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Deep learning for biomechanical modeling of facial tissue deformation in orthognathic surgical planning.

Nathan LampenDaeseung KimXi FangXuanang XuTianshu KuangHannah H DengJoshua C BarberJamie GatenoJames XiaPingkun Yan
Published in: International journal of computer assisted radiology and surgery (2022)
Our deep learning method can approximate FEM for facial change prediction in orthognathic surgical planning by accepting geometrically detailed meshes and explicit boundary types while significantly reducing simulation time.
Keyphrases
  • deep learning
  • convolutional neural network
  • artificial intelligence
  • soft tissue
  • machine learning
  • finite element analysis
  • finite element