Sinogram Completion on TomoBank (test)
0.3Peak GPU Memory (GB)Bilinear
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BilinearResolution=2048×2048, Mask type=random, Mask ratio=0.8, Hardware=CPU2025.06 | 0.3 | 0.12 | |
| BilinearResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=CPU2025.06 | 0.3 | 0.04 | |
| SplineResolution=2048×2048, Mask type=random, Mask ratio=0.8, Hardware=CPU2025.06 | 0.4 | 0.22 | |
| SplineResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=CPU2025.06 | 0.4 | 0.07 | |
| HRSinoResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 8.7 | 0.75 | |
| HiDiffusionResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 12.5 | 0.92 | |
| ICTResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 17 | 0.2 | |
| RePaintResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 18.7 | 2.2 | |
| TD-PaintResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 19.3 | 1.48 | |
| SinoTxResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 19.5 | 0.38 | |
| DiffIRResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 22 | 2.54 | |
| MCGResolution=1024×1024, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 23.2 | 2.81 | |
| HRSinoResolution=2048×2048, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 24.7 | 2.25 | |
| HiDiffusionResolution=2048×2048, Mask type=random, Mask ratio=0.8, Hardware=NVIDIA A100 GPU2025.06 | 35.7 | 2.73 |