Title :
Low-complexity global motion estimation from P-frame motion vectors for MPEG-7 applications
Author :
Smolic, Aljoscha ; Hoeynck, Michael ; Ohm, Jens-Rainer
Author_Institution :
Dept. of Image Process., Heinrich-Hertz-Inst., Berlin, Germany
Abstract :
We present an algorithm for low-complexity global motion estimation, that works with block-coded video (e.g. MPEG-2). A superimposed global motion model is fitted to decoded P-frame motion vector fields, providing real-time performance. Therefore a robust M-estimator is applied since a lot of outliers have to be expected in the motion vector fields. The algorithm is compared to a state-of-the-art global motion estimator. The main characteristics of the global motion are captured accurately in most cases, although estimation may fail. We also report the integration of the estimator into a complete MPEG-7 system for search-and-retrieval of video based on motion characteristics.
Keywords :
IEC standards; ISO standards; code standards; data compression; image retrieval; image sequences; motion estimation; telecommunication standards; video coding; video databases; ISO/IEC standard; MPEG-2; MPEG-7 applications; MPEG-7 system; MPEG-7 test sequence; algorithm; block-coded video; decoded P-frame motion vector fields; low-complexity global motion estimation; motion characteristics; real-time performance; robust M-estimator; superimposed global motion model; video search-and-retrieval; Cameras; Data mining; Databases; Decoding; IEC standards; ISO standards; Image processing; MPEG 7 Standard; Material storage; Motion estimation;
Conference_Titel :
Image Processing, 2000. Proceedings. 2000 International Conference on
Conference_Location :
Vancouver, BC, Canada
Print_ISBN :
0-7803-6297-7
DOI :
10.1109/ICIP.2000.899352