Image Compressed Sensing on Set14
41.25PSNRMR-CCSNet+
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MR-CCSNet+Sampling Ratio=50%2022.06 | 41.25 | 0.9864 | |
| MR-CCSNet+Ratio=50%2022.06 | 41.25 | 0.9864 | |
| MR-CCSNetSampling Ratio=50%2022.06 | 41.21 | 0.9864 | |
| MR-CCSNetRatio=50%2022.06 | 41.21 | 0.9864 | |
| RK-CCSNetRatio=50%2022.06 | 40.66 | 0.9848 | |
| RK-CCSNetSampling Ratio=50%2022.06 | 40.15 | 0.9837 | |
| RK-CCSNet§Ratio=50%2022.06 | 40.15 | 0.9837 | |
| CSNet+Ratio=50%2022.06 | 38.67 | 0.9756 | |
| CSNet+Sampling Ratio=50%2022.06 | 38.59 | 0.9752 | |
| CSNet+§Ratio=50%2022.06 | 38.59 | 0.9752 | |
| GSRSampling Ratio=50%2022.06 | 37.47 | 0.9619 | |
| GSRRatio=50%2022.06 | 37.47 | 0.9619 | |
| MR-CCSNet+Sampling Ratio=25%2022.06 | 35.11 | 0.9512 | |
| MR-CCSNet+Ratio=25%2022.06 | 35.11 | 0.9512 | |
| MR-CCSNetSampling Ratio=25%2022.06 | 35.04 | 0.951 | |
| MR-CCSNetRatio=25%2022.06 | 35.04 | 0.951 | |
| RK-CCSNetRatio=25%2022.06 | 35.03 | 0.9505 | |
| DPH-DUNCS ratio (gamma)=0.252026.05 | 34.94 | 0.9363 | |
| DPH-DUN*CS ratio (gamma)=0.252026.05 | 34.8 | 0.936 | |
| USB-NetCS ratio (gamma)=0.252026.05 | 34.43 | 0.9343 | |
| CPP-NetCS ratio (gamma)=0.252026.05 | 34.41 | 0.9336 | |
| NesTD-NetCS Ratio=0.25, Params=5.93M2026.02 | 34.33 | 0.93 | |
| NesTD-NetCS ratio (gamma)=0.252026.05 | 34.33 | 0.933 | |
| OCTUFCS ratio (gamma)=0.252026.05 | 34.18 | 0.9312 | |
| RK-CCSNetSampling Ratio=25%2022.06 | 34.16 | 0.9443 | |
| RK-CCSNet§Ratio=25%2022.06 | 34.16 | 0.9443 | |
| Block-9CS Ratio=0.25, Params=15.96M2026.02 | 34.09 | 0.93 | |
| FOSINetCS ratio (gamma)=0.252026.05 | 34.05 | 0.9309 | |
| LoRun-9CS Ratio=0.25, Params=5.23M2026.02 | 34.03 | 0.93 | |
| CASNetCS Ratio=0.25, Params=16.90M2026.02 | 33.95 | 0.93 | |
| CSNet+Ratio=25%2022.06 | 33.92 | 0.9354 | |
| CSNet+Sampling Ratio=25%2022.06 | 33.81 | 0.9339 | |
| CSNet+§Ratio=25%2022.06 | 33.81 | 0.9339 | |
| UFC-NetCS ratio (gamma)=0.252026.05 | 33.81 | 0.9259 | |
| DGU-Net+CS Ratio=0.25, Params=6.81M2026.02 | 33.7 | 0.93 | |
| AMP-NetCS Ratio=0.25, Params=0.94M2026.02 | 33.21 | 0.91 | |
| AMP-NetCS ratio (gamma)=0.252026.05 | 33.21 | 0.9144 | |
| DPC-DUNCS ratio (gamma)=0.252026.05 | 32.78 | 0.9023 | |
| MR-CCSNet+Ratio=Average2022.06 | 32.47 | 0.8567 | |
| CSformerCS Ratio=0.25, Params=6.65M2026.02 | 32.45 | 0.91 | |
| MR-CCSNetRatio=Average2022.06 | 32.39 | 0.8554 | |
| TCS-NetCS ratio (gamma)=0.252026.05 | 32.23 | 0.9206 | |
| RK-CCSNetRatio=Average2022.06 | 32.21 | 0.853 | |
| TransCSCS Ratio=0.25, Params=1.49M2026.02 | 32.14 | 0.92 | |
| BCSNetCS ratio (gamma)=0.252026.05 | 32.11 | 0.9172 | |
| GSRSampling Ratio=25%2022.06 | 31.82 | 0.8939 | |
| GSRRatio=25%2022.06 | 31.82 | 0.8939 | |
| RK-CCSNet§Ratio=Average2022.06 | 31.71 | 0.847 | |
| Block-9CS Ratio=0.10, Params=15.96M2026.02 | 31.44 | 0.87 | |
| CSNet+Ratio=Average2022.06 | 31.24 | 0.8322 | |
