个人信息Personal Information
教授
教师英文名称:DOU Weibei
教师拼音名称:douweibei
办公地点:清华大学罗姆楼4-102
联系方式:Email: douwb@tsinghua.edu.cn; Tel: 010-62781703
学位:博士学位
毕业院校:电子科技大学学士、法国雷恩大学硕士、法国卡昂大学博士
Histogram-based generation method of membership function for extracting features of brain tissues on MRI images
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发表刊物:2nd International Conference on Fuzzy Systems and Knowledge Discovery2nd International Conference on Fuzzy Systems and Knowledge Discovery
摘要:We propose a generation method of membership function for extracting features of brain tissues on images of Magnetic Resonance Imaging (MRI)(1). This method is derived from histogram analysis to create a membership function. According to a priori knowledge given by the neuro-radiologist, such as the features of gray level of differentiate brain tissues in MR images, we detect the peak or valley features of the histogram of MRI brain images. Then we determine a transformation of the histogram by selecting the feature values to generate a fuzzy membership function that corresponds to one type of brain tissues. A function approximations process is used to build a continuous membership function. This proposed method is validated for extracting whiter matter (WM), gray matter (CM), cerebra spino fluid (CSF). It is evaluated also using simulated MR images with two different, T1-weighted, T2-weighted MRI sequences. The higher agreement with the reference fuzzy model has been discovered by kappa statistic.
合写作者:Ren, Y, Chen, YP, Ruan, S, Bloyet, D, Constans, JM,姜甜,窦维蓓
第一作者:Dou, WB,姜甜
论文类型:会议论文
卷号:3613
页面范围:189-194
ISSN号:0302-9743
是否译文:否
发表时间:2005-08-27