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Models/M3SNet

M3SNet

Reported on 28 benchmarks across 5 tasks · 1 paper · 11 SOTA

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

Computer Vision13 results

Image DeblurringonHIDE
PSNR· 2023-05-09
31.49
best: 32.35 (AdaRevD)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Image DeblurringonHIDE (trained on GOPRO)
PSNR· 2023-05-09
31.49
best: 31.64 (Hi-IR-L)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Image DeblurringonHIDE (trained on GOPRO)
SSIM· 2023-05-09
0.951
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonTest1200
PSNR· 2023-05-09
33.52
best: 34.77 (CAPTNet)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonTest1200
SSIM· 2023-05-09
0.925
best: 0.937 (CAPTNet)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonRain100H
PSNR· 2023-05-09
30.64
best: 34.56 (GOUB (Mean-ODE))
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonRain100H
SSIM· 2023-05-09
0.892
best: 0.9414 (GOUB (Mean-ODE))
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonTest100
PSNR· 2023-05-09
31.29
best: 32 (Restormer)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonTest100
SSIM· 2023-05-09
0.903
best: 0.923 (Restormer)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonRain100L
PSNR· 2023-05-09
40.04
best: 41.62 (IPT)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Rain RemovalonRain100L
SSIM· 2023-05-09
0.985
best: 0.988 (IPT)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Image DeblurringonGoPro
PSNR· 2023-05-09
33.74
best: 34.6 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
Image DeblurringonGoPro
SSIM· 2023-05-09
0.967
best: 0.972 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146

Audio10 results

10-shot image generationonHIDE (trained on GOPRO)
PSNR· 2023-05-09
31.49
best: 31.64 (Hi-IR-L)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
10-shot image generationonHIDE (trained on GOPRO)
SSIM· 2023-05-09
0.951
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
1 Image, 2*2 StitchionHIDE
PSNR· 2023-05-09
31.49
best: 32.35 (AdaRevD)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
1 Image, 2*2 StitchionHIDE (trained on GOPRO)
PSNR· 2023-05-09
31.49
best: 31.64 (Hi-IR-L)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
1 Image, 2*2 StitchionHIDE (trained on GOPRO)
SSIM· 2023-05-09
0.951
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
10-shot image generationonHIDE
PSNR· 2023-05-09
31.49
best: 32.83 (MAXIM-3S)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
10-shot image generationonGoPro
PSNR· 2023-05-09
33.74
best: 35.98 (BSSTNet)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
10-shot image generationonGoPro
SSIM· 2023-05-09
0.967
best: 0.9792 (BSSTNet)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
1 Image, 2*2 StitchionGoPro
PSNR· 2023-05-09
33.74
best: 34.6 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
1 Image, 2*2 StitchionGoPro
SSIM· 2023-05-09
0.967
best: 0.972 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146

Methodology5 results

16konHIDE
PSNR· 2023-05-09
31.49
best: 32.35 (AdaRevD)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
16konHIDE (trained on GOPRO)
PSNR· 2023-05-09
31.49
best: 31.64 (Hi-IR-L)
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
16konHIDE (trained on GOPRO)
SSIM· 2023-05-09
0.951
SOTA
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
16konGoPro
PSNR· 2023-05-09
33.74
best: 34.6 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146
16konGoPro
SSIM· 2023-05-09
0.967
best: 0.972 (AdaRevD)
A Mountain-Shaped Single-Stage Network for Accurate Image Restoration arXiv:2305.05146