DocumentCode
3549239
Title
Interactive montages of sprites for indexing and summarizing security video
Author
Pal, Chris ; Jojic, Nebojsa
Author_Institution
Dept. Comput. Sci., Massachusetts Univ., Amherst, MA, USA
Volume
2
fYear
2005
fDate
20-25 June 2005
Abstract
In this video we present a new model of interaction for indexing and visualizing video in the context of security applications. We present a method of indexing video by arranging irregularly shaped icons or sprites into a montage representing motion events or security events within the original video scene. The sprites in the montage are used as an index into the original video. We also generate video montages to summarize video in which motion events are compressed and overlayed in a video of shorter time duration. This summary video also acts as an index into the original video stream. We use a simple, novel method of extracting sprites for the image and video montages based on incrementally building a Gaussian mixture model with conjugate priors for the background. We then use fast morphological operators to extract foreground elements. Our approach can be viewed as a fast maximum a posteriori (MAP) inference procedure in a layered image model. The contributions of this work are new interaction and summary schemes that allow viewers to potentially survey hours of security video in the order of minutes.
Keywords
Gaussian processes; image morphing; maximum likelihood estimation; natural scenes; security; video streaming; Gaussian mixture model; fast morphological operator; image indexing; image summarization; maximum a posteriori inference procedure; security application; video montage; video stream; Animation; Computer science; Data security; Indexing; Layout; Pixel; Sprites (computer); Surveillance; Video compression; Videoconference;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition, 2005. CVPR 2005. IEEE Computer Society Conference on
ISSN
1063-6919
Print_ISBN
0-7695-2372-2
Type
conf
DOI
10.1109/CVPR.2005.192
Filename
1467591
Link To Document