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Models/DGP

DGP

Reported on 17 benchmarks across 7 tasks · 2 papers · 7 SOTA

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

Computer Vision9 results

Image Super-ResolutiononImageNet
FID· 2022-12-01
64.34
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
FID· 2022-12-01
64.34
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image ColorizationonImageNet
FID· 2022-12-01
69.54
best: 36.32 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Virtual Try-ononMPV
SWD· 2021-12-14
36.7
SOTA
Weakly Supervised High-Fidelity Clothing Model Generation arXiv:2112.07200
Image Super-ResolutiononImageNet
PSNR· 2022-12-01
23.18
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Image Super-ResolutiononImageNet
SSIM· 2022-12-01
0.798
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
3D Object Super-ResolutiononImageNet
PSNR· 2022-12-01
23.18
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
0.798
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Virtual Try-ononMPV
FID· 2021-12-14
48.4
best: 6.429 (PF-AFN)
Weakly Supervised High-Fidelity Clothing Model Generation arXiv:2112.07200

Graphs3 results

Super-ResolutiononImageNet
FID· 2022-12-01
64.34
best: 36.27 (DAVI)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
PSNR· 2022-12-01
23.18
best: 27.46 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
Super-ResolutiononImageNet
SSIM· 2022-12-01
0.798
best: 0.87 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Methodology3 results

16konImageNet
FID· 2022-12-01
64.34
best: 1.15 (DDNM)
SOTA
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
PSNR· 2022-12-01
23.18
best: 44.93 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490
16konImageNet
SSIM· 2022-12-01
0.798
best: 0.994 (DDNM)
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model arXiv:2212.00490

Audio2 results

1 Image, 2*2 StitchionMPV
SWD· 2021-12-14
36.7
SOTA
Weakly Supervised High-Fidelity Clothing Model Generation arXiv:2112.07200
1 Image, 2*2 StitchionMPV
FID· 2021-12-14
48.4
best: 6.429 (PF-AFN)
Weakly Supervised High-Fidelity Clothing Model Generation arXiv:2112.07200