Compressive Sensing Recovery on BSD68
41.14PSNRSIB-ACS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SIB-ACSSampling Type=Adaptive, Sampling Ratio (SR)=0.502025.03 | 41.14 | 0.9779 | |
| SIB-ACSSampling Type=Adaptive, Sampling Ratio (SR)=Average2025.03 | 35.83 | 0.932 | |
| PnP (AR)CS Ratio=50%2021.06 | 34.92 | — | |
| RED (denoising)CS Ratio=50%2021.06 | 34.39 | — | |
| PnP (denoising)CS Ratio=50%2021.06 | 34.35 | — | |
| SIB-ACSSampling Type=Adaptive, Sampling Ratio (SR)=0.252025.03 | 34.35 | 0.9312 | |
| ISTA-Net+CS Ratio=50%2021.06 | 34.01 | — | |
| ISTA-NetCS Ratio=50%2021.06 | 33.61 | — | |
| PnP (AR)CS Ratio=40%2021.06 | 33.18 | — | |
| PnP (denoising)CS Ratio=40%2021.06 | 32.29 | — | |
| RED (denoising)CS Ratio=40%2021.06 | 32.25 | — | |
| ISTA-Net+CS Ratio=40%2021.06 | 32.21 | — | |
| TVCS Ratio=50%2021.06 | 31.98 | — | |
| ISTA-NetCS Ratio=40%2021.06 | 31.85 | — | |
| PnP (AR)CS Ratio=30%2021.06 | 31.33 | — | |
| ISTA-Net+CS Ratio=30%2021.06 | 30.34 | — | |
| PnP (denoising)CS Ratio=30%2021.06 | 30.31 | — | |
| TVCS Ratio=40%2021.06 | 30.27 | — | |
| RED (denoising)CS Ratio=30%2021.06 | 30.2 | — | |
| ISTA-NetCS Ratio=30%2021.06 | 29.93 | — | |
| ReconNetCS Ratio=50%2021.06 | 29.86 | — | |
| SIB-ACSSampling Type=Adaptive, Sampling Ratio (SR)=0.102025.03 | 29.54 | 0.8401 | |
| Uformer-ICSSampling Type=Adaptive, Sampling Ratio (SR)=0.102025.03 | 29.36 | 0.8073 | |
| ReconNetCS Ratio=40%2021.06 | 29.08 | — | |
| TVCS Ratio=30%2021.06 | 28.61 | — | |
| CASNetSampling Type=Adaptive, Sampling Ratio (SR)=0.102025.03 | 28.41 | 0.8227 | |
| AMS-NetSampling Type=Adaptive, Sampling Ratio (SR)=0.102025.03 | 28.41 | 0.823 | |
| SDACS Ratio=50%2021.06 | 28.35 | — | |
| OCTUFSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 28.28 | 0.8177 | |
| NesTD-NetSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 28.28 | 0.8231 | |
| FSOINetSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 28.27 | 0.8187 | |
| DGUNet+Sampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 28.13 | 0.8165 | |
| UFC-NetSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 27.95 | 0.8086 | |
| AMP-Net-9-BMSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 27.86 | 0.7926 | |
| TransCSSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 27.86 | 0.8086 | |
| LTWISTSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 27.85 | 0.8082 | |
| HB-NetSampling Type=Adaptive, Sampling Ratio (SR)=0.102025.03 | 27.75 | 0.7978 | |
| ReconNetCS Ratio=30%2021.06 | 27.53 | — | |
| SDACS Ratio=40%2021.06 | 27.41 | — | |
| MADUNSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 26.83 | 0.762 | |
| DPC-DUNSampling Type=Uniform, Sampling Ratio (SR)=0.102025.03 | 26.77 | 0.7608 | |
| PnP (AR)CS Ratio=10%2021.06 | 26.46 | — | |
| SDACS Ratio=30%2021.06 | 26.38 | — | |
| ISTA-Net+CS Ratio=10%2021.06 | 25.33 | — | |
| PnP (denoising)CS Ratio=10%2021.06 | 25.06 | — | |
| ISTA-NetCS Ratio=10%2021.06 | 25.02 | — | |
| RED (denoising)CS Ratio=10%2021.06 | 24.97 | — | |
| TVCS Ratio=10%2021.06 | 24.56 | — | |
| ReconNetCS Ratio=10%2021.06 | 24.15 | — | |
| SDACS Ratio=10%2021.06 | 23.12 | — |