Compressive Sensing Image Reconstruction on 256x256 images
95.89MACs (G)USB-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| USB-NetInput image size=256x256, CS ratio=0.102026.06 | 95.89 | 15.47 | — | 0.8825 | 0.0554 | |
| HQS/ADMM-ProxUnrollResolution=256x256, Compression Ratio (CR)=0.25, Iterations=62025.05 | 107.73 | 3.9 | 0.27 | — | — | |
| SAUNetResolution=256x256, Compression Ratio (CR)=0.252025.05 | 143.05 | 10.53 | 0.35 | — | — | |
| CPP-NetResolution=256x256, Compression Ratio (CR)=0.252025.05 | 153.47 | 12.31 | 0.41 | — | — | |
| CPP-NetInput image size=256x256, CS ratio=0.102026.06 | 166.93 | 12.31 | — | 1.3648 | 0.1182 | |
| MHC-DUN*Input image size=256x256, CS ratio=0.102026.06 | 231.67 | 3.68 | — | 0.8369 | 0.0512 | |
| MHC-DUNInput image size=256x256, CS ratio=0.102026.06 | 231.67 | 10.81 | — | 0.9953 | 0.0627 | |
| NesTD-NetInput image size=256x256, CS ratio=0.102026.06 | 372.8 | 5.57 | — | 1.6431 | 0.1223 | |
| HATNetResolution=256x256, Compression Ratio (CR)=0.252025.05 | 494.42 | 31.28 | 0.6 | — | — | |
| PnP-DRUNetResolution=256x256, Compression Ratio (CR)=0.25, Iterations=502025.05 | 7,175.1 | 32.64 | 0.65 | — | — |