Title :
Classification-Based relay selection for video streaming over wireless multihop networks
Author :
Lu, Mei-Hsuan ; Chiu, Yu-Hsiang Bosco ; Chen, Tsuhan
Author_Institution :
Dept. of Electr. & Comput. Eng., Carnegie Mellon Univ., Pittsburgh, PA, USA
fDate :
June 28 2009-July 3 2009
Abstract :
Real-time streaming of audiovisual content over wireless networks is emerging as an important technology in multimedia communication. In this paper, we present a classification-based method to select appropriate relays in support of our prior work on time-aware opportunistic relaying for video streaming over wireless mesh networks. The proposed scheme works as follows: each candidate relay runs a support vector machine (SVM) to decide whether it should participate in forwarding packets for a source-destination pair or not. The SVM considers features that are sensitive to video quality and is trained with an aim to maximize user perceived quality. Our evaluation results show that the classification-based approach outperforms the baseline scheme.
Keywords :
image classification; learning (artificial intelligence); radio networks; support vector machines; telecommunication computing; video signal processing; video streaming; SVM training; audiovisual content streaming; classification-based relay selection method; multimedia communication; packet forwarding; real-time wireless video streaming; source-destination pair; support vector machine; time-aware opportunistic relaying; video quality; wireless multihop network; Communications technology; Multimedia communication; Multimedia systems; Relays; Spread spectrum communication; Streaming media; Support vector machine classification; Support vector machines; Wireless mesh networks; Wireless networks; opportunistic relaying; support vector machine; wireless video streaming;
Conference_Titel :
Multimedia and Expo, 2009. ICME 2009. IEEE International Conference on
Conference_Location :
New York, NY
Print_ISBN :
978-1-4244-4290-4
Electronic_ISBN :
1945-7871
DOI :
10.1109/ICME.2009.5202605