Title :
Rate-distortion optimized video streaming using conditional packet delay distributions
Author :
Kalman, Mark ; Girod, Bernd
Author_Institution :
Inf. Syst. Lab., Stanford Univ., CA, USA
fDate :
29 Sept.-1 Oct. 2004
Abstract :
We introduce a formulation for the rate-distortion optimized transmission scheduling of packetized video that incorporates a new, more accurate model for Internet packet delay and loss. The model assumes that delays at successive transmission times form a 1st order Markov random process. The model uses feedback to learn about delays in the recent past, and finds delay distributions for later transmissions by chaining together approximated conditional delay distributions. In prior work, this model has proved to be more accurate than the iid Γ delay model commonly used for rate-distortion optimized streaming. In this work, we show how to use the new delay and loss model to perform rate-distortion optimized packet transmission scheduling. Our results show a more than 1 dB gain in scheduling performance for our new delay model over the iid Γ model, for streaming simulations conducted with measured Internet delay and loss traces.
Keywords :
Internet; Markov processes; delays; optimisation; packet switching; rate distortion theory; scheduling; video streaming; Internet packet delay; Markov random process; conditional packet delay distribution; rate-distortion optimized packet transmission scheduling; rate-distortion optimized video streaming; Delay; Feedback; Gain measurement; Internet; Performance gain; Performance loss; Propagation losses; Random processes; Rate-distortion; Streaming media;
Conference_Titel :
Multimedia Signal Processing, 2004 IEEE 6th Workshop on
Print_ISBN :
0-7803-8578-0
DOI :
10.1109/MMSP.2004.1436608