Content based image retrieval using discrete wavelet transform

被引:5
|
作者
Belkasim, S [1 ]
Hong, XY
Basir, O
机构
[1] Georgia State Univ, Dept Comp Sci, Atlanta, GA 30303 USA
[2] Univ Waterloo, Dept Syst Design Engn, Waterloo, ON N2L 3G1, Canada
关键词
image retrieval; wavelet features; discrete cosine transform features; image databases;
D O I
10.1142/S0218001404003046
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Image retrieval plays in important role in a broad spectrum of applications. Content-based retrieval (GBR) is one of the popular choices in many biomedical and industrial applications. Discrete image transforms have been widely studied and suggested for many image retrieval applications. The Discrete Wavelet Transform (DWT) is one of the most popular transforms recently applied to many image processing applications. The Daubechies wavelet can be used to form the basis for extracting features in retrieving images based on the description of a particular object within the scene. This wavelet is widely used for image compression. In this paper we highlight the common features between compression and retrieval. Several examples are used to test the DWT retrieval system. A comparison between DWT and Discrete Cosine Transform (DCT) is also made. The retrieval system using DWT requires preprocessing and normalization of images, which might slow down the retrieval process. The accuracy of the retrieval using DWT has been significantly improved by incorporating efficient K-Neighbor Nearest Distance (KNND) measure in our system.
引用
收藏
页码:19 / 32
页数:14
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