胃镜视频中胃息肉的纹理特征鉴别比较研究

Dimitrios K. Iakovidis, D. Maroulis, S. Karkanis, A. Brokos
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引用次数: 82

摘要

在本文中,我们将提出的用于直肠病变检测的四种纹理特征提取方法扩展到内镜视频中胃息肉的识别中。支持向量机被用于纹理分类任务。利用受试者工作特征(Receiver Operating characteristic, ROC)对所调查方案的息肉识别性能进行比较。研究结果表明,利用胃粘膜的纹理特征及其颜色外观,在视频胃镜中进行息肉检测的计算机系统是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A comparative study of texture features for the discrimination of gastric polyps in endoscopic video
In this paper, we extend the application of four texture feature extraction methods proposed for the detection of colorectal lesions, into the discrimination of gastric polyps in endoscopic video. Support Vector Machines have been utilized for the texture classification task. The polyp discrimination performance of the surveyed schemes is compared by means of Receiver Operating Characteristics (ROC). The results advocate the feasibility of a computer-based system for polyp detection in video gastroscopy that exploits the textural characteristics of the gastric mucosa in conjunction with its color appearance.
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