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Models/IR-SDE

IR-SDE

Reported on 24 benchmarks across 5 tasks · 1 paper · 13 SOTA

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

Computer Vision12 results

Rain RemovalonRain100H
FID· 2023-01-27
18.64
best: 14.1 (FoD)
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100H
LPIPS· 2023-01-27
0.047
best: 0.038 (FoD)
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100H
PSNR· 2023-01-27
31.65
best: 34.56 (GOUB (Mean-ODE))
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100L
FID· 2023-01-27
7.94
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100L
LPIPS· 2023-01-27
0.014
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Image DeblurringonGoPro
FID· 2023-01-27
6.32
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Image DeblurringonGoPro
LPIPS· 2023-01-27
0.064
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100H
SSIM· 2023-01-27
0.9041
best: 0.9414 (GOUB (Mean-ODE))
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100L
PSNR· 2023-01-27
38.3
best: 41.62 (IPT)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Rain RemovalonRain100L
SSIM· 2023-01-27
0.9805
best: 0.988 (IPT)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Image DeblurringonGoPro
PSNR· 2023-01-27
30.7
best: 34.6 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
Image DeblurringonGoPro
SSIM· 2023-01-27
0.901
best: 0.972 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699

Audio8 results

10-shot image generationonGoPro
FID· 2023-01-27
6.32
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
10-shot image generationonGoPro
LPIPS· 2023-01-27
0.064
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
1 Image, 2*2 StitchionGoPro
FID· 2023-01-27
6.32
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
1 Image, 2*2 StitchionGoPro
LPIPS· 2023-01-27
0.064
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
10-shot image generationonGoPro
PSNR· 2023-01-27
30.7
best: 35.98 (BSSTNet)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
10-shot image generationonGoPro
SSIM· 2023-01-27
0.901
best: 0.9792 (BSSTNet)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
1 Image, 2*2 StitchionGoPro
PSNR· 2023-01-27
30.7
best: 34.6 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
1 Image, 2*2 StitchionGoPro
SSIM· 2023-01-27
0.901
best: 0.972 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699

Methodology4 results

16konGoPro
FID· 2023-01-27
6.32
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
16konGoPro
LPIPS· 2023-01-27
0.064
SOTA
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
16konGoPro
PSNR· 2023-01-27
30.7
best: 34.6 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699
16konGoPro
SSIM· 2023-01-27
0.901
best: 0.972 (AdaRevD)
Image Restoration with Mean-Reverting Stochastic Differential Equations arXiv:2301.11699