Browse > Article
http://dx.doi.org/10.3745/KIPSTB.2004.11B.1.027

Tracking and Interpretation of Moving Object in MPEG-2 Compressed Domain  

Mun, Su-Jeong (한국전자통신연구원)
Ryu, Woon-Young (한국전자통신연구원)
Kim, Joon-Cheol (서남대학교 전자공학과)
Lee, Joon-Hoan (전북대학교 전자정보공학부)
Abstract
This paper proposes a method to trace and interpret a moving object based on the information which can be directly obtained from MPEG-2 compressed video stream without decoding process. In the proposed method, the motion flow is constructed from the motion vectors included in compressed video. We calculate the amount of pan, tilt, and zoom associated with camera operations using generalized Hough transform. The local object motion can be extracted from the motion flow after the compensation with the parameters related to the global camera motion. Initially, a moving object to be traced is designated by user via bounding box. After then automatic tracking Is performed based on the accumulated motion flows according to the area contributions. Also, in order to reduce the cumulative tracking error, the object area is reshaped in the first I-frame of a GOP by matching the DCT coefficients. The proposed method can improve the computation speed because the information can be directly obtained from the MPEG-2 compressed video, but the object boundary is limited by macro-blocks rather than pixels. Also, the proposed method is proper for approximate object tracking rather than accurate tracing of an object because of limited information available in the compressed video data.
Keywords
Compressed Video; Object Tracking; Generalized Hough Transfer; Motion Vector; Motion Flow;
Citations & Related Records
연도 인용수 순위
  • Reference
1 J. Meng and S.-F. Chang, 'Tools for Compressed domain Video Indexing and Editing', SPIE Storage and Retrieval for Still Image and Video Databases, Vol.2670, pp.180-191, 1996   DOI
2 V. Kobla and D. Doermann, 'Compressed domain video indexing techniques using DCT and motion vector information in MPEG video', Proc. Of SPIE, Vol.3022, pp.200-211, 1997   DOI
3 Isaac Cohen, and Gerard Medioni, 'Detection and Tracking of Objects in Airborne Video Imagery', CVPR'98 Workshop on Interpretation of Visual Motion, 1998
4 Y. Nakajima, A. Yoneyama, H. Yanagihara and M. Sugano, 'Moving object detection from MPEG coded data', SPIE Visual Communications and Image Processing, Vol.3309, pp.988-996, 1998   DOI
5 고성제, 김종옥, MPEG-4의 세계, 영풍문고, 2000
6 ISO-IEC I-1/ISO-IEC 13812-2 International Standards, 1st Ed., 1996
7 Maurizio Pilu, 'On using raw MPEG motion vectors to determine global camera motion', SPIE Vol.3309, pp.449-459, 1998   DOI
8 Favalli, L., Mecocci, A., Moshetti, F., 'Object tracking for retrieval applications in MPEG-2', IEEE Transactions on Circuits and Systems for Video Technology, Vol.10, pp.427-432, April, 2000   DOI   ScienceOn
9 R. Milanese, F. Deguillaume, A. Jacot-Descombes, 'Efficient Segmentation and Camera Motion Indexing of Compressed Video', Real-Time Imaging, Vol.5, No.4, pp.231-241, Aug., 1999   DOI   ScienceOn
10 김대희, 호요성, 'MPEG-4 표준을 위한 동영상 객체분할 기술', Telecmmunication Review, 제13권 제2호, Apr., 2003
11 Cigdem Eroglu Erden, A. Murat Tekalp, and Bulent Sankur, 'Video Object Tracking with Feedback of Performance Measure', Transactions on Circuits and Systems for Video Technology, Vol.13, No.4, pp.310-324, April, 2003   DOI   ScienceOn
12 Y. Nakajima, A. Yoneyama, H. Yanagihara and M. Sugano, 'Moving object detection from MPEG coded data', SPIE Visual Communications and Image Processing, Vol.3309, pp.988-996, 1998   DOI