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作者:

Hao, Zhu (Hao, Zhu.) | Chunlan, Yang (Chunlan, Yang.) | Yanping, Bai (Yanping, Bai.) | Shuicai, Wu (Shuicai, Wu.) (学者:吴水才)

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摘要:

Microwave ablation (MA) is popular as a minimally invasive, painless and effective oncological treatment. The paper presents an approach of characterizing the thermal coagulation during microwave ablation using B-mode ultrasound image textures and pattern recognition technique. During the MA treatment, the series of B-mode ultrasound images were obtained. Textures of different ROIs such as gray level histogram and gray level co-occurrence matrices from the obtained ultrasound images were extracted separately. And then these textures were classified by support vectors machine (SVM). The experimental results have shown that the textures of coagulated and non-coagulated region have significant differences. The classification accuracy of SVM by 19 parameters is 0.9528. The method described in this paper is an effective way to realize thermal coagulation monitoring using texture features of B-mode ultrasound images. ©2009 IEEE.

关键词:

Ablation Coagulation Image texture Microwaves Pattern recognition Support vector machines Textures Ultrasonic applications

作者机构:

  • [ 1 ] [Hao, Zhu]Biomedical Engineering Center, Beijing University of Technology, Beijing 100124, China
  • [ 2 ] [Chunlan, Yang]Biomedical Engineering Center, Beijing University of Technology, Beijing 100124, China
  • [ 3 ] [Yanping, Bai]Biomedical Engineering Center, Beijing University of Technology, Beijing 100124, China
  • [ 4 ] [Shuicai, Wu]Biomedical Engineering Center, Beijing University of Technology, Beijing 100124, China

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年份: 2009

页码: 2806-2809

语种: 英文

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WoS核心集被引频次: 0

SCOPUS被引频次: 1

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