CelebA synthetic (test)

0.331LPIPS

26

Binary Classification

CelebA (test)

93.9Accuracy

26

Hair-color classification

CelebA

91.3Accuracy

25

Image Quality Evaluation

CelebA-HQ

47.94PSNR

25

Image Deblurring

CelebA (test)

35.67PSNR

25

Model Inversion Defense

CelebA 64x64 (test)

86.9Accuracy

24

Watermark Removal

CelebA-HQ LoRA, w/o te

0.27CLIP-T Score

24

Image Retrieval

CelebA Hair Color queries

0.028KL Divergence

24

Image Retrieval

CelebA Stereotype queries

0.03KL Divergence

24

Page 3 of 34

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