Image Manipulation

Benchmarks

Dataset Name	SOTA Method	Metric
Image manipulation Few-shot (In Distribution)	InstaManip	CLIP-Dir19.81	7	1mo ago
Few-shot image manipulation (Out of Distribution)	InstaManip	CLIP Directional Score18.27	6	1mo ago
Image Manipulation Evaluation Dataset 135 images	DALL-E 2	CLIPScore78.47	5	1mo ago
User Study	SEGA	Multi-Conditioning80	4	1mo ago
General Face Image Editing	TediGAN	Inference Time20	4	1mo ago
LSUN Church 256 (test)	DiffusionCLIP	Sdir0.2	3	1mo ago
CelebA-HQ 256 (test)	DiffusionCLIP	Sdir0.17	3	1mo ago
CelebA-HQ General cases, All domains (test)	DiffusionCLIP	Preference Rate vs StyleGAN-NADA (pSp)62.47	1	1mo ago
CelebA-HQ General cases Out-of-domain (test)	DiffusionCLIP	Preference Rate (vs StyleGAN-NADA)71.03	1	1mo ago
CelebA-HQ General cases In-domain (test)	DiffusionCLIP	Preference Rate vs StyleGAN-NADA (+ Restyle w pSp)58.05	1	1mo ago
CelebA-HQ Hard cases All domains (test)	DiffusionCLIP	Preference Rate (vs StyleGAN-NADA)73.1	1	1mo ago
CelebA-HQ Hard cases, Out-of-domain (test)	DiffusionCLIP	Preference Rate vs StyleGAN-NADA (pSp)79.6	1	1mo ago
CelebA-HQ Hard cases, In-domain (test)	DiffusionCLIP	Preference Rate vs StyleGAN-NADA (pSp)69.85	1	1mo ago

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