Implementation of Object Feature Extraction within Image for Object Tracking

객체 추적을 위한 영상 내의 객체 특징점 추출 알고리즘 구현

  • Lee, Yong-Hwan (Department Of Digital Contents, Wonkwang University) ;
  • Kim, Youngseop (Department of Electronics and Electrical Engineering, Dankook University)
  • 이용환 (원광대학교 디지털콘텐츠공학과) ;
  • 김영섭 (단국대학교 전자전기공학부)
  • Received : 2018.09.20
  • Accepted : 2018.09.21
  • Published : 2018.09.30

Abstract

This paper proposes a mobile image search system which uses a sensor information of smart phone, and enables running in a variety of environments, which is implemented on Android platform. The implemented system deals with a new image descriptor using combination of the visual feature (CEDD) with EXIF attributes in the target of JPEG image, and image matching scheme, which is optimized to the mobile platform. Experimental result shows that the proposed method exhibited a significant improved searching results of around 80% in precision in the large image database. Considering the performance such as processing time and precision, we think that the proposed method can be used in other application field.

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. 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.
  5. N. Singhai, S.K. Shandilya, "A Survey on Content Based Image Retrieval Systems", International Journal of Computer Application, vol.4, 2010.
  6. Gareth Loy, Jan-Olof Eklundh, "A Review of Benchmarking Content-based Image Retrieval", MUSCLE/ImageCLEF Workshop on Image and Video Retrieval Evaluation, 2005.
  7. 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.
  8. Akio Yamada, Robert O'challaghan, S.K. Kim, "MPEG-7 Visual Part of Experimentation Model ver 27.0", ISO/IEC JTC1/SC29/WG11N7808, 2006.
  9. 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.
  10. Website, http://images.google.co.kr
  11. 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.
  12. Japan Electronics and Information Technology Industries Association, "Exchangeable Image File Format for Digital Still Cameras: EXIF Version 2.2", 2002.