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http://dx.doi.org/10.14400/JDC.2014.12.6.237

Image Retrieval using Multiple Features on Mobile Platform  

Lee, Yong-Hwan (Dept. of Smart Mobile, Far East University)
Cho, Han-Jin (Dept. of Smart Mobile, Far East University)
Lee, June-Hwan (Dept. of Smart Mobile, Far East University)
Publication Information
Journal of Digital Convergence / v.12, no.6, 2014 , pp. 237-243 More about this Journal
Abstract
In this paper, we propose a mobile image retrieval system which utilizes the mobile device's sensor information and enables running in a variety of the environments, and implement the system on Android platform. The proposed system deals with a new image descriptor using combination of the visual feature with EXIF attributes in the target of JPEG image, and image matching algorithm which is optimized to the mobile environments. Experiments are performed on the Android platform, and the experimental results revealed that the proposed algorithm exhibits a significant improved results with large image database.
Keywords
Image Retrieval; Multi-modal based Image Search; Mobile Platform; Location-based Search; Exchangable Image File Format(EXIF); Color and Edge Directivity Descriptor(CEDD);
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  • Reference
1 Ritendra Datta, Dhiraj Joshi, Jia Li, James Z. Wang, "Image Retrieval: Ideas, Influences and Trends of the New Age", ACM Transactions on Computing Surveys, Vol.40, No.2, 2008.
2 K. Velmurugan, Santhosh Baboo, "Content-based Image Retrieval using SURF and Colour Moments", Global Journal of Computer Science and Technology, Vol.11, Issue.10, Version 1.0, May, 2011.
3 Ling-Yu Duan, Jie Chen, Chunyu Wang, Rongrong Ji, Tiejun Huang, Web Gao, "Key Technologies in Mobile Visual Search and MPEG Standardization Activities", ZTE Communications, Vol.10, No.2, 2012.
4 N. Singhai, S.K. Shandilya, "A Survey on Content Based Image Retrieval Systems", International Journal of Computer Application, Vol. 4, 2010.
5 Gareth Loy, Jan-Olof Eklundh, "A Review of Benchmarking Content-Based Image Retrieval", MUSCLE/ImageCLEF Workshop on Image and Video Retrieval Evaluation, 2005.
6 Hui Hui Wang, Dzulkifli Mohamad, N. A. Ismail, "Semantic Gap in CHIR: Automatic Objects Spatial Relationships Semantic Extraction and Representation", International Journal of Image Processing, Vol.4, Issue.3, pp.192-204, 2010.
7 Website, http://images.google.co.kr
8 Mario Doeller, Ruben Tous, Frederik Temmermans, Kyoungro Yoon, Je-Ho Park, Youngseop Kim, Florian Stegmaier, Jaime Delgado, "JPEG's JPSearch Standard : Harmonizing Image Management and Search", IEEE Multimedia, 2012.
9 Frederik Temmermans, Frederic Defaux, Peter Schelkens, "JPSearch: Metadata Interoperability during Image Exchange", ISO/IEC JTC1 SC29WG1, 2013.
10 Savvas A. Chatzichristofis, Yiannis S. Boutalis, "CEDD: color and edge directivity descriptor: a compact descriptor for image Indexing and retrieval", International Conference on Computer vision systems, pp. 312-322, 2008.
11 Japan Electronics and Information Technology Industries Association, "Exchangeable Image File Format for Digital Still Cameras: EXIF Version 2.2", 2002.
12 Mun-Kew Leong, Wo Chang, "JPSearch-24800 Part 1: Framework and System Components", ISO/IEC JTC1 SC29 WG1N3684, 2005.
13 Shih-Fu Chang, Thomas Sikora, Atul Puri, "Overview of the MPEG-7 Standard", IEEE Transactions on Circuits and Systems for Video Technology, Vol.11, No.6, 2001.
14 Sam S. Tsai, David Chen, Gabriel Takacs, Vilay Chandrasekhar, Jatinder P. Singh, Bernd Girod, "Location Coding for Mobile Image Retrieval", Proceeding of the International ICST Mobile Multimedia Communications Conference, 2009.
15 S.J. Lim, H.J. Oh, P.M. Ryu, H.Y. Jung, M.G. Jang, "Technology Trend of Mobile Intelligent Search", Electronics and Telecommunications Trends, Vol.25, No.3, 2010.
16 Bin Li, Xiangwei Kong, Zhe Wang, Haiyan Fu, "SIFT-Based Image Retrieval Combining the Distance Measure of Global Image and Sub-Image", International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 706-709, 2009.
17 Akio Yamada, Robert O'challaghan, S.K. Kim, "MPEG-7 Visual Part of Experimentation Model ver 27.0", ISO/IEC JTC1/SC29/WG11N7808, 2006.
18 Herbert Bay, Andreas Ess, Tinne Tuytelaars and Luc Van Gool, "SURF: Speeded Up Robust Features", Computer Vision and Image Understanding, Vol.110, No.3, pp.346-359, 2008.   DOI   ScienceOn