Compressive Sensing Reconstruction on General100
38.94PSNRDPH-DUN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DPH-DUNCS ratio (gamma)=0.252026.05 | 38.94 | 0.9694 | |
| DPH-DUN*CS ratio (gamma)=0.252026.05 | 38.85 | 0.9692 | |
| NesTD-NetCS Ratio=0.25, Params=5.93M2026.02 | 38.42 | 0.97 | |
| NesTD-NetCS ratio (gamma)=0.252026.05 | 38.42 | 0.967 | |
| USB-NetCS ratio (gamma)=0.252026.05 | 38.38 | 0.9681 | |
| CPP-NetCS ratio (gamma)=0.252026.05 | 38.32 | 0.9674 | |
| OCTUFCS ratio (gamma)=0.252026.05 | 38.26 | 0.9666 | |
| Block-9CS Ratio=0.25, Params=15.96M2026.02 | 38.17 | 0.96 | |
| LoRun-9CS Ratio=0.25, Params=5.23M2026.02 | 38.16 | 0.97 | |
| FOSINetCS ratio (gamma)=0.252026.05 | 38.13 | 0.966 | |
| CASNetCS Ratio=0.25, Params=16.90M2026.02 | 38.07 | 0.97 | |
| UFC-NetCS ratio (gamma)=0.252026.05 | 37.75 | 0.9624 | |
| DGU-Net+CS Ratio=0.25, Params=6.81M2026.02 | 37.55 | 0.96 | |
| TransCSCS Ratio=0.25, Params=1.49M2026.02 | 36.95 | 0.96 | |
| AutoBCSCS Ratio=0.25, Params=2.01M2026.02 | 36.71 | 0.96 | |
| CSformerCS Ratio=0.25, Params=6.65M2026.02 | 36.51 | 0.96 | |
| DPC-DUNCS ratio (gamma)=0.252026.05 | 36.5 | 0.9481 | |
| AMP-NetCS Ratio=0.25, Params=0.94M2026.02 | 36.01 | 0.95 | |
| AMP-NetCS ratio (gamma)=0.252026.05 | 36.01 | 0.9508 | |
| TCS-NetCS ratio (gamma)=0.252026.05 | 34.63 | 0.9504 | |
| ISTA-Net+CS ratio (gamma)=0.252026.05 | 34.32 | 0.925 | |
| DPH-DUNCS ratio (gamma)=0.102026.05 | 33.91 | 0.9205 | |
| DPH-DUN*CS ratio (gamma)=0.102026.05 | 33.77 | 0.9192 | |
| BCSNetCS ratio (gamma)=0.252026.05 | 33.52 | 0.9401 | |
| USB-NetCS ratio (gamma)=0.102026.05 | 33.27 | 0.9166 | |
| CPP-NetCS ratio (gamma)=0.102026.05 | 33.16 | 0.9159 | |
| CSformerCS Ratio=0.10, Params=6.65M2026.02 | 32.97 | 0.88 | |
| NesTD-NetCS Ratio=0.10, Params=5.93M2026.02 | 32.85 | 0.91 | |
| NesTD-NetCS ratio (gamma)=0.102026.05 | 32.85 | 0.9123 | |
| Block-9CS Ratio=0.10, Params=15.96M2026.02 | 32.82 | 0.91 | |
| CASNetCS Ratio=0.10, Params=16.90M2026.02 | 32.78 | 0.91 | |
| LoRun-9CS Ratio=0.10, Params=5.23M2026.02 | 32.78 | 0.91 | |
| OCTUFCS ratio (gamma)=0.102026.05 | 32.77 | 0.9084 | |
| DGU-Net+CS Ratio=0.10, Params=6.81M2026.02 | 32.74 | 0.91 | |
| AutoBCSCS Ratio=0.10, Params=2.01M2026.02 | 32.7 | 0.89 | |
| FOSINetCS ratio (gamma)=0.102026.05 | 32.7 | 0.9085 | |
| CSNet+CS ratio (gamma)=0.252026.05 | 32.68 | 0.9348 | |
| UFC-NetCS ratio (gamma)=0.102026.05 | 32.31 | 0.9014 | |
| TransCSCS Ratio=0.10, Params=1.49M2026.02 | 32.17 | 0.87 | |
| DPH-DUNCS ratio (gamma)=Avg.2026.05 | 31.93 | 0.8553 | |
| DPH-DUN*CS ratio (gamma)=Avg.2026.05 | 31.82 | 0.8538 | |
| USB-NetCS ratio (gamma)=Avg.2026.05 | 31.26 | 0.8438 | |
| DPC-DUNCS ratio (gamma)=0.102026.05 | 31.17 | 0.8716 | |
| CPP-NetCS ratio (gamma)=Avg.2026.05 | 31.17 | 0.8428 | |
| LoRun-9CS Ratio=Avg., Params=5.23M2026.02 | 30.89 | 0.84 | |
| Block-9CS Ratio=Avg., Params=15.96M2026.02 | 30.87 | 0.84 | |
| AMP-NetCS ratio (gamma)=0.102026.05 | 30.82 | 0.8722 | |
| NesTD-NetCS Ratio=Avg., Params=5.93M2026.02 | 30.74 | 0.83 | |
| NesTD-NetCS ratio (gamma)=Avg.2026.05 | 30.74 | 0.8292 | |
