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Models/ILVR

ILVR

Reported on 24 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Computer Vision12 results

Image Super-ResolutiononImageNet
FID· 2022-12-01
43.66
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
29.82
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
FID· 2022-12-01
43.66
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
29.82
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
PSNR· 2022-12-01
27.4
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
SSIM· 2022-12-01
0.87
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
PSNR· 2022-12-01
31.59
best: 31.63 (DDNM)
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
3D Object Super-ResolutiononImageNet
PSNR· 2022-12-01
27.4
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
0.87
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononCelebA
PSNR· 2022-12-01
31.59
best: 31.63 (DDNM)
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

Graphs6 results

Super-ResolutiononImageNet
FID· 2022-12-01
43.66
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
FID· 2022-12-01
29.82
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
PSNR· 2022-12-01
27.4
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
SSIM· 2022-12-01
0.87
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
PSNR· 2022-12-01
31.59
best: 31.63 (DDNM)
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

Methodology6 results

16konImageNet
FID· 2022-12-01
43.66
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
29.82
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
27.4
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.87
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
31.59
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