Title :
Accurate video sequences mutiple moving targets detection via background reconstruction
Author :
Wu, Si-jiu ; Li, Xin-wei ; Zhang, Wentao
Author_Institution :
Chengdu Univ. of Inf. Technol., Chengdu, China
Abstract :
Firstly this paper discusses drawbacks of traditional adjacent frame difference motion detection method. Then we propose to restore video sequence background using image energy, higher order statistics theory, plus some background constrains criteria. Lastly, instead of using adjacent frame difference method, background based difference is used to detect moving regions. Our tests indicate the proposed method is more precise, and is independent of the speed of the moving target. The method is extremely useful for the scenarios where moving targets are in high mobility.
Keywords :
difference equations; higher order statistics; image reconstruction; image restoration; image sequences; object detection; video signal processing; adjacent frame difference method; background based difference; background reconstruction; higher order statistics theory; image energy; motion detection method; multiple moving targets detection; video sequence background restoration; Higher order statistics; Image reconstruction; Image restoration; Object detection; Pixel; Target tracking; Video sequences; Background reconstruction; Block processing; High-speed moving target; Higher order statistics; Image energy; Motion detection;
Conference_Titel :
Apperceiving Computing and Intelligence Analysis (ICACIA), 2010 International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-8025-8
DOI :
10.1109/ICACIA.2010.5709926