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SOTA Image Manipulation benchmarks and papers with code | Wizwand
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Image Manipulation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Image manipulation Few-shot (In Distribution)
InstaManip
CLIP-Dir
19.81
7
4d ago
Few-shot image manipulation (Out of Distribution)
InstaManip
CLIP Directional Score
18.27
6
4d ago
Image Manipulation Evaluation Dataset 135 images
DALL-E 2
CLIPScore
78.47
5
4d ago
User Study
SEGA
Multi-Conditioning
80
4
4d ago
General Face Image Editing
TediGAN
Inference Time
20
4
4d ago
LSUN Church 256 (test)
DiffusionCLIP
Sdir
0.2
3
4d ago
CelebA-HQ 256 (test)
DiffusionCLIP
Sdir
0.17
3
4d ago
CelebA-HQ General cases, All domains (test)
DiffusionCLIP
Preference Rate vs StyleGAN-NADA (pSp)
62.47
1
4d ago
CelebA-HQ General cases Out-of-domain (test)
DiffusionCLIP
Preference Rate (vs StyleGAN-NADA)
71.03
1
4d ago
CelebA-HQ General cases In-domain (test)
DiffusionCLIP
Preference Rate vs StyleGAN-NADA (+ Restyle w pSp)
58.05
1
4d ago
CelebA-HQ Hard cases All domains (test)
DiffusionCLIP
Preference Rate (vs StyleGAN-NADA)
73.1
1
4d ago
CelebA-HQ Hard cases, Out-of-domain (test)
DiffusionCLIP
Preference Rate vs StyleGAN-NADA (pSp)
79.6
1
4d ago
CelebA-HQ Hard cases, In-domain (test)
DiffusionCLIP
Preference Rate vs StyleGAN-NADA (pSp)
69.85
1
4d ago
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