Optimizing dental implant identification using deep learning leveraging artificial data

Optimizing dental implant identification using deep learning leveraging artificial data

Abstract This study aims to evaluate the potential enhancement in implant classification performance achieved by incorporating artificially generated images of commercially available products into a deep learning process of dental implant classification using panoramic X-ray images. To supplement an...

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Bibliographic Details
Main Authors: Shintaro Sukegawa, Kazumasa Yoshii, Takeshi Hara, Futa Tanaka, Yoshihiro Taki, Yuta Inoue, Katsusuke Yamashita, Fumi Nakai, Yasuhiro Nakai, Ryo Miyazaki, Takanori Ishihama, Minoru Miyake
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Dental implants
Deep learning
Panoramic X-ray
Artificial image generation
Classification accuracy
Online Access:https://doi.org/10.1038/s41598-025-87579-3
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