| CASNetCS Ratio=Avg., Params=16.90M2026.02 | 30.71 | 0.84 | |
| OCTUFCS ratio (gamma)=Avg.2026.05 | 30.67 | 0.8305 | |
| AMP-NetCS Ratio=0.10, Params=0.94M2026.02 | 30.62 | 0.88 | |
| FOSINetCS ratio (gamma)=Avg.2026.05 | 30.62 | 0.8311 | |
| UFC-NetCS ratio (gamma)=Avg.2026.05 | 30.27 | 0.8193 | |
| DGU-Net+CS Ratio=Avg., Params=6.81M2026.02 | 30.19 | 0.82 | |
| TCS-NetCS ratio (gamma)=0.102026.05 | 29.9 | 0.8748 | |
| CSformerCS Ratio=Avg., Params=6.65M2026.02 | 29.82 | 0.82 | |
| BCSNetCS ratio (gamma)=0.102026.05 | 29.81 | 0.8719 | |
| DPH-DUNCS ratio (gamma)=0.042026.05 | 29.76 | 0.8403 | |
| DPH-DUN*CS ratio (gamma)=0.042026.05 | 29.57 | 0.8371 | |
| TransCSCS Ratio=Avg., Params=1.49M2026.02 | 29.35 | 0.79 | |
| AMP-NetCS Ratio=Avg., Params=0.94M2026.02 | 29.13 | 0.81 | |
| AMP-NetCS ratio (gamma)=Avg.2026.05 | 29.13 | 0.8052 | |
| AutoBCSCS Ratio=Avg., Params=2.01M2026.02 | 29.1 | 0.82 | |
| USB-NetCS ratio (gamma)=0.042026.05 | 29.1 | 0.8287 | |
| CPP-NetCS ratio (gamma)=0.042026.05 | 29.04 | 0.8284 | |
| LoRun-9CS Ratio=0.04, Params=5.23M2026.02 | 28.7 | 0.82 | |
| CSNet+CS ratio (gamma)=0.102026.05 | 28.69 | 0.869 | |
| CSformerCS Ratio=0.04, Params=6.65M2026.02 | 28.61 | 0.8 | |
| Block-9CS Ratio=0.04, Params=15.96M2026.02 | 28.6 | 0.82 | |
| NesTD-NetCS Ratio=0.04, Params=5.93M2026.02 | 28.58 | 0.82 | |
| NesTD-NetCS ratio (gamma)=0.042026.05 | 28.58 | 0.8211 | |
| DPC-DUNCS ratio (gamma)=Avg.2026.05 | 28.56 | 0.7773 | |
| ISTA-Net+CS ratio (gamma)=0.102026.05 | 28.54 | 0.8104 | |
| BCSNetCS ratio (gamma)=Avg.2026.05 | 28.54 | 0.7771 | |
| CASNetCS Ratio=0.04, Params=16.90M2026.02 | 28.5 | 0.82 | |
| TCS-NetCS ratio (gamma)=Avg.2026.05 | 28.42 | 0.7986 | |
| FOSINetCS ratio (gamma)=0.042026.05 | 28.39 | 0.8135 | |
| OCTUFCS ratio (gamma)=0.042026.05 | 28.35 | 0.8122 | |
| DGU-Net+CS Ratio=0.04, Params=6.81M2026.02 | 27.92 | 0.81 | |
| UFC-NetCS ratio (gamma)=0.042026.05 | 27.92 | 0.7988 | |
| AutoBCSCS Ratio=0.04, Params=2.01M2026.02 | 27.91 | 0.8 | |
| TransCSCS Ratio=0.04, Params=1.49M2026.02 | 27.25 | 0.74 | |
| CSNet+CS ratio (gamma)=Avg.2026.05 | 27.1 | 0.7762 | |
| AMP-NetCS Ratio=0.04, Params=0.94M2026.02 | 26.96 | 0.77 | |
| AMP-NetCS ratio (gamma)=0.042026.05 | 26.96 | 0.7695 | |
| DPC-DUNCS ratio (gamma)=0.042026.05 | 26.61 | 0.7531 | |
| TCS-NetCS ratio (gamma)=0.042026.05 | 26.57 | 0.7712 | |
| ISTA-Net+CS ratio (gamma)=Avg.2026.05 | 26.41 | 0.7151 | |
| BCSNetCS ratio (gamma)=0.042026.05 | 26.02 | 0.7561 | |
| CSNet+CS ratio (gamma)=0.042026.05 | 25.33 | 0.7403 | |
| DPH-DUNCS ratio (gamma)=0.012026.05 | 25.1 | 0.691 | |
| DPH-DUN*CS ratio (gamma)=0.012026.05 | 25.09 | 0.6898 | |
| USB-NetCS ratio (gamma)=0.012026.05 | 24.29 | 0.662 | |
| CPP-NetCS ratio (gamma)=0.012026.05 | 24.17 | 0.6593 | |
| LoRun-9CS Ratio=0.01, Params=5.23M2026.02 | 23.92 | 0.65 | |
| Block-9CS Ratio=0.01, Params=15.96M2026.02 | 23.89 | 0.65 | |
| ISTA-Net+CS ratio (gamma)=0.042026.05 | 23.76 | 0.6549 | |
| CASNetCS Ratio=0.01, Params=16.90M2026.02 | 23.48 | 0.65 | |
| CSformerCS Ratio=0.01, Params=6.65M2026.02 | 23.35 | 0.69 |