2025
Learning soft tissue deformation from incremental simulations
A data-driven framework that learns soft-tissue mechanics directly from incremental finite-element simulations, enabling more accurate CMF surgical planning.
Tags
CMF
2025
Cephalometric Landmark Detection Using Graph-and Image-Aware Network with Landmark Contrastive Regularization
A graph-and image-aware framework with contrastive regularization for robust cephalometric landmark detection under anatomical variability.
2023
Spatiotemporal incremental mechanics modeling of facial tissue change
A spatiotemporal incremental mechanics model that captures continuous facial soft-tissue deformation for CMF surgical simulation.
2023
Unsupervised reference CMF model prediction for orthognathic surgical planning
Patient-specific reference model prediction for orthognathic surgical planning using self-supervised learning and deep query-based retrieval.
2023
Soft-tissue driven orthognathic surgical planning
A planning framework that predicts facial soft-tissue response and reduces iterative guesswork in orthognathic surgical planning.
2022
Facial simulation following bony movement for orthognathic surgical planning
Deep learning-based facial appearance simulation that estimates soft-tissue change from planned craniomaxillofacial bony movement.