DocumentCode
506970
Title
A New FCM-Based Algorithm of Hydrophobic Image Segmentation
Author
Qiuxia, Yang ; Liangrui, Tang ; Bing, Qi ; Jing, Zhang
Author_Institution
Dept. of Electr. & Electron. Eng., North China Electr. Power Univ., Beijing, China
Volume
3
fYear
2009
fDate
14-16 Aug. 2009
Firstpage
374
Lastpage
377
Abstract
In order to effectively distinguish the objects from the background, three transition region feature models were taken into account in this paper, including gradient, local complex and local fuzzy variance. Firstly, three transition region feature models were used to distinguish the transition region and the smooth region. Secondly, experimental results signified that every feature models had effects on extracting the objects from the background and each model had some disadvantages on extracting droplets (or watermarks) from hydrophobic images. Finally, these three models were combined together to form the feature domain for fuzzy C-means clustering (FCM), and then the FCM was applied in segmentation of hydrophobic images. Experimental results illustrated that the proposed algorithm has a great application in segmentation of hydrophobic images, for its efficiency in extracting shape information of droplets (or watermarks).
Keywords
feature extraction; fuzzy set theory; image segmentation; FCM-based algorithm; droplet extraction; feature domain; fuzzy C-means clustering; hydrophobic image segmentation; local fuzzy variance; shape information extraction; transition region feature models; Clustering algorithms; Data mining; Entropy; Fuzzy systems; Image segmentation; Knowledge engineering; Power engineering and energy; Power system modeling; Shape; Watermarking; FCM; Hydrophobic image; droplets; image segmentation; transition region feature;
fLanguage
English
Publisher
ieee
Conference_Titel
Fuzzy Systems and Knowledge Discovery, 2009. FSKD '09. Sixth International Conference on
Conference_Location
Tianjin
Print_ISBN
978-0-7695-3735-1
Type
conf
DOI
10.1109/FSKD.2009.287
Filename
5358987
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