Automatic Calculation of Resolution in Lateral Cephalogram Based on Scale Mark Detection

Jia Guo, Shumeng Wang, Huiqi Li*

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Cephalometric analysis is an important tool for orthodontic diagnosis. At present, most cephalometric analysis is performed with the help of image processing techniques. Hence, the resolution between millimeter and pixel is needed with high accuracy. In cephalometric analysis, a scale is placed in front of patient's head when taking the radiograph. This study aims to develop an algorithm to recognize the scale in cephalogram, locate the scale mark and calculate the pixel-millimeter-ratio. First, a ROI is detected and cropped based on regression tree voting. Second, an algorithm is employed in ROI to detect the corner points of the scale and rotate the scale to perfectly vertical direction. Finally, a pixel tracing algorithm is employed to locate the first and the last scale mark in order to calculate the pixel length of the calibration. A novel method is proposed to adaptively assign the size and orientation of the image patches described by the SIFT vectors to ensure invariance of scale and rotation of images. The algorithm is robust to interference including tags, stickers and stain. A dataset consisting 163 cephalograms is tested and the algorithm performs a 100% Success Detection Rate within the precision range of 1.0mm.

源语言英语
主期刊名Proceedings - 2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2019
编辑Qingli Li, Lipo Wang
出版商Institute of Electrical and Electronics Engineers Inc.
ISBN(电子版)9781728148526
DOI
出版状态已出版 - 10月 2019
活动12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2019 - Huaqiao, 中国
期限: 19 10月 201921 10月 2019

出版系列

姓名Proceedings - 2019 12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2019

会议

会议12th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics, CISP-BMEI 2019
国家/地区中国
Huaqiao
时期19/10/1921/10/19

指纹

探究 'Automatic Calculation of Resolution in Lateral Cephalogram Based on Scale Mark Detection' 的科研主题。它们共同构成独一无二的指纹。

引用此