Title :
Optimized Packet Scheduling in Multiview Video Navigation Systems
Author :
Toni, Laura ; Maugey, Thomas ; Frossard, Pascal
Author_Institution :
Signal Process. Lab.-LTS4, Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne, Switzerland
Abstract :
We study coding and transmission strategies in multicamera systems, where correlated sources send data through a bottleneck channel to a central server, which eventually transmits views to different interactive users. We propose a dynamic navigation -path aware packet scheduling optimization under delay, bandwidth, and interactivity constraints aimed at optimizing the quality-of-experience of interactive users. In particular , the scene distortion is minimized jointly with the distortion variations along most likely navigation paths. The optimization relies both on a novel rate-distortion model, which captures the importance of each view in the scene reconstruction , and on an objective function that optimizes resources based on a client navigation model. The latter takes into account the distortion experienced by interactive clients as well as the distortion variations that might be observed by clients during multiview navigation. We solve the scheduling problem with a novel trellis-based solution, which permits to formally decompose the multivariate optimization problem, thereby significantly reducing the computation complexity. Simulation results show the PSNR quality gain offered by the proposed algorithm compared to baseline scheduling policies. Finally, we show that the best scheduling policy consistently adapts to the most likely user navigation path and that it minimizes distortion variations that can be very disturbing for users in traditional navigation systems.
Keywords :
cameras; channel coding; client-server systems; computational complexity; computerised navigation; multimedia communication; optimisation; quality of experience; telecommunication computing; telecommunication scheduling; PSNR quality gain; baseline scheduling policy; bottleneck channel; central server; coding strategy; computation complexity reduction; interactive client navigation model; multicamera system; multivariate optimization problem; multiview video navigation system; objective function; optimized packet scheduling; quality of experience; rate-distortion model; scene distortion; scene reconstruction; transmission strategies; Cameras; Distortion; Dynamic scheduling; Navigation; Optimization; Scheduling algorithms; Streaming media; Correlated sources; interactive multiview streaming; multiview navigation; packet scheduling;
Journal_Title :
Multimedia, IEEE Transactions on
DOI :
10.1109/TMM.2015.2450020