The classification of meningioma subtypes based on the color segmentation and shape features
文献类型:会议论文
作者 | Zeng ZM(曾子铭); Tong, Zeng; Han ZH(韩忠华); Zhang YL(张吟龙)![]() |
出版日期 | 2013 |
会议名称 | 5th International Symposium on IT in Medicine and Education, ITME 2013 |
会议日期 | July 19-21, 2013 |
会议地点 | Xining, China |
关键词 | Classification (of information) Image segmentation Information technology |
页码 | 2669-2674 |
中文摘要 | This paper proposed an automatic method for the classification of meningioma subtypes based on the unsupervised color segmentation method and feature selection scheme. Firstly, a color segmentation method is utilized to segment the cell nuclei. Then the set of shape feature vectors which are calculated from the segmentation results are constructed. Finally, a k-nearest neighbour classifier (kNN) is used to classify the meningioma subtypes. Experiment shows that the classification accuracy of 85 % is achieved by using a leave-one-out cross validation approach on 80 meningioma images. |
收录类别 | EI |
产权排序 | 4 |
会议录 | Lecture Notes in Electrical Engineering
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会议录出版者 | Springer Verlag |
会议录出版地 | Heidelberg, Germany |
语种 | 英语 |
ISSN号 | 1876-1100 |
ISBN号 | 978-94-007-7618-0 |
源URL | [http://ir.sia.cn/handle/173321/14583] ![]() |
专题 | 沈阳自动化研究所_工业控制网络与系统研究室 |
推荐引用方式 GB/T 7714 | Zeng ZM,Tong, Zeng,Han ZH,et al. The classification of meningioma subtypes based on the color segmentation and shape features[C]. 见:5th International Symposium on IT in Medicine and Education, ITME 2013. Xining, China. July 19-21, 2013. |
入库方式: OAI收割
来源:沈阳自动化研究所
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