| CSNet+CS ratio (gamma)=0.252026.05 | 31.1 | 0.9065 | |
| MR-CCSNet+Sampling Ratio=12.5%2022.06 | 31.06 | 0.8898 | |
| MR-CCSNet+Ratio=12.5%2022.06 | 31.06 | 0.8898 | |
| MR-CCSNetSampling Ratio=12.5%2022.06 | 30.97 | 0.8889 | |
| MR-CCSNetRatio=12.5%2022.06 | 30.97 | 0.8889 | |
| RK-CCSNetRatio=12.5%2022.06 | 30.93 | 0.888 | |
| CSNet+§Ratio=Average2022.06 | 30.89 | 0.8135 | |
| CSformerCS Ratio=0.10, Params=6.65M2026.02 | 30.83 | 0.8 | |
| ISTA-Net+CS ratio (gamma)=0.252026.05 | 30.62 | 0.87 | |
| CASNetCS Ratio=0.10, Params=16.90M2026.02 | 30.53 | 0.85 | |
| RK-CCSNetSampling Ratio=12.5%2022.06 | 30.42 | 0.8798 | |
| RK-CCSNet§Ratio=12.5%2022.06 | 30.42 | 0.8798 | |
| DPH-DUNCS ratio (gamma)=0.102026.05 | 30.42 | 0.8615 | |
| DPH-DUN*CS ratio (gamma)=0.102026.05 | 30.26 | 0.8596 | |
| CSNet+Ratio=12.5%2022.06 | 30.16 | 0.863 | |
| CSNet+Sampling Ratio=12.5%2022.06 | 30.12 | 0.861 | |
| CSNet+§Ratio=12.5%2022.06 | 30.12 | 0.861 | |
| CPP-NetCS ratio (gamma)=0.102026.05 | 29.93 | 0.8537 | |
| USB-NetCS ratio (gamma)=0.102026.05 | 29.9 | 0.8542 | |
| AutoBCSCS Ratio=0.25, Params=2.01M2026.02 | 29.88 | 0.91 | |
| NesTD-NetCS Ratio=0.10, Params=5.93M2026.02 | 29.62 | 0.85 | |
| NesTD-NetCS ratio (gamma)=0.102026.05 | 29.62 | 0.8504 | |
| LoRun-9CS Ratio=0.10, Params=5.23M2026.02 | 29.53 | 0.85 | |
| OCTUFCS ratio (gamma)=0.102026.05 | 29.47 | 0.8454 | |
| FOSINetCS ratio (gamma)=0.102026.05 | 29.35 | 0.8451 | |
| DGU-Net+CS Ratio=0.10, Params=6.81M2026.02 | 29.34 | 0.85 | |
| UFC-NetCS ratio (gamma)=0.102026.05 | 29.1 | 0.8363 | |
| DPH-DUNCS ratio (gamma)=Avg.2026.05 | 28.92 | 0.7895 | |
| DPH-DUN*CS ratio (gamma)=Avg.2026.05 | 28.82 | 0.7882 | |
| AMP-NetCS Ratio=0.10, Params=0.94M2026.02 | 28.77 | 0.81 | |
| AMP-NetCS ratio (gamma)=0.102026.05 | 28.77 | 0.8183 | |
| Block-9CS Ratio=Avg., Params=15.96M2026.02 | 28.6 | 0.78 | |
| GSRRatio=Average2022.06 | 28.58 | 0.7651 | |
| USB-NetCS ratio (gamma)=Avg.2026.05 | 28.37 | 0.7759 | |
| CPP-NetCS ratio (gamma)=Avg.2026.05 | 28.35 | 0.7752 | |
| TransCSCS Ratio=0.10, Params=1.49M2026.02 | 28.33 | 0.81 | |
| AutoBCSCS Ratio=0.10, Params=2.01M2026.02 | 28.33 | 0.8 | |
| TCS-NetCS ratio (gamma)=0.102026.05 | 28.19 | 0.8283 | |
| NesTD-NetCS Ratio=Avg., Params=5.93M2026.02 | 28.15 | 0.77 | |
| NesTD-NetCS ratio (gamma)=Avg.2026.05 | 28.15 | 0.7707 | |
| GSRSampling Ratio=12.5%2022.06 | 28.08 | 0.7915 | |
| GSRRatio=12.5%2022.06 | 28.08 | 0.7915 | |
| LoRun-9CS Ratio=Avg., Params=5.23M2026.02 | 28.04 | 0.77 | |
| DPC-DUNCS ratio (gamma)=0.102026.05 | 28.03 | 0.795 | |
| MR-CCSNet+Sampling Ratio=6.25%2022.06 | 28 | 0.7996 | |
| MR-CCSNet+Ratio=6.25%2022.06 | 28 | 0.7996 | |
| BCSNetCS ratio (gamma)=0.102026.05 | 27.92 | 0.8199 | |
| MR-CCSNetSampling Ratio=6.25%2022.06 | 27.91 | 0.7986 | |
| MR-CCSNetRatio=6.25%2022.06 | 27.91 | 0.7986 | |
| OCTUFCS ratio (gamma)=Avg.2026.05 | 27.91 | 0.7642 |