Title :
Characterization of discrete fuzzy numbers and application in adaptive filter algorithm
Author :
Wang, Gui-Xiang ; Zhao, Chun-Wi
Author_Institution :
Sch. of Inf. & Telecommun. Eng., Harbin Eng. Univ., China
Abstract :
We give a kind of characterization of a discrete fuzzy number. By using the characterization, we study the operation of this kind of fuzzy numbers. Then we introduce the concept of discrete fuzzy number. As its application, using the concept we develop an adaptive filter scheme for speckle reduction. According to the inputs which belong to the window centered on a fixed point, we define a discrete fuzzy number to represent the pixel value in the center point, and calculate the value of the discrete fuzzy number to represent the impute on the center point.
Keywords :
adaptive filters; filtering theory; fuzzy set theory; image representation; adaptive filter algorithm; discrete fuzzy number characterization; pixel value; speckle reduction; Adaptive filters; Animals; Cybernetics; Fuzzy sets; Image processing; Level set; Machine learning; Road vehicles; Speckle;
Conference_Titel :
Machine Learning and Cybernetics, 2004. Proceedings of 2004 International Conference on
Print_ISBN :
0-7803-8403-2
DOI :
10.1109/ICMLC.2004.1382078