DocumentCode :
2567620
Title :
Development of a novel 2D color map for interactive segmentation of histological images
Author :
Chaudry, Q. ; Sharma, Yogesh ; Raza, S. Hussain ; Wang, May Dongmei
Author_Institution :
Dept. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
fYear :
2012
fDate :
2-5 May 2012
Firstpage :
178
Lastpage :
181
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.
Keywords :
biological tissues; biomedical optical imaging; cancer; colour vision; image segmentation; interactive systems; medical image processing; 2D color map; biomarker expression; cancer tissue image; color distribution; color segmentation approach; color variation; colored dyes; histological images; human color perception information; interactive segmentation; k-mean algorithm; stain tissue biopsy; staining type; user interactive application; Accuracy; Classification algorithms; Data visualization; Image color analysis; Image segmentation; Level set; Visualization; CAD; Cellular; Color segmentation; Histology; Nuclear; Staining;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging (ISBI), 2012 9th IEEE International Symposium on
Conference_Location :
Barcelona
ISSN :
1945-7928
Print_ISBN :
978-1-4577-1857-1
Type :
conf
DOI :
10.1109/ISBI.2012.6235513
Filename :
6235513
Link To Document :
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