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基于窄带成像及放大内镜的脂质分割方法

武治晟 邹鸿博 朱文武 齐伟明 王立强 袁波 杨青 徐晓蓉 严蕙蕙

中国光学(中英文)2024,Vol.17Issue(4):982-994,13.
中国光学(中英文)2024,Vol.17Issue(4):982-994,13.DOI:10.37188/CO.EN-2023-0024

基于窄带成像及放大内镜的脂质分割方法

Lipid segmentation method based on magnification endoscopy with narrow-band imaging

武治晟 1邹鸿博 1朱文武 2齐伟明 2王立强 1袁波 1杨青 1徐晓蓉 1严蕙蕙3

作者信息

  • 1. 浙江大学光电科学与工程学院,浙江杭州 310027
  • 2. 浙江省医疗器械审评中心,浙江杭州 310000
  • 3. 浙江大学医学院附属第二医院消化内科,浙江杭州 310009
  • 折叠

摘要

Abstract

Magnification endoscopy with narrow-band imaging(ME-NBI)has been widely used for cancer diagnosis.However,some microstructures are rendered invisible by a white opaque substance(WOS)com-posed mainly of lipids.In such lesions,the morphological structure of lipids becomes another marker of tu-mor grade.We propose a lipid segmentation method.First,the lipid image enhancement algorithm and the specular reflection correction algorithm are introduced.Then,in the framework of the active contour model,the proposed segmentation method extracts local information from modified hue value and global informa-tion from intensity value and adaptively obtains the weight factor to segment the lipid region based on the ini-tial contour.This method's effectiveness is verified by a phantom experiment,which shows that it attained higher than 90% in several key measures:pixel accuracy,sensitivity,and Dice coefficient.The proposed method can accurately reflect the shape of lipids to provide available information for doctors.

关键词

窄带光成像/脂质/分割/活动轮廓模型/仿体

Key words

narrow-band imaging/lipids/segmentation/active contour model/phantom

分类

计算机与自动化

引用本文复制引用

武治晟,邹鸿博,朱文武,齐伟明,王立强,袁波,杨青,徐晓蓉,严蕙蕙..基于窄带成像及放大内镜的脂质分割方法[J].中国光学(中英文),2024,17(4):982-994,13.

基金项目

国家自然科学基金(No.T2293751) (No.T2293751)

国家重点研发计划(No.2021YFC2400103)Supported by the National Natural Science Foundation of China(No.T2293751) (No.2021YFC2400103)

the National Key Research and Development Program of China(No.2021YFC2400103) (No.2021YFC2400103)

中国光学(中英文)

OA北大核心CSTPCD

2095-1531

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