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Recent advances in unmanned aerial vehicle (UAV) technology have revolutionized a broad class of civil and military applications. However, the designs of wireless technologies that enable real-time streaming of high-definition video between…

Signal Processing · