A video-quality driven strategy in short video streaming

J Guo, G Zhang - Proceedings of the 24th International ACM Conference …, 2021 - dl.acm.org
In recent years, fueled by the rapid advances in high-speed mobile networks, streaming
short-form videos over mobile devices (eg, TikTok) is ubiquitous among mobile users …

QUTY: Towards Better Understanding and Optimization of Short Video Quality

H Zhang, Y Ban, Z Guo, Z Xu, Q Ma, Y Wang… - Proceedings of the 14th …, 2023 - dl.acm.org
Short video applications such as TikTok and Instagram have attracted tremendous attention
recently. However, it is very limited for industry and academia to understand the user's …

[HTML][HTML] Deep Reinforcement Learning-Based Approach for Video Streaming: Dynamic Adaptive Video Streaming over HTTP

N Souane, M Bourenane, Y Douga - Applied Sciences, 2023 - mdpi.com
Dynamic adaptive video streaming over HTTP (DASH) plays a crucial role in delivering
video across networks. Traditional adaptive bitrate (ABR) algorithms adjust video segment …

QARC: Video quality aware rate control for real-time video streaming based on deep reinforcement learning

T Huang, RX Zhang, C Zhou, L Sun - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Real-time video streaming is now one of the main applications in all network environments.
Due to the fluctuation of throughput under various network conditions, how to choose a …

Short video streaming with data wastage awareness

G Zhang, K Liu, H Hu, J Guo - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Fueled by emerging short video applications (eg, TikTok), streaming short videos is now
ubiquitous among mobile users. A major problem in short video streaming is data wastage …

TCLiVi: Transmission control in live video streaming based on deep reinforcement learning

L Cui, D Su, S Yang, Z Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Currently, video content accounts for the majority of network traffic. With increased live
streaming, rigorous requirements have been introduced for better Quality of Experience …

Deeplive: QoE optimization for live video streaming through deep reinforcement learning

Z Tian, L Zhao, L Nie, P Chen… - 2019 IEEE 25th …, 2019 - ieeexplore.ieee.org
A new broad of video services that support live streaming has become tremendously
popular in recent years. Compared with traditional video-on-demand (VOD) services, live …

Deep learning based prediction model for adaptive video streaming

A Lekharu, KY Moulii, A Sur… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
Improving the overall Quality of Experience (QoE) of a client for a given video streaming
session is a challenging task in a continuously varying network environment. A dynamic bit …

A unified framework for automatic quality-of-experience optimization in mobile video streaming

Y Liu, JYB Lee - IEEE INFOCOM 2016-The 35th Annual IEEE …, 2016 - ieeexplore.ieee.org
Mobile video streaming is one of the fastest growing applications in the mobile Internet.
Nevertheless, delivering high-quality streaming video over mobile networks remains a …

Towards optimal low-latency live video streaming

L Sun, T Zong, S Wang, Y Liu… - IEEE/ACM transactions …, 2021 - ieeexplore.ieee.org
Low-latency is a critical user Quality-of-Experience (QoE) metric for live video streaming. It
poses significant challenges for streaming over the Internet. In this paper, we explore the …