DocumentCode
3467311
Title
A new player-enabled rapid video navigation method using temporal quantization and repeated weighted boosting search
Author
Jiang, Junfeng ; Zhang, Xiao-Ping
Author_Institution
Dept. of Electr. & Comput. Eng., Ryerson Univ., Toronto, ON, Canada
fYear
2010
fDate
13-18 June 2010
Firstpage
64
Lastpage
71
Abstract
In this paper, we present a new temporal quantization-based method using repeated weighted boosting search (RWBS) to navigate the video content non-uniformly. In particular, we formulate the rapid video navigation problem as a generic sampling problem. We present a video temporal density function (VTDF) based on the inter-frame mutual information to describe the time density of video activities. A new VTDF based temporal quantization method using RWBS is then applied to find the best quanta and partition in time domain. The video frames that are the nearest neighbors to the quanta in the quantization codebook are sampled to navigate the video. A video player is implemented based on the proposed method to navigate all sampled frames in its intelligent fast-forward mode. The implementation of video player demonstrates the feasibility of proposed method in practice. Experimental results show that the proposed method is effective to capture the important semantic information of video during rapid navigation.
Keywords
computerised navigation; search problems; set theory; video signal processing; inter-frame mutual information; quantization codebook; repeated weighted boosting search; temporal quantization; time density; video navigation; video temporal density function; Boosting; Density functional theory; Hidden Markov models; Internet; Motion planning; Navigation; Parameter estimation; Quantization; Sampling methods; Streaming media;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Vision and Pattern Recognition Workshops (CVPRW), 2010 IEEE Computer Society Conference on
Conference_Location
San Francisco, CA
ISSN
2160-7508
Print_ISBN
978-1-4244-7029-7
Type
conf
DOI
10.1109/CVPRW.2010.5543733
Filename
5543733
Link To Document