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Issue title: Computational intelligence models for image processing and information reasoning
Article type: Research Article
Authors: Mahmoudi, Maryam Tayefeh; | Beheshti, Maedeh | Taghiyareh, Fattaneh | Badie, Kambiz | Lucas, Caro
Affiliations: School of Electrical and Computer Engineering, College of Engineering, University of Tehran, Tehran, Iran | Knowledge Management & e-Organizations Group, IT Research Faculty, Research Institute for ICT, Tehran, Iran | School of Computer Engineering, Iran University of Science and Technology, Tehran, Iran
Note: [] Corresponding author. Maryam Tayefeh Mahmoudi, School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran. E-mail: [email protected]
Note: [] Caro Lucas is deceased.
Abstract: Content-based image retrieval (CBIR), as a well-known retrieval method, has been widely used in various applications. The basis of this method is on features like color, texture and shape. Color image histograms are very useful tools for this purpose. As these kinds of histograms results with large variations between neighboring bins, they seem so sensitive to any kind of changes such as noise, illumination, etc. To overcome this problem, fuzzy linking histogram based on OWA aggregation operator is proposed, which is capable of projecting 3-dimensional (L*a*b*) color histograms into single-dimension. The proposed method have been evaluated and compared with five other methods in retrieving similar images from the common database. The experimental results, reveals better performance of the proposed method in comparison with the other mentioned methods.
Keywords: Image retrieval, fuzzy color histogram, ordered weighted average (owa), fuzzy linking histogram
DOI: 10.3233/IFS-2012-0557
Journal: Journal of Intelligent & Fuzzy Systems, vol. 24, no. 2, pp. 333-346, 2013
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