A color-based approach for automated segmentation in tumor tissue classification

Yi Ying Wang, Shao Chien Chang, Li Wha Wu, Sen Tien Tsai, Yung Nien Sun

研究成果: Conference contribution

10 引文 斯高帕斯(Scopus)

摘要

This paper presents a new color-based approach for automated segmentation and classification of tumor tissues from microscopic images. The method comprises three stages: (1) color normalization to reduce the quality variation of tissue image within samples from individual subjects or from different subjects; (2) automatic sampling from tissue image to eliminate tedious and time-consuming steps; and (3) principal component analysis (PCA) to characterize color features in accordance with a standard set of training data. We evaluate the algorithm by comparing the performance of the proposed fully-automated method against semi-automated procedures. Experimental studies show consist agreement between the two methods. Thus, the proposed algorithm provides an effective tool for evaluating oral cancer images. It can also be applied to other microscopic images prepared with the same type of tissue staining.

原文English
主出版物標題29th Annual International Conference of IEEE-EMBS, Engineering in Medicine and Biology Society, EMBC'07
頁面6576-6579
頁數4
DOIs
出版狀態Published - 2007 十二月 1
事件29th Annual International Conference of IEEE-EMBS, Engineering in Medicine and Biology Society, EMBC'07 - Lyon, France
持續時間: 2007 八月 232007 八月 26

出版系列

名字Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings
ISSN(列印)0589-1019

Other

Other29th Annual International Conference of IEEE-EMBS, Engineering in Medicine and Biology Society, EMBC'07
國家France
城市Lyon
期間07-08-2307-08-26

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Biomedical Engineering
  • Computer Vision and Pattern Recognition
  • Health Informatics

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  • 引用此

    Wang, Y. Y., Chang, S. C., Wu, L. W., Tsai, S. T., & Sun, Y. N. (2007). A color-based approach for automated segmentation in tumor tissue classification. 於 29th Annual International Conference of IEEE-EMBS, Engineering in Medicine and Biology Society, EMBC'07 (頁 6576-6579). [4353866] (Annual International Conference of the IEEE Engineering in Medicine and Biology - Proceedings). https://doi.org/10.1109/IEMBS.2007.4353866