Title :
Integrated H.264 region-of-interest detection, tracking and compression for surveillance scenes
Author :
Fernandez, Ivan Alen ; Alface, Patrice Rondao ; Gan, Tong ; Lauwereins, Rudy ; De Vleeschouwer, Christophe
Author_Institution :
ICTeam, Univ. Catholique de Louvain, Louvain-la-Neuve, Belgium
Abstract :
Motion detection and tracking is an important vision topic for many applications such as video surveillance. When this process takes place during video encoding and transmission, Regions-of-Interest (RoIs) turn to be a very useful tool in order to favor the encoding of such regions compared to the fixed background. In this paper, we show that, in conjunction with effective spatio-temporal filters, H264 Motion Estimation can be efficiently used for a robust and coarse-grain detection and tracking of moving objects. The integration of the compression and detection modules enables the prediction of ROIs positions from previous frames, offering therefore tracking at a very low computational cost. In the case of high resolution sequences affected by severe quality degradation (such as improper interlacing, light reflections and camera shaking), the global video compression ratio can be dramatically improved without damaging the ROI. This is especially the case when appropriate encoding options, i.e. appropriate Flexible Macroblock Ordering (FMO) types, are exploited. Different proposals are offered to maximize the quality of the RoI facing a dynamic constraint of the network bandwidth.
Keywords :
data compression; filtering theory; image resolution; image sequences; motion estimation; object detection; object tracking; video coding; video surveillance; FMO types; H264 motion estimation; RoI; camera shaking; computational cost; detection modules; dynamic constraint; flexible macroblock ordering types; global video compression ratio; high resolution sequences; improper interlacing; integrated H.264 region-of-interest detection; light reflections; motion detection; motion tracking; moving object detection; moving object tracking; network bandwidth; quality degradation; spatio-temporal filters; surveillance scenes; video encoding; video surveillance; video transmission; Bit rate; Cameras; Decoding; Encoding; Noise; Quantization; Tracking; H.264/AVC; constrained bandwidth; motion detection&tracking; region of interest; traffic monitoring;
Conference_Titel :
Packet Video Workshop (PV), 2010 18th International
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-9522-1
Electronic_ISBN :
978-1-4244-9520-7
DOI :
10.1109/PV.2010.5706815