Title :
Content-based scalable H.263 video coding for road traffic monitoring based on regularity of video content
Author :
Ho, Wallace Kai-Hong ; Lun, Daniel Pak-Kong
Author_Institution :
Center for Multimedia Signal Process., Hong Kong Polytech. Univ., Kowloon, China
Abstract :
For real-time road traffic monitoring, the content-based scalable H.263 video codec was proposed. To achieve a high compression rate, it was suggested to analyze the activity of the target road-traffic video such that moving objects are coded in different data rates according to their speed. However, the analysis performed by that approach relies on the variance of the scene change magnitude. It can be inaccurate when the scene is complicated. An alternative approach is proposed. For the proposed approach, the moving objects, i.e. cars, are first extracted from the steady background. Their activities are then classified as fast or slow by assessing the regularity of their motion. It is achieved by evaluating the zero crossing density of the derivative of the scene change pattern across time. The information is then passed to a modified H.263 encoder to reduce the temporal and spatial redundancies in the video. As compared with the conventional H.263 encoder using for the same application, the proposed system has a 20% increase in compression rate with negligible visual distortion. When comparing with the previous content-based scalable approach, the current approach has a much higher accuracy in activity analysis. The proposed system fully complies with the ITU H.263 standard hence the encoded bit stream is completely comprehensible to the conventional H.263 decoder
Keywords :
automated highways; code standards; data compression; image motion analysis; real-time systems; road traffic; video codecs; video coding; H.263 video codec; ITU standard; content-based scalable video coding; decoder; high compression rate; real-time system; road traffic monitoring; scene change magnitude; spatial redundancies; temporal redundancies; video content regularity; visual distortion; Analysis of variance; Data mining; Decoding; Layout; Monitoring; Performance analysis; Roads; Video codecs; Video coding; Video compression;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
962-85766-2-3
DOI :
10.1109/ISIMP.2001.925399