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Sep 2026

Anatomy-informed multi-task framework for visceral artery aneurysm screening on non-contrast CT.

Visceral artery aneurysm (VAA) screening on non-contrast CT (NCCT) is fundamentally a structure-constrained representation learning problem under weak vascular contrast. In NCCT, visceral arteries lack explicit lumen enhancement, and aneurysms often appear only as subtle local dilatations embedded in thin and branching...

Zhuo-Wei Xu, Tian-Yi Liu, Long Bai et al. · 0 citations
Sep 2026

SurgTPGS++: Text-promptable Gaussian Splatting with dense features aggregation for semantic 4D surgical scene understanding.

With the growing demand for surgical embodied intelligence, accurate semantic understanding of 3D surgical scenes with language-based interaction has become increasingly important. Such capability can assist surgeons in identifying and interacting with surgical instruments and anatomical structures during pre-operative...

Yi-Ming Huang, Long Bai, Bei-Lei Cui et al. · 0 citations
#graph neural networks Review Open access Sep 2026

Morphological decoupling-based skeletal classification for clinical assessment of malocclusion

TeethGNN is developed, a novel graph-based framework designed to combine CBCT image features with morphological information for accurate and efficient malocclusion grading, providing an accurate and reliable solution for vision-based clinical measurement and diagnosis.

Zhichun Jin, Zhi-Cheng He, Hao-Cai Xu et al. · 0 citations

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