Study and application of semantic-based image retrieval

作者: Xia-qing XIE , Quan-wei BAI , Lei HOU , Xu WU

DOI: 10.1016/S1005-8885(13)60209-5

关键词:

摘要: Abstract Image retrieval is increasingly necessary for multi-media resources to improve user experiences and expand approach. This paper studies into recent process made in semantic-based image (SBIR), establishes a model (SBIRM) ‘Classic Reading’ Platform. The chooses three important features from illustrations of books including color, texture shape extract feature vector form 31-dimentional vector. Vector normalization performed eliminate the difference between different similarity measurement used compare two images. Finally, K-nearest neighbor (KNN) was train vectors decide which book given belongs to. experimental result shows that precision this can be more than 90%.

参考文章(20)
Yimin Wu, Aidong Zhang, Wei Wang, SemView: a semantic-sensitive distributed image retrieval system international conference on digital government research. pp. 1- 4 ,(2003) , 10.5555/1123196.1123288
Pushpa B. Patil, Manesh B. Kokare, Interactive Semantic Image Retrieval Journal of Information Processing Systems. ,vol. 9, pp. 349- 364 ,(2013) , 10.3745/JIPS.2013.9.3.349
Marin Ferecatu, Nozha Boujemaa, Michel Crucianu, Semantic interactive image retrieval combining visual and conceptual content description Multimedia Systems. ,vol. 13, pp. 309- 322 ,(2008) , 10.1007/S00530-007-0094-9
Martin Heczko, Alexander Hinneburg, Daniel Keim, Markus Wawryniuk, Multiresolution similarity search in image databases Multimedia Systems. ,vol. 10, pp. 28- 40 ,(2004) , 10.1007/S00530-004-0135-6
Nishant Singh, Shiv Ram Dubey, Pushkar Dixit, Jay Prakash Gupta, Semantic Image Retrieval by Combining Color, Texture and Shape Features 2012 International Conference on Computing Sciences. pp. 116- 120 ,(2012) , 10.1109/ICCS.2012.64
Mario A. Nascimento, Veena Sridhar, Xiaobo Li, Effective and efficient region-based image retrieval Journal of Visual Languages and Computing. ,vol. 14, pp. 151- 179 ,(2003) , 10.1016/S1045-926X(02)00076-9
George Gagaudakis, Paul L. Rosin, Incorporating shape into histograms for CBIR Pattern Recognition. ,vol. 35, pp. 81- 91 ,(2002) , 10.1016/S0031-3203(01)00043-7
J.Z. Wang, Jia Li, G. Wiederhold, SIMPLIcity: semantics-sensitive integrated matching for picture libraries IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 23, pp. 947- 963 ,(2001) , 10.1109/34.955109