Lung Nodule Synthesis on Lung Nodule Volumes Cropped 500 real and 500 synthetic
2.8192FID (Axial)HR-LDM
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HR-LDM2026.05 | 2.8192 | 2.84 | 3.0308 | 2.8967 | 1.0423 | 1.1189 | 1.1365 | 1.0992 | 0.5568 | 0.6671 | 0.7284 | 0.6507 | |
| MAISI-DDPMRegularization=no Lhist2026.05 | 3.1054 | 3.2201 | 3.4588 | 3.2614 | 1.3129 | 1.4287 | 1.6473 | 1.463 | 0.7264 | 0.7895 | 0.8462 | 0.7807 | |
| MAISIModel Type=Rectified flow2026.05 | 3.8401 | 3.9115 | 4.156 | 3.9692 | 1.9348 | 2.1186 | 2.3472 | 2.1335 | 0.9587 | 1.0284 | 1.1469 | 1.0447 | |
| LesionDiffusion2026.05 | 5.6214 | 5.8033 | 6.2104 | 5.8784 | 3.6125 | 4.0381 | 4.5637 | 4.0714 | 1.5832 | 1.6679 | 1.8295 | 1.6935 | |
| Diff-Tumor2026.05 | 8.412 | 8.7503 | 9.1055 | 8.7559 | 6.8431 | 7.2147 | 7.9562 | 7.338 | 2.6418 | 2.8126 | 3.0574 | 2.8373 |