The week's pick
Random Articles
Reseach Article
Content based Image Retrieval using Clustering
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 41 - Number 20 |
| Year of Publication: 2012 |
| Authors: Ashish Kumar Raikwar, Satbir Jain |
10.5120/5810-8091
|
Ashish Kumar Raikwar, Satbir Jain . Content based Image Retrieval using Clustering. International Journal of Computer Applications. 41, 20 ( March 2012), 29-33. DOI=10.5120/5810-8091
Abstract
To retrieve appropriate information from large image datasets, Content Based image retrieval (CBIR) is a popular approach. In this paper we use binary clustering simultaneously on target and query images to retrieve color difference. One also measure geometric spreadness of each color, using coordinate information of clusters and used it with color difference with some weighted. Experimental results show that CBIRC gives better result as compare to other binning methods and ACE.
References
- I. El-Feghi, H. Aboasha, M. A. Sid-Ahmed, M. Ahmadi "Con¬tent-Based Image Retrieval Based on Efficient Fuzzy Color Signature" 2007 IEEE Transaction.
- W. Niblack, R. Barber, W. Equitz, M. Flickner, E. Glasman, D. Petkovic, P. Yanker, C. Faloutsos, G. Taubin "The QBIC Project: Querying Images By Content Using Color, Texture, and Shape" SPIE Vol. 1908 (1993) pp : 173-187.
- John R. Smith, Shih-Fu Chang "Visually Searching the Web for Content" July-September 1997 IEEE Multimedia: pp: 12-20.
- M. Stricker and M. Orengo, "Similarity of color images", Storage and Retrieval for Image and Video Databases III (SPIE) 1995: pp: 381-392.
- Yining Deng, Manjunath, B. S. , Kenney, C. , Moore, M. S. , Shin, H. ,"An efficient color representation for image retrieval," IEEE Transactions on Image Processing, vol. 10(1), pp:140 – 147, Jan. 2001
- Hui Yu; Mingjing Li; Hong-Jiang Zhang; Jufu Feng," Color texture moments for content-based image retrieval," Proc. ICIP 2002, vol. 3 , pp:929-932, 24-28 June 2002.
- Ka-Man Wong, Chun-Ho Chey, Tak-Shing Liu, Lai-Man Po," Dominant color image retrieval using merged histogram," in Proc. ISCAS '03, vol. 2 , pp:908- 911,25-28 May 2003.
- Yixin Chen, James Z. Wang, Robert Krovetz," Content-Based Image Retrieval by Clustering," MIR'03, November 7, 2003, Berkeley, California, USA, ACM.
- Nguyen Huu Quynh, Ngo Quoc Tao, Ngo Truong Giang, "An efficient method for content based image retrieval using histogram graph", IEEE 10th Intl. Conf. On Control, Automation, Robotics and Vision, pp:875-876,17-20 December 2008.
- Wei-Ta Chen, Wei-Chuan Liu, and Ming-Syan Chen, Adaptive Color Feature Extraction Based on Image Color Distributions,IEEE Transactions on image processing, vol. 19, no. 8, august 2010.
- Color Image Processing by Using Binary Quaternion-Moment-Preserving Thresholding Technique.
Index Terms
Keywords