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Models/A+y

A+y

Reported on 58 benchmarks across 10 tasks · 1 paper · 22 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
72.71
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
FID· 2022-12-01
181.56
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
134.4
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
103.3
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
FID· 2022-12-01
55.42
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
FID· 2022-12-01
54.31
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
134.4
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
103.3
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
FID· 2022-12-01
68.81
best: 26.44 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
FID· 2022-12-01
43.37
best: 36.32 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
PSNR· 2022-12-01
14.52
best: 32.06 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonImageNet
SSIM· 2022-12-01
0.799
best: 0.968 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
PSNR· 2022-12-01
15.57
best: 35.64 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image InpaintingonCelebA
SSIM· 2022-12-01
0.809
best: 0.982 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
PSNR· 2022-12-01
24.26
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
SSIM· 2022-12-01
0.684
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
PSNR· 2022-12-01
27.27
best: 31.63 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononCelebA
SSIM· 2022-12-01
0.782
best: 0.945 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
PSNR· 2022-12-01
18.56
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonImageNet
SSIM· 2022-12-01
0.6616
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
PSNR· 2022-12-01
18.85
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image DeblurringonCelebA
SSIM· 2022-12-01
0.741
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
24.26
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
0.684
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
27.27
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
0.782
best: 0.945 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonCelebA
Consistency
0
best: 455.9 (DDRM)
Image ColorizationonImageNet
Consistency
0
best: 260.4 (DDRM)

Audio12 results

10-shot image generationonImageNet
FID· 2022-12-01
55.42
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
54.31
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
55.42
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
54.31
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
18.56
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
0.6616
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
18.85
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
0.741
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
18.56
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
0.6616
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
18.85
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
0.741
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Methodology12 results

16konImageNet
FID· 2022-12-01
134.4
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
103.3
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
FID· 2022-12-01
55.42
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
FID· 2022-12-01
54.31
best: 1.41 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
24.26
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.684
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
27.27
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.782
best: 0.996 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
18.56
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.6616
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
PSNR· 2022-12-01
18.85
best: 46.72 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konCelebA
SSIM· 2022-12-01
0.741
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
134.4
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
FID· 2022-12-01
103.3
best: 22.27 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
PSNR· 2022-12-01
24.26
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
SSIM· 2022-12-01
0.684
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
PSNR· 2022-12-01
27.27
best: 31.63 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononCelebA
SSIM· 2022-12-01
0.782
best: 0.945 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Medical6 results

Image GenerationonImageNet
FID· 2022-12-01
72.71
best: 3.21 (WavePaint)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
FID· 2022-12-01
181.56
best: 4.54 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
PSNR· 2022-12-01
14.52
best: 32.06 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonImageNet
SSIM· 2022-12-01
0.799
best: 0.968 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
PSNR· 2022-12-01
15.57
best: 35.64 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image GenerationonCelebA
SSIM· 2022-12-01
0.809
best: 0.982 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490