Sparse-view CT Reconstruction on (test)
35.26SNR (dB)RED (DEQ)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RED (DEQ)Projection Views=120, Image Size=512 x 512, Optimizer=SGD2022.05 | 35.26 | 0.9845 | |
| ODERProjection Views=120, Image Size=512 x 512, Optimizer=SGD2022.05 | 35.12 | 0.9841 | |
| RED (Unfold)Projection Views=120, Image Size=512 x 512, Optimizer=Adam2022.05 | 35.01 | 0.9824 | |
| RED (DEQ)Projection Views=90, Image Size=512 x 512, Optimizer=SGD2022.05 | 34.61 | 0.9826 | |
| ODERProjection Views=90, Image Size=512 x 512, Optimizer=SGD2022.05 | 34.4 | 0.9824 | |
| U-NetProjection Views=120, Image Size=512 x 512, Optimizer=Adam2022.05 | 34.02 | 0.979 | |
| RED (Unfold)Projection Views=90, Image Size=512 x 512, Optimizer=Adam2022.05 | 33.97 | 0.9753 | |
| RED (Denoising)Projection Views=120, Image Size=512 x 512, Optimizer=Adam2022.05 | 33.6 | 0.9789 | |
| ISTA-Net+Projection Views=120, Image Size=512 x 512, Optimizer=Adam2022.05 | 33.38 | 0.9755 | |
| U-NetProjection Views=90, Image Size=512 x 512, Optimizer=Adam2022.05 | 33.05 | 0.9741 | |
| RED (Denoising)Projection Views=90, Image Size=512 x 512, Optimizer=Adam2022.05 | 32.64 | 0.9708 | |
| ISTA-Net+Projection Views=90, Image Size=512 x 512, Optimizer=Adam2022.05 | 32.15 | 0.9706 | |
| TVProjection Views=120, Image Size=512 x 5122022.05 | 30.27 | 0.9731 | |
| TVProjection Views=90, Image Size=512 x 5122022.05 | 29.44 | 0.9688 |