Compressive Sensing Recovery on Set11
41.35PSNROCTUF+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OCTUF+CS Ratio=50%2023.04 | 41.35 | 98.38 | |
| OCTUFCS Ratio=50%2023.04 | 41.34 | 98.38 | |
| FSOINetCS Ratio=50%2023.04 | 41.08 | 98.32 | |
| CASNetCS Ratio=50%2023.04 | 40.93 | 98.26 | |
| MADUNCS Ratio=50%2023.04 | 40.77 | 98.32 | |
| MR-CCSNetCS Ratio=50%2023.04 | 40.73 | 98.28 | |
| TransCSCS Ratio=50%2023.04 | 40.49 | 98.15 | |
| AMP-NetCS Ratio=50%2023.04 | 40.34 | 98.04 | |
| OCTUF+CS Ratio=40%2023.04 | 39.43 | 97.74 | |
| OCTUFCS Ratio=40%2023.04 | 39.41 | 97.73 | |
| PnP (AR)CS Ratio=50%2021.06 | 39.29 | — | |
| RED (denoising)CS Ratio=50%2021.06 | 39.26 | — | |
| PnP (denoising)CS Ratio=50%2021.06 | 39.21 | — | |
| MADUNCS Ratio=40%2023.04 | 39.15 | 97.72 | |
| FSOINetCS Ratio=40%2023.04 | 39.14 | 97.64 | |
| CASNetCS Ratio=40%2023.04 | 39.04 | 97.6 | |
| COASTCS Ratio=50%2023.04 | 38.94 | 97.44 | |
| TransCSCS Ratio=40%2023.04 | 38.46 | 97.37 | |
| AMP-NetCS Ratio=40%2023.04 | 38.28 | 97.15 | |
| ISTA-Net+CS Ratio=50%2021.06 | 38.07 | — | |
| ISTA-Net+CS Ratio=50%2023.04 | 38.06 | 97.06 | |
| MAC-NetCS Ratio=50%2023.04 | 37.67 | 96.68 | |
| ISTA-NetCS Ratio=50%2021.06 | 37.43 | — | |
| PnP (AR)CS Ratio=40%2021.06 | 37.34 | — | |
| OCTUF+CS Ratio=30%2023.04 | 37.32 | 96.76 | |
| PnP (denoising)CS Ratio=40%2021.06 | 37.3 | — | |
| RED (denoising)CS Ratio=40%2021.06 | 37.28 | — | |
| OCTUFCS Ratio=30%2023.04 | 37.21 | 96.73 | |
| COASTCS Ratio=40%2023.04 | 37.11 | 96.46 | |
| FSOINetCS Ratio=30%2023.04 | 37 | 96.65 | |
| OCTUF+CS Ratio=Average2023.04 | 36.99 | 95.86 | |
| OCTUFCS Ratio=Average2023.04 | 36.95 | 95.84 | |
| MADUNCS Ratio=30%2023.04 | 36.94 | 96.76 | |
| DPH-DUNCS ratio (gamma)=0.252026.05 | 36.93 | 96.54 | |
| CASNetCS Ratio=30%2023.04 | 36.92 | 96.62 | |
| DPA-NetCS Ratio=50%2023.04 | 36.8 | 96.85 | |
| FSOINetCS Ratio=Average2023.04 | 36.7 | 95.76 | |
| DPH-DUN*CS ratio (gamma)=0.252026.05 | 36.7 | 96.45 | |
| CASNetCS Ratio=Average2023.04 | 36.58 | 95.71 | |
| MADUNCS Ratio=Average2023.04 | 36.48 | 95.73 | |
| USB-NetCS ratio (gamma)=0.252026.05 | 36.42 | 96.32 | |
| CPP-NetCS ratio (gamma)=0.252026.05 | 36.35 | 96.31 | |
| NesTD-NetCS Ratio=0.25, Params=5.93M2026.02 | 36.27 | 96 | |
| NesTD-NetCS ratio (gamma)=0.252026.05 | 36.27 | 96.22 | |
| DGU-Net+CS Ratio=0.25, Params=6.81M2026.02 | 36.18 | 96 | |
| OCTUFCS Ratio=25%2023.04 | 36.1 | 96.04 | |
| OCTUF+CS Ratio=25%2023.04 | 36.1 | 96.07 | |
| OCTUFCS ratio (gamma)=0.252026.05 | 36.1 | 96.04 | |
| ISTA-Net+CS Ratio=40%2021.06 | 36.06 | — | |
| ISTA-Net+CS Ratio=40%2023.04 | 36.04 | 95.81 | |
| Block-9CS Ratio=0.25, Params=15.96M2026.02 | 36.04 | 96 | |
