Efficient Entropy-based Features Selection for Image Retrieval

被引:5
作者
Chang, Tsun-Wei [1 ]
Huang, Yo-Ping [2 ]
Sandnes, Frode Eika [3 ]
机构
[1] De Lin Inst Technol, Dept Comp Sci & Informat Engn, Tucheng 236, Taipei County, Taiwan
[2] Natl Taipei Univ Technol, Dept Elect Engn, Taipei 10608, Taiwan
[3] Oslo Univ Coll, Fac Engn, Oslo, Norway
来源
2009 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC 2009), VOLS 1-9 | 2009年
关键词
entropy; content-based image retrieval; feature selection; MICROARRAY;
D O I
10.1109/ICSMC.2009.5346032
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Information retrieval systems should provide users quick access to desired information. There are no established ways for inexperienced users to explicitly express queries for retrieving images from ecological databases. This study proposes an entropy-based feature selection strategy for finding images of interest from databases. Six visual features are used to represent birds, and hence used to formulate search queries. The proposed method is tested on a real world bird database and the experimental results demonstrate the effectiveness of the presented work.
引用
收藏
页码:2941 / +
页数:2
相关论文
共 15 条
[1]   Content-Based Image Retrieval Using Multiresolution Color and Texture Features [J].
Chun, Young Deok ;
Kim, Nam Chul ;
Jang, Ick Hoon .
IEEE TRANSACTIONS ON MULTIMEDIA, 2008, 10 (06) :1073-1084
[2]   Entropy-based optimization of wavelet spatial filters [J].
Farina, Dario ;
Kamavuako, Ernest Nlandu ;
Wu, Jian ;
Naddeo, Francesco .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (03) :914-922
[3]   Content-based image retrieval by feature adaptation and relevance feedback [J].
Grigorova, Anelia ;
De Natale, Francesco G. B. ;
Dagli, Charlie ;
Huang, Thomas S. .
IEEE TRANSACTIONS ON MULTIMEDIA, 2007, 9 (06) :1183-1192
[4]   Wavelet feature selection for image classification [J].
Huang, Ke ;
Aviyente, Selin .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2008, 17 (09) :1709-1720
[5]   Similarity-based online feature selection in content-based image retrieval [J].
Jiang, W ;
Er, G ;
Dai, QH ;
Gu, JW .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (03) :702-712
[6]   Feature Selection for Self-Supervised Classification With Applications to Microarray and Sequence Data [J].
Kung, Sun-Yuan ;
Mak, Man-Wai .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2008, 2 (03) :297-309
[7]   Multilabel Neighborhood Propagation for Region-Based Image Retrieval [J].
Li, Fei ;
Dai, Qionghai ;
Xu, Wenli ;
Er, Guihua .
IEEE TRANSACTIONS ON MULTIMEDIA, 2008, 10 (08) :1592-1604
[8]   Multiscale Entropy-Based Weighted Distortion Measure for ECG Coding [J].
Manikandan, M. Sabarimalai ;
Dandapat, S. .
IEEE SIGNAL PROCESSING LETTERS, 2008, 15 :829-832
[9]   Information-Theoretic Feature Selection in Microarray Data Using Variable Complementarity [J].
Meyer, Patrick Emmanuel ;
Schretter, Colas ;
Bontempi, Gianluca .
IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2008, 2 (03) :261-274
[10]   Using Visual Context and Region Semantics for High-Level Concept Detection [J].
Mylonas, Phivos ;
Spyrou, Evaggelos ;
Avrithis, Yannis ;
Kollias, Stefanos .
IEEE TRANSACTIONS ON MULTIMEDIA, 2009, 11 (02) :229-243