3D Cardiac Shape Reconstruction on Cardiac CTA Left atrium 40 patients (test)
4.88MAE (mL)Neural Implicit Reconstruction
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Neural Implicit ReconstructionLatent optimization=latent only, Initialization=ideal poses2026.02 | 4.88 | 90 | 1.37 | 5.42 | |
| Neural Implicit ReconstructionLatent optimization=latent + pose, Initialization=perturbed2026.02 | 6.4 | 87 | 1.88 | 6.66 | |
| Neural Implicit ReconstructionLatent optimization=latent + pose, Views=A2C+A4C2026.02 | 13.41 | 83 | 2.55 | 13.83 | |
| Neural Implicit ReconstructionLatent optimization=latent only, Initialization=perturbed2026.02 | 14.16 | 73 | 4.18 | 15.02 | |
| Simpson’s biplane methodViews=A2C+A4C2026.02 | 37.76 | — | — | 38.92 |