An effective and fast retrieval algorithm for Content-based Image Retrieval

被引:1
|
作者
Pengyu, Liu [1 ]
Kebin, Jia [1 ]
Zhuoyi, Lv [1 ]
机构
[1] Beijing Univ Technol, Coll Elect Informat & Control Engn, Beijing 100022, Peoples R China
来源
CISP 2008: FIRST INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOL 2, PROCEEDINGS | 2008年
关键词
D O I
10.1109/CISP.2008.508
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With the development of Multimedia Network Technology and the rapid increase of image application, Content-based Image Retrieval (CBIR) becomes the most active one in multimedia information retrieval field. One of the key issues is how to construct effective organization and index to enhance image retrieval speed Clustering is a kind of effective method. This paper presents a modified fuzzy C-means (MFCM) clustering index algorithm. In addition, in order to reduce the time of clustering, high-dimension feature space is transformed into lower-dimension space by using Karhunen-Loeve (K-L) transformation. The clustering step is performed in lower-dimension space, and image retrieval is only performed in clustered prototypes. Experimental results show that MFCM index algorithm applied to image retrieval is effective, exact and real-time. The time of retrieval doesn't increase linearly with the extended image database.
引用
收藏
页码:471 / 474
页数:4
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