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Models/DDNM

DDNM

Reported on 58 benchmarks across 10 tasks · 1 paper · 58 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
3.89
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
PSNR· 2022-12-01
32.06
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
SSIM· 2022-12-01
0.968
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
FID· 2022-12-01
4.54
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
PSNR· 2022-12-01
35.64
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
SSIM· 2022-12-01
0.982
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
FID· 2022-12-01
39.26
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
PSNR· 2022-12-01
27.46
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
SSIM· 2022-12-01
0.87
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
FID· 2022-12-01
22.27
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
FID· 2022-12-01
1.15
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
PSNR· 2022-12-01
44.93
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
SSIM· 2022-12-01
0.994
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
FID· 2022-12-01
1.41
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
PSNR· 2022-12-01
46.72
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
SSIM· 2022-12-01
0.996
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
FID· 2022-12-01
39.26
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
PSNR· 2022-12-01
27.46
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
SSIM· 2022-12-01
0.87
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
FID· 2022-12-01
22.27
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
FID· 2022-12-01
26.44
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
FID· 2022-12-01
36.32
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
Consistency· 2022-12-01
26.25
best: 455.9 (DDRM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
Consistency· 2022-12-01
42.32
best: 260.4 (DDRM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Audio12 results

10-shot image generationonImageNet
FID· 2022-12-01
1.15
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonImageNet
PSNR· 2022-12-01
44.93
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonImageNet
SSIM· 2022-12-01
0.994
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
FID· 2022-12-01
1.41
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
PSNR· 2022-12-01
46.72
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
10-shot image generationonCelebA
SSIM· 2022-12-01
0.996
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
FID· 2022-12-01
1.15
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
PSNR· 2022-12-01
44.93
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionImageNet
SSIM· 2022-12-01
0.994
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
FID· 2022-12-01
1.41
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
PSNR· 2022-12-01
46.72
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
1 Image, 2*2 StitchionCelebA
SSIM· 2022-12-01
0.996
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Methodology12 results

16konImageNet
FID· 2022-12-01
39.26
best: 1.15
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
22.27
best: 1.41
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
FID· 2022-12-01
1.15
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
44.93
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.994
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
1.41
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
46.72
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.996
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
27.46
best: 44.93
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.87
best: 0.994
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
31.63
best: 46.72
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.945
best: 0.996
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Graphs6 results

Super-ResolutiononImageNet
FID· 2022-12-01
39.26
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
PSNR· 2022-12-01
27.46
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
SSIM· 2022-12-01
0.87
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
FID· 2022-12-01
22.27
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
PSNR· 2022-12-01
31.63
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
SSIM· 2022-12-01
0.945
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Medical6 results

Image GenerationonImageNet
FID· 2022-12-01
3.89
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
PSNR· 2022-12-01
32.06
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
SSIM· 2022-12-01
0.968
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
FID· 2022-12-01
4.54
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
PSNR· 2022-12-01
35.64
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
SSIM· 2022-12-01
0.982
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490