Random Inpainting

Benchmarks

Dataset Name	SOTA Method	Metric
FFHQ 256x256-1K	Diffusion Optimal Control	FID15.93	32	1mo ago
AFHQ-Cat (test)	FlowADMM	PSNR34.82	24	22d ago
ImageNet 1K	DDNM	LPIPS0.084	21	1mo ago
ImageNet 256 (test)		PSNR23.74	14	1mo ago
FFHQ 256x256 (val)	CLAMP	PSNR31.433	12	6d ago
MS-COCO (test)	LMAP-RPS	Inference Time (s/image)45	11	6d ago
CelebA (test)	FlowADMM	PSNR35.23	11	22d ago
ImageNet	LCDM-BAOAB	LPIPS0.0933	11	26d ago
CelebA 100 images (test)	PnP-Flow5	PSNR33.98	10	3mo ago
AFHQ-Cat 100 images (test)	PnP-Flow	PSNR33.75	10	3mo ago
FFHQ 128 images (test)	PnP-Flow	PSNR33.84	9	22d ago
FFHQ 256 × 256	NA-NHMC	PSNR26.72	8	1mo ago
FFHQ 256 x 256	Equi-ReSample	LPIPS0.047	8	3mo ago
AFHQ Cat	IPnP-Flow	PSNR33.21	8	3mo ago
CelebA	IPnP-Flow	PSNR34.65	8	3mo ago
AFHQ 0.8 corruption	DPS	LPIPS0.107	8	3mo ago
AFHQ 0.6 corruption	DPS	LPIPS0.051	8	3mo ago
AFHQ 0.4 corruption	DPS	LPIPS0.02	8	3mo ago
FFHQ 256x256-1K (sigma_y=0.1)	Diffusion Conditional Sampling (Ours)	LPIPS0.149	7	1mo ago
FFHQ 256x256-1K (sigma_y=0.01)	Diffusion Conditional Sampling (Ours)	LPIPS0.024	7	1mo ago
ImageNet 92% mask 256x256 (val)	NA-NHMC	PSNR24.1	7	1mo ago
FFHQ 256x256-1K 1.0 (test)	Diffusion Optimal Control	PSNR31.84	7	3mo ago
CelebA p=0.9 HQ (test)	Ambient Diffusion	LPIPS0.152	5	3mo ago
CelebA p=0.8 HQ (test)	Ambient Diffusion	LPIPS0.084	5	3mo ago
CelebA p=0.6 HQ (test)	Ambient Diffusion	LPIPS0.037	5	3mo ago

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