INTRODUCING TYPE-2 FUZZY SETS FOR IMAGE TEXTURE MODELING
Jesús Chamorro-Martínez, Pedro Manuel Martínez-Jiménez, Daniel Sánchez · International Journal of Computational Intelligence and Applications · 2010
In this paper, the texture property "coarseness" is modeled by means of type-2 fuzzy sets, relating representative coarseness measures (our reference set) with the human perception of this texture property. The type-2 approach allows to face both the imprecision in the interpretation of the measure value and the uncertainty about the coarseness degree associated with a measure value. In our study, a wide variety of measures is analyzed, and assessments about coarseness perception are collected from pools. This information is used to obtain type-2 fuzzy sets where the secondary fuzzy sets are modeled by means of triangular membership functions fitted to the collected data.