Title :
Defining bidimensional fuzzy sets for visual coarseness modelling
Author :
Chamorro-Martínez, J. ; Martínez-Jiménez, P. ; Soto-Hidalgo, J.M.
Author_Institution :
Dept. of Comput. Sci. & Artificial Intell., Univ. of Granada, Granada, Spain
Abstract :
In this paper, the texture feature "coarseness" is modelled by means of fuzzy sets, relating representative coarseness measures (our reference set) with the human perception of this type of feature. In our study, a wide variety of measures have been analyzed, defining unidemsional and bidimensional fuzzy set for different combination of measures. The fineness human perception has been collected from polls filled by human subjects, performing an aggregation of their assessments by means of OWA operators. Using as reference set a combination of some measures, the membership function corresponding to the fuzzy set is modelled as the function which provides the best fit of the collected data.
Keywords :
fuzzy set theory; image texture; visual perception; bidimensional fuzzy set; human perception; image texture; membership function; visual coarseness modelling; Frequency measurement; Fuzzy logic; Fuzzy sets; Humans; Image analysis; Image color analysis; Image texture analysis; Open wireless architecture; Proposals; Uncertainty;
Conference_Titel :
Fuzzy Systems, 2009. FUZZ-IEEE 2009. IEEE International Conference on
Conference_Location :
Jeju Island
Print_ISBN :
978-1-4244-3596-8
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2009.5277377