Title :
Grid-like fuzzy cluster extraction by extended fuzzy c-lines with local coordinate rotation
Author :
Honda, Katsuhiro ; Nomaguchi, Tomonari ; Yoshida, Daisuke ; Notsu, Akira ; Ichihashi, Hidetomo
Author_Institution :
Grad. Sch. of Eng., Osaka Prefecture Univ., Sakai, Japan
Abstract :
Fuzzy clustering has also been applied to object recognition with certain shapes in image processing. This paper proposes a new approach to grid-like cluster extraction, in which gridlike structures are extracted by extended fuzzy c-lines with local coordinate rotation. In the prototype recognition step, four sides of squares are captured in a similar procedure for linear fuzzy clustering after cluster-wise coordination rotation. Cluster memberships are represented by the sum of memberships to sub-clusters that are defined by each side of prototypical squares.
Keywords :
feature extraction; fuzzy set theory; object recognition; pattern clustering; cluster memberships; clusterwise coordination rotation; extended fuzzy c-lines; fuzzy clustering; grid like fuzzy cluster extraction; local coordinate rotation; object recognition; prototypical squares; Algorithm design and analysis; Clustering algorithms; Estimation; Image processing; Principal component analysis; Prototypes; Shape; Fuzzy clustering; coordinate rotation; principal component analysis;
Conference_Titel :
World Automation Congress (WAC), 2010
Conference_Location :
Kobe
Print_ISBN :
978-1-4244-9673-0
Electronic_ISBN :
2154-4824