Title :
Fuzzy thresholding of color images using dempster-shafer theory
Author :
Kurugollu, Fatih ; Bouridane, Ahmed ; Roula, Mohamed Ali
Author_Institution :
Sch. of Electron., Queen´´s Univ., Belfast
Abstract :
This paper is concerned with the development of a novel color image thresholding technique using fuzzy thresholding and Dempster-Shaferpsilas theory based fusion. The color bands of a given image are fuzzified by means of a fuzzy thresholding technique which uses an S-shape membership function and a linear index of fuzziness based fuzzy measure. The resulting fuzzy maps are used to determine the mass functions of the hypotheses representing the classes for each pixel. These hypotheses are then combined using the orthogonal sum rule of the Dempster-Shafer theory to compute the final threshold map. The results show that the proposed algorithm yields a superior performance to its counterpart methods which are based on crisp and fuzzy techniques.
Keywords :
fuzzy set theory; image colour analysis; Dempster-Shafer theory; color image thresholding technique; fuzzy maps; fuzzy measure; fuzzy thresholding; Color; Colored noise; Computer science; Degradation; Fuzzy logic; Fuzzy systems; Image quality; Pixel; Systems engineering and theory; Uncertainty;
Conference_Titel :
Signal Processing and Its Applications, 2007. ISSPA 2007. 9th International Symposium on
Conference_Location :
Sharjah
Print_ISBN :
978-1-4244-0778-1
Electronic_ISBN :
978-1-4244-1779-8
DOI :
10.1109/ISSPA.2007.4555409