| AMP-NetCS Ratio=30%2023.04 | 36.03 | 95.86 | |
| MAC-NetCS Ratio=40%2023.04 | 35.94 | 95.6 | |
| LoRun-9CS Ratio=0.25, Params=5.23M2026.02 | 35.94 | 96 | |
| TransCSCS Ratio=Average2023.04 | 35.83 | 95.13 | |
| FSOINetCS Ratio=25%2023.04 | 35.8 | 95.95 | |
| FOSINetCS ratio (gamma)=0.252026.05 | 35.8 | 95.95 | |
| AMP-NetCS Ratio=Average2023.04 | 35.74 | 94.73 | |
| CASNetCS Ratio=25%2023.04 | 35.67 | 95.91 | |
| MADUNCS Ratio=25%2023.04 | 35.66 | 96.01 | |
| CASNetCS Ratio=0.25, Params=16.90M2026.02 | 35.65 | 96 | |
| TransCSCS Ratio=30%2023.04 | 35.62 | 95.88 | |
| PnP (AR)CS Ratio=30%2021.06 | 35.53 | — | |
| UFC-NetCS ratio (gamma)=0.252026.05 | 35.42 | 95.67 | |
| ISTA-NetCS Ratio=40%2021.06 | 35.36 | — | |
| CSformerCS Ratio=0.25, Params=6.65M2026.02 | 35.34 | 92 | |
| DPA-NetCS Ratio=40%2023.04 | 35.21 | 95.8 | |
| COASTCS Ratio=30%2023.04 | 35.11 | 95.05 | |
| PnP (denoising)CS Ratio=30%2021.06 | 35.06 | — | |
| TransCSCS Ratio=25%2023.04 | 35.06 | 95.48 | |
| RED (denoising)CS Ratio=30%2021.06 | 35.01 | — | |
| COASTCS Ratio=Average2023.04 | 34.78 | 93.84 | |
| MR-CCSNetCS Ratio=25%2023.04 | 34.77 | 95.46 | |
| DPC-DUNCS ratio (gamma)=0.252026.05 | 34.75 | 94.83 | |
| AMP-NetCS Ratio=25%2023.04 | 34.63 | 94.81 | |
| AMP-NetCS ratio (gamma)=0.252026.05 | 34.63 | 94.81 | |
| TVCS Ratio=50%2021.06 | 34.27 | — | |
| AMP-NetCS Ratio=0.25, Params=0.94M2026.02 | 34.2 | 95 | |
| BCSNetCS ratio (gamma)=0.252026.05 | 34.2 | 94.8 | |
| COASTCS Ratio=25%2023.04 | 33.98 | 94.07 | |
| MAC-NetCS Ratio=30%2023.04 | 33.96 | 93.72 | |
| TCS-NetCS ratio (gamma)=0.252026.05 | 33.94 | 95.08 | |
| ISTA-Net+CS Ratio=30%2021.06 | 33.82 | — | |
| ISTA-Net+CS Ratio=30%2023.04 | 33.81 | 93.93 | |
| MAC-NetCS Ratio=Average2023.04 | 33.63 | 92.05 | |
| ISTA-Net+CS Ratio=Average2023.04 | 33.39 | 91.97 | |
| DPA-NetCS Ratio=30%2023.04 | 33.35 | 94.25 | |
| DMP-DUN+ (4-step)CS Ratio=Average, FLOPs (G)=303.42025.03 | 33.26 | 87.13 | |
| DPA-NetCS Ratio=Average2023.04 | 33.08 | 93.06 | |
| DMP-DUN (10-step)CS Ratio=Average, FLOPs (G)=742.62025.03 | 32.99 | 86.66 | |
| ISTA-NetCS Ratio=30%2021.06 | 32.91 | — | |
| MAC-NetCS Ratio=25%2023.04 | 32.91 | 92.44 | |
| TransCSCS Ratio=0.25, Params=1.49M2026.02 | 32.84 | 93 | |
| DMP-DUN+ (2-step)CS Ratio=Average, FLOPs (G)=1572025.03 | 32.74 | 86.67 | |
| ISTA-Net+CS Ratio=25%2023.04 | 32.48 | 92.42 | |
| ISTA-Net+CS ratio (gamma)=0.252026.05 | 32.44 | 92.37 | |
| DPA-NetCS Ratio=25%2023.04 | 32.38 | 93.11 | |
| TVCS Ratio=40%2021.06 | 32.29 | — | |
| CSNet+CS ratio (gamma)=0.252026.05 | 32.2 | 93.37 | |
| PRL-RND+CS Ratio=Average, FLOPs (G)=562.2, Publication=IJCV 20232025.03 | 31.87 | 86.03 |