Delay-Constrained Rate Control for Real-Time Video Streaming with Bounded Neural Network
Tianchi Huang, Rui-Xiao Zhang, Chao Zhou, Lifeng Sun · 2018
Rate control is widely adopted during video streaming to provide both high video qualities and low latency under various network conditions. However, despite that many work have been proposed, they fail to tackle one major problem: previous methods determine a future transmission rate as a single for value which will be used in an entire time-slot, while real-world network conditions, unlike lab setup, often suffer from rapid and stochastic changes, resulting in the failures of predictions.