Metal Artifact Reduction on AAPM CT-MAR 1,000-sample (test)
38.57PSNR (dB)VAE ceiling
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| VAE ceilingUpper bound=true2026.04 | 38.57 | 93.13 | 0.74 | 0.0002 | 0.0375 | 0.008 | |
| OSCNet+2026.04 | 37.74 | 88.32 | 31.6 | 0.0241 | 0.1531 | 0.0931 | |
| LoRAN=128, r=64, Reference conditioning=multi-refs, Ensemble=ens-102026.04 | 35.51 | 89.66 | 5.33 | 0.0037 | 0.0972 | 0.0391 | |
| LoRAN=128, r=64, Reference conditioning=multi-refs2026.04 | 34.6 | 88.29 | 4.91 | 0.0031 | 0.0926 | 0.0371 | |
| RISE-MAR2026.04 | 32.61 | 85.14 | 66.12 | 0.0673 | 0.1776 | 0.1744 | |
| LoRAN=128, r=64, Reference conditioning=no refs2026.04 | 31.61 | 87.17 | 5.81 | 0.0038 | 0.1062 | 0.0437 | |
| ADN2026.04 | 31.38 | 85.07 | 59.09 | 0.06 | 0.1841 | 0.1708 | |
| Qwen-Image-EditZero-Shot=true2026.04 | 4.21 | 13.25 | 193.66 | 0.832 | 0.3706 | 0.7609 |