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ResearchFormerly WizWand

Image Manipulation

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

LSUN Bedroom VINE-watermarked

100Accuracy

7

May 20, 2026

LSUN Church VINE-watermarked

1Accuracy

7

May 20, 2026

AFHQ-Dog HiDDeN-watermarked (test)

100Accuracy

7

May 20, 2026

CelebA HiDDeN-watermarked (test)

100Accuracy

7

May 20, 2026

Image manipulation Few-shot (In Distribution)

19.81CLIP-Dir

7

Feb 26, 2026

Few-shot image manipulation (Out of Distribution)

18.27CLIP Directional Score

6

Feb 26, 2026

Image Manipulation Evaluation Dataset 135 images

78.47CLIPScore

5

Feb 26, 2026

80Multi-Conditioning

4

Feb 26, 2026

General Face Image Editing

20Inference Time

4

Feb 26, 2026

LSUN Church 256 (test)

0.2Sdir

3

Feb 26, 2026

CelebA-HQ 256 (test)

0.17Sdir

3

Feb 26, 2026

CelebA-HQ General cases, All domains (test)

62.47Preference Rate vs StyleGAN-NADA (pSp)

1

Feb 26, 2026

CelebA-HQ General cases Out-of-domain (test)

71.03Preference Rate (vs StyleGAN-NADA)

1

Feb 26, 2026

CelebA-HQ General cases In-domain (test)

58.05Preference Rate vs StyleGAN-NADA (+ Restyle w pSp)

1

Feb 26, 2026

CelebA-HQ Hard cases All domains (test)

73.1Preference Rate (vs StyleGAN-NADA)

1

Feb 26, 2026

CelebA-HQ Hard cases, Out-of-domain (test)

79.6Preference Rate vs StyleGAN-NADA (pSp)

1

Feb 26, 2026

CelebA-HQ Hard cases, In-domain (test)

69.85Preference Rate vs StyleGAN-NADA (pSp)

1

Feb 26, 2026