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