Title :
Fast moving-object detection in H.264/AVC compressed domain for video surveillance
Author :
Tom, Manu ; Babu, R. Venkatesh
Author_Institution :
Video Analytics Lab., Indian Inst. of Sci., Bangalore, India
Abstract :
This paper discusses a novel fast approach for moving object detection in H.264/AVC compressed domain for video surveillance applications. The proposed algorithm initially segments out edges from regions with motion at macroblock level by utilizing the gradient of quantization parameter over 2D-image space. A spatial median filtering of the segmented edges followed by weighted temporal accumulation accounts for whole object segmentation. To attain sub-macroblock (4×4) level precision, the size of macroblocks (in bits) is interpolated using a two tap filter. Partial decoding rules out the complexity involved in full decoding and gives fast foreground segmentation results. Compared to other compressed domain techniques, the proposed approach allows the video streams to be encoded with different quantization parameters across macroblocks thereby increasing flexibility in bit rate adjustment.
Keywords :
data compression; gradient methods; image motion analysis; image segmentation; interpolation; median filters; object detection; quantisation (signal); video coding; 2D-image space; AVC compressed domain; H.264 compressed domain; advanced video coding; bit rate adjustment; edge segmentation; fast foreground segmentation; fast moving-object detection; interpolation; macroblock level; object segmentation; quantization parameter; quantization parameters; spatial median filtering; tap filter; video surveillance; weighted temporal accumulation; Conferences; Image coding; Motion segmentation; Quantization (signal); Streaming media; Video surveillance; Compressed Domain; H.264/AVC; Motion Segmentation; QP-delta; Video Surveillance;
Conference_Titel :
Computer Vision, Pattern Recognition, Image Processing and Graphics (NCVPRIPG), 2013 Fourth National Conference on
Conference_Location :
Jodhpur
Print_ISBN :
978-1-4799-1586-6
DOI :
10.1109/NCVPRIPG.2013.6776202