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Content Provider | IEEE Xplore Digital Library |
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Author | Chaudry, Q. Sharma, Y. Raza, S.H. Wang, M.D. |
Copyright Year | 2012 |
Description | Author affiliation: The Wallace H. Coulter Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA (Wang, M.D.) || Department of Electrical & Computer Engineering, Georgia institute of Technology, Atlanta, GA, USA (Chaudry, Q.; Sharma, Y.; Raza, S.H.) |
Abstract | We present a color segmentation approach based on a two-dimensional color map derived from the input image. Pathologists stain tissue biopsies with various colored dyes to see the expression of biomarkers. In these images, because of color variation due to inconsistencies in experimental procedures and lighting conditions, the segmentation used to analyze biological features is usually ad-hoc. Many algorithms like K-means use a single metric to segment the image into different color classes and rarely provide users with powerful color control. Our 2D color map interactive segmentation technique based on human color perception information and the color distribution of the input image, enables user control without noticeable delay. Our methodology works for different staining types and different types of cancer tissue images. Our proposed method's results show good accuracy with low response and computational time making it a feasible method for user interactive applications involving segmentation of histological images. |
Starting Page | 178 |
Ending Page | 181 |
File Size | 5411261 |
Page Count | 4 |
File Format | |
ISBN | 9781457718571 |
ISSN | 19457928 |
e-ISBN | 9781457718588 |
DOI | 10.1109/ISBI.2012.6235513 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2012-05-02 |
Publisher Place | Spain |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Image color analysis Image segmentation Accuracy Classification algorithms Visualization Data visualization Level set CAD Color segmentation Cellular Nuclear Histology Staining |
Content Type | Text |
Resource Type | Article |
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