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Models/DDRM

DDRM

Reported on 58 benchmarks across 10 tasks · 1 paper · 24 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision28 results

Image InpaintingonImageNet
FID· 2022-12-01
4.82
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
FID· 2022-12-01
12.53
best: 4.54 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
FID· 2022-12-01
43.15
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
FID· 2022-12-01
31.04
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
FID· 2022-12-01
1.48
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
FID· 2022-12-01
6.24
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
FID· 2022-12-01
43.15
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
FID· 2022-12-01
31.04
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
Consistency· 2022-12-01
455.9
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
FID· 2022-12-01
31.26
best: 26.44 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
Consistency· 2022-12-01
260.4
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
FID· 2022-12-01
36.56
best: 36.32 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
PSNR· 2022-12-01
31.73
best: 32.06 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
SSIM· 2022-12-01
0.966
best: 0.968 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
PSNR· 2022-12-01
34.79
best: 35.64 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
SSIM· 2022-12-01
0.978
best: 0.982 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
PSNR· 2022-12-01
27.38
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
SSIM· 2022-12-01
0.869
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
PSNR· 2022-12-01
43.01
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
SSIM· 2022-12-01
0.992
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
PSNR· 2022-12-01
43.07
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
SSIM· 2022-12-01
0.993
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
PSNR· 2022-12-01
27.38
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
SSIM· 2022-12-01
0.869
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Audio12 results

10-shot image generationonImageNet
FID· 2022-12-01
1.48
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
FID· 2022-12-01
6.24
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
FID· 2022-12-01
1.48
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
FID· 2022-12-01
6.24
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonImageNet
PSNR· 2022-12-01
43.01
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonImageNet
SSIM· 2022-12-01
0.992
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
PSNR· 2022-12-01
43.07
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
SSIM· 2022-12-01
0.993
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
PSNR· 2022-12-01
43.01
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
SSIM· 2022-12-01
0.992
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
PSNR· 2022-12-01
43.07
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
SSIM· 2022-12-01
0.993
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Methodology12 results

16konImageNet
FID· 2022-12-01
43.15
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
31.04
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
FID· 2022-12-01
1.48
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
6.24
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
27.38
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.869
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
31.63
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.945
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
43.01
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.992
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
43.07
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.993
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Graphs6 results

Super-ResolutiononImageNet
FID· 2022-12-01
43.15
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
FID· 2022-12-01
31.04
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
PSNR· 2022-12-01
27.38
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
SSIM· 2022-12-01
0.869
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Medical6 results

Image GenerationonImageNet
FID· 2022-12-01
4.82
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
FID· 2022-12-01
12.53
best: 4.54 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
PSNR· 2022-12-01
31.73
best: 32.06 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
SSIM· 2022-12-01
0.966
best: 0.968 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
PSNR· 2022-12-01
34.79
best: 35.64 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
SSIM· 2022-12-01
0.978
best: 0.982 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490