Title :
An Advanced FCM Algorithm Using Main Hue
Author :
Liu Jiawen ; Liu Renren
Author_Institution :
Sch. of Inf. Eng., Xiangtan Univ., Xiangtan, China
Abstract :
This paper proposed a fast FCM algorithm (MHFCM) using main hue, to direct at conventional FCM algorithm is characterized by the great amount of calculation, inferior resistance to noise. Hue histogram with added window is used for getting main background hue from color images, efficacious information without background information is used for clustering on FCM. Experiment results show that the MHFCM algorithm enhances segmentation speed and overcomes the effects of background noise on segmentation results to segment more precisely.
Keywords :
fuzzy set theory; image colour analysis; image segmentation; pattern clustering; MHFCM algorithm; advanced FCM algorithm; background hue; background information; background noise; color images; efficacious information; fast FCM algorithm; fuzzy c-means clustering; hue histogram; main hue; segmentation speed; Clustering algorithms; Educational institutions; Histograms; Image color analysis; Image segmentation; Noise; Robustness;
Conference_Titel :
Photonics and Optoelectronics (SOPO), 2012 Symposium on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4577-0909-8
DOI :
10.1109/SOPO.2012.6270495
