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Author

Lisa Liu

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Open access Oct 2026

Multi-Level Automated Classification of Temporomandibular Joint Degenerative Joint Disease on CBCT Using 3D Volumetric and 2D Slice-Based Approaches.

BACKGROUND Temporomandibular joint degenerative joint disease (TMJ DJD) causes progressive osseous changes of the mandibular condyle and articular fossa. Although cone-beam computed tomography (CBCT) enables detailed assessment, manual interpretation is time-consuming and subject to inter-observer variability. OBJECT...

Abbas Ahmed Abdulqader, Lisa Liu, Z. Said et al. · 0 citations
Open access Jul 2026

Automated assessment of gingival biotype using deep learning on intraoral photographs

The proposed deep learning model, particularly the Vision Transformer, demonstrated high diagnostic accuracy and robust performance across gingival biotype classes, and showed improved recall and F1-scores, and better class separability in the confusion matrix, confirming its robustness and statistical reliability.

Lisa Liu, Erkang Tian, Shuqi Quan et al. · 0 citations

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