Title :
Rate-distortion optimal video summarization: a dynamic programming solution
Author :
Li, Zhu ; Schuster, Guido M. ; Katsaggelos, Aggelos K. ; Gandhi, Bhavan
Author_Institution :
Multimedia Commun. Res. Lab., Motorola Labs., Schaumburg, IL, USA
Abstract :
The need for video summarization originates primarily from a viewing time constraint. A shorter version of the original video sequence is desirable in a number of applications. Clearly, a shorter version is also necessary in applications where storage, communication bandwidth and/or power are limited. Our work is based on a temporal rate-distortion optimization formulation for optimal summary generation. New metrics for video summary distortion are introduced. Optimal algorithms based on dynamic programming are presented along with the results from heuristic algorithms that can produce near optimal results in real time.
Keywords :
dynamic programming; heuristic programming; rate distortion theory; video signal processing; dynamic programming; real time heuristic algorithms; temporal rate-distortion optimization; video sequence shortening; video summarization; video summary distortion; viewing time constraints; Application software; Bandwidth; Dynamic programming; Heuristic algorithms; Military communication; Rate-distortion; Secure storage; Security; Time factors; Video sequences;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326580