Bleeding detection in wireless capsule endoscopy using adaptive colour histogram model and support vector classification

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Volumn 6914, Issue , 2008, Pages

  Mackiewicz, Michal ^a   Fisher, Mark ^a   Jamieson, Crawford ^b  

^a UNIVERSITY OF EAST ANGLIA   (United Kingdom)

^b NORFOLK AND NORWICH UNIVERSITY HOSPITAL   (United Kingdom)

Author keywords

Adaptive colour histogram; Bleeding detection; Local binary pattern; Support vector classifier; Wireless capsule endoscopy

Indexed keywords

ALGORITHMS; BLOOD; COMPUTER SOFTWARE; MEDICAL PROBLEMS; SENSITIVITY ANALYSIS; SUPPORT VECTOR MACHINES;

ADAPTIVE COLOUR HISTOGRAM; BLEEDING DETECTION; LOCAL BINARY PATTERN; SUPPORT VECTOR CLASSIFIERS; WIRELESS CAPSULE ENDOSCOPY;

ENDOSCOPY;

EID: 43449084657     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.770510     Document Type: Conference Paper

References (14)

1. Given Imaging Ltd. Israel, http://www.givenimaging.com.
2. C. Signorelli et al., "Sensitivity and Specificity of the Suspected Blood Identification System in Video Capsule Enteroscopy," Endoscopy 37, pp. 1170-3, 2005.
3. S. Hwang, J. Oh, and S. J. Tang, "Expectation Maximization based Bleeding Detection for Wireless Capsule Endoscopy (WCE) images.," in Proceedings of SPIE, 6144, 2006.
4. T. Celik, H. Demirel, H. Ozkaramanli, and M. Uyguroglu, "Fire detection in video sequences using statistical colou model," in Proceedings of the IEEE International Conference on Acoustics, Speech and Signal Processing ICASSP, II, pp. 213-216, (Toulouse, France), May 2006.
5. M. J. Jones and J. M. Rehg, "Statistical Color Models with Application to Skin Detection," tech. rep., Cambridge Research Laboratory, Dec. 1998.
6. A. Bosson, G. Cawley, Y. Chan, and R. Harvey, "Non-retrieval: blocking pornographic images," in International Conference on Image and Video Retrieval CIVR-2002, M. Lew, N. Sebe, and J. Eakins, eds., 2383 LNCS, pp. 50-60, Springer, (London, UK), 2002.
7. L. Sigal, S. Scarloff, and V. Athitsos, "Skin Colour-Based Video Segmentation under Time Varying Illumination," IEEE Transactions on Pattern Analysis and Machine Intelligence 26(7), pp. 862-77, 2004.
8. M. Mackiewicz, J. Berens, and M. Fisher, "Wireless Capsule Endoscopy video segmentation using Support Vector Classifiers and Hidden Markov Models," in Proceedings of Medical Image Understanding and Analyses 2006 Conference, (Manchester, UK), July 2006.
9. J. Berens, M. Mackiewicz, and G. D. Bell, "Stomach, Intestine and Colon tissue discriminators for Wireless Capsule Endoscopy (WCE) images.," in Proceedings of SPIE, 5747, pp. 283-290, 2005.
10. D. Connah and G. D. Finlayson, "Using Local Binary Pattern operators for colour constant image indexing," in CGIV 2006 Conference Proceedings, 2006.
11. F. Ortiz and F. Torres, "Automatic Detection and Elimination of Specular Reflectance in Color Images by Means of MS Diagram and Vector Connected Filters," IEEE Transactions on Systems, Man, and Cybernetics - Part C: Applications and Reviews 36(5), pp. 681-7, 2006.
12. P. Soille, "A note on morphological contrast enhancement," Tech. Rep. RT-PS-001, École des Mines d'Alés-EERIE, 1997.
13. V. Vapnik, Statistical Learning Theory, Wiley, N.Y., 1998.
14. L. Costaridou, Medical Image Analysis Methods, CRC Press, 2005.