DocumentCode :
509477
Title :
Recognition Algorithm for Prostate Calculus Based on Transition Region and PCA-SVM
Author :
Xu, Xiangmin ; Huang, Yusheng ; Xing, Xiaojie ; Ling, Jianwen
Author_Institution :
Sch. of Electron. & Inf. Eng., South China Univ. of Technol., Guangzhou, China
Volume :
1
fYear :
2009
fDate :
21-22 Nov. 2009
Firstpage :
602
Lastpage :
605
Abstract :
Recognition of prostate calculus is an important step to determine the source of pathological organ, and is of great importance for further diagnosis of prostate cancer. In this paper, due to some tissues are similar to calculus, and prostate calculus usually adheres to other tissues, a recognition algorithm for prostate calculus based on transition region and PCA-SVM is proposed. Firstly, local entropy, Otsu method and morphology are used to extract transition region. Then suspicious calculus regions are segmented from each independent transition region. Finally, taking domain knowledge and texture features of each suspicious calculus into account, a PCA-SVM model is implemented for the automatic prostate calculus recognition. Our experiment result shows that the proposed algorithm for prostate calculus segmentation and recognition has a satisfactory robustness and accuracy.
Keywords :
cancer; entropy; image recognition; image segmentation; image texture; mathematical morphology; medical image processing; principal component analysis; support vector machines; Otsu method; PCA-SVM model; domain knowledge; local entropy; morphology; pathological organ; principal component analysis; prostate calculus recognition; prostate calculus segmentation; prostate cancer diagnosis; recognition algorithm; support vector machine; texture feature; transition region; Biopsy; Calculus; Entropy; Image segmentation; Information technology; Morphology; Pathology; Principal component analysis; Prostate cancer; Robustness; PCA; SVM; local entropy; prostate calculus; texture feature; transition region;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Information Technology Application, 2009. IITA 2009. Third International Symposium on
Conference_Location :
Nanchang
Print_ISBN :
978-0-7695-3859-4
Type :
conf
DOI :
10.1109/IITA.2009.271
Filename :
5370512
Link To Document :
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