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[Novel framework based on multi-stage random sampling and differentiable rendering for automated three-dimensional

Yonghui Li1, Han Zhang2, Shuai Geng1

  • 1School of Computer Science and Technology, Changchun University of Science and Technology, Changchun 130022, P. R. China.

Sheng Wu Yi Xue Gong Cheng Xue Za Zhi = Journal of Biomedical Engineering = Shengwu Yixue Gongchengxue Zazhi
|June 28, 2026
PubMed
Summary

This study introduces an automated method to estimate the 3D orientation of skull base foramina, crucial for trigeminal ganglion procedures. The new technique offers greater accuracy than manual methods, aiding personalized surgical planning.

Keywords:
Differentiable renderingMulti stage random samplingSkull base foraminaThree-dimensional orientation estimationTrigeminal neuralgia

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