Impact of image processing techniques on deep learning-based classification accuracy of cervical vertebral maturation.

Objectives: This research aimed to investigate how different image processing techniques influence the performance of a deep learning model in classifying cervical vertebral maturation (CVM) stages. Methods: A dataset of 799 cephalometric radiographs, originally obtained for orthodontic diagnosis, w...

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Bibliographic Details
Published in:Oral Radiology Vol. 42; no. 3; pp. 552 - 558
Main Authors: Yamada, Naoki, Iida, Yukihiro, Tome, Wakako, Katsumata, Akitoshi, Kitai, Noriyuki
Format: diagnostic images research tables/charts Journal Article
Published: Springer Nature Jul2026
Online Access:View this record in EBSCOhost