Journal of Digital Convergence (디지털융복합연구)

The Society of Digital Policy and Management (한국디지털정책학회)
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Image Retrieval using Multiple Features on Mobile Platform

모바일 플랫폼에서 다중 특징 기반의 이미지 검색

  • 이용환 (극동대학교 스마트모바일학과) ;
  • 조한진 (극동대학교 스마트모바일학과) ;
  • 이준환 (극동대학교 스마트모바일학과)
  • Received : 2014.03.04
  • Accepted : 2014.06.20
  • Published : 2014.06.28
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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.

본 논문에서는 다양한 검색 환경과 모바일 디바이스의 센서 정보를 활용한 모바일 이미지 검색 방법을 제안하고 안드로이드 플랫폼에서 구동하는 검색 시스템을 구현하였다. 설계 개발 시스템은 JPEG 이미지를 대상으로 산업계 표준 메타데이터인 EXIF 속성과 시각적 특징을 결합한 새로운 검색 기술자이며, 검색을 위한 특징 추출 및 유사도 평가 알고리즘을 모바일 환경에 최적화한 이미지 검색 모듈이다. 실험을 통해, 대용량 이미지 데이터셋을 대상으로 안드로이드 폰에서 효율적인 이미지 검색을 수행하였음을 보였다.

Keywords

References

  1. Mun-Kew Leong, Wo Chang, "JPSearch-24800 Part 1: Framework and System Components", ISO/IEC JTC1 SC29 WG1N3684, 2005.
  2. 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.
  3. 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.
  4. 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.
  5. 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.
  6. 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.
  7. Akio Yamada, Robert O'challaghan, S.K. Kim, "MPEG-7 Visual Part of Experimentation Model ver 27.0", ISO/IEC JTC1/SC29/WG11N7808, 2006.
  8. 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. https://doi.org/10.1016/j.cviu.2007.09.014
  9. 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.
  10. 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.
  11. N. Singhai, S.K. Shandilya, "A Survey on Content Based Image Retrieval Systems", International Journal of Computer Application, Vol. 4, 2010.
  12. Gareth Loy, Jan-Olof Eklundh, "A Review of Benchmarking Content-Based Image Retrieval", MUSCLE/ImageCLEF Workshop on Image and Video Retrieval Evaluation, 2005.
  13. 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.
  14. Website, http://images.google.co.kr
  15. 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.
  16. Frederik Temmermans, Frederic Defaux, Peter Schelkens, "JPSearch: Metadata Interoperability during Image Exchange", ISO/IEC JTC1 SC29WG1, 2013.
  17. 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.
  18. Japan Electronics and Information Technology Industries Association, "Exchangeable Image File Format for Digital Still Cameras: EXIF Version 2.2", 2002.