Fractal analysis and texture features of vascular networks observed in colonoscopy images as novel image classifiers for clinical metabolic syndrome(International Forum on Medical Imaging in Asia 2009 (IFMIA 2009))
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概要
- 論文の詳細を見る
In the study, we aim to analyze the texture characteristics of colonic vascular networks observed on colonoscopy, in order to test and set up biomedical imaging markers for clinical metabolic syndrome. We retrospectively selected clear colonoscopic images from 30 clinical metabolic syndrome subjects and 30 healthy control subjects. Regions of interest containing vascular networks of major trunk and primary branches were adopted. White light reflection points were detected and eliminated. With the wavelet transform, the fractal dimensions in different subbands are determined. In addition, six more statistical features are combined with the fractal dimension in the support vector machine(SVM) to differentiate two different groups of subjects. Experimental results show that 93.94%-96.97% classification accuracy can be achieved when using the combination of the fractal dimension and other different statistical feature.
- 社団法人電子情報通信学会の論文
- 2009-01-12
著者
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Hwang Juey-jen
Department Of Internal Medicine National Taiwan University Hospital
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Hwang Juey-jen
Department Of Internal Medicine National Taiwan University Hospital Yun-lin Branch
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Chang Hsuan-ting
Institute Of Communications Engineering National Yunlin University Of Science & Technology
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Lin Jou-wei
Department Of Internal Medicine National Taiwan University Hospital Yun-lin Branch
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Lee Tsung-Chun
Department of Internal Medicine, National Taiwan University Hospital Yun-Lin Branch
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Peng Syu-Jyun
Institute of Communications Engineering, National Yunlin University of Science & Technology
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Liu Chien-Chiang
Department of Anesthesiology, National Taiwan University Hospital Yun-Lin Branch
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Peng Syu-jyun
Institute Of Communications Engineering National Yunlin University Of Science & Technology
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Lee Tsung-chun
Department Of Internal Medicine National Taiwan University Hospital Yun-lin Branch
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Liu Chien-chiang
Department Of Anesthesiology National Taiwan University Hospital Yun-lin Branch
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