DocumentCode :
226677
Title :
A fuzzy approach for texture contrast modelling
Author :
Chamorro-Martinez, J. ; Martinez-Jimenez, P. ; Soto-Hidalgo, J.M. ; Sanchez, Dominick
Author_Institution :
Dept. of Comput. Sci. & Artificial Intell., Univ. of Granada, Granada, Spain
fYear :
2014
fDate :
6-11 July 2014
Firstpage :
548
Lastpage :
553
Abstract :
In this paper, we propose to model the contrast of visual texture by means of a perceptual-based fuzzy approach. For this modelling, fuzzy sets defined on the domain of some of the most representative measures of the contrast property are employed. In order to obtain these fuzzy sets, a functional relationship between the computational values given by the measures and the human perception of contrast is learned. The goodness of each model is analyzed and tested with the human assessments, allowing us to identify the most suitable one to represent the contrast of visual texture. Finally, several experiments are performed in order to show the application of the proposed fuzzy model for pattern recognition.
Keywords :
fuzzy set theory; image recognition; image texture; contrast human perception; contrast property; fuzzy model; fuzzy sets; human assessment; pattern recognition; perceptual-based fuzzy approach; visual texture contrast modelling; Computational modeling; Fuzzy sets; Measurement uncertainty; Proposals; Robustness; Vectors; Visualization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ-IEEE), 2014 IEEE International Conference on
Conference_Location :
Beijing
Print_ISBN :
978-1-4799-2073-0
Type :
conf
DOI :
10.1109/FUZZ-IEEE.2014.6891661
Filename :
6891661
Link To Document :
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