Author

Yao-xiang Xu

2 papers indexed here

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Open access Aug 2026

Deep learning-enhanced detection of dental restorations and orthodontic appliances in panoramic radiographs using a clinically annotated dataset

Objective Manual interpretation of dental panoramic radiographs is labor intensive and prone to diagnostic fatigue, particularly in high-volume settings. While artificial intelligence offers potential solutions, existing automated detection models often suffer from limited generalization due to small-scale, inconsisten...

Le-cun Xiao, Hao-ran Zhao, N. Zhao et al. · Acta Odontologica Scandinavi... · 0 citations

Review Open access Aug 2026

Digital intelligence in dental technology education: curriculum and practical teaching reform

Overall, digital intelligence-driven reform may help align dental technology education with changing practice needs; however, its sustained educational benefits remain uncertain because current evidence is derived mainly from pilot studies, cross-sectional surveys, short-term simulations, and review-based synthesis.

Zhi-Fa Wang, Yao-xiang Xu, Hao-ran Zhao et al. · Frontiers in Medicine · 0 citations