Deep-learning network for automated evaluation of root-canal filling radiographic quality

Deep-learning network for automated evaluation of root-canal filling radiographic quality

Abstract Background Deep-learning networks are promising techniques in dentistry. This study developed and validated a deep-learning network, You Only Look Once (YOLO) v5, for the automatic evaluation of root-canal filling quality on periapical radiographs. Methods YOLOv5 was developed using 1,008 p...

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Bibliographic Details
Main Authors: Liuli Jin, Bingran Du, Zineng Xu, Hailong Bai, Peng Ding, Ze Zhang, Yaopeng Pan, Yuan Lin, Zhiwen Li, Xiaohui Rausch-Fan, Fei Hu, Xueyang Zhang
Format: Article
Language:English
Published: BMC 2025-04-01
Series:European Journal of Medical Research
Subjects:
Deep learning
Periapical disease
Root canal filling
Online Access:https://doi.org/10.1186/s40001-025-02331-x
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https://doi.org/10.1186/s40001-025-02331-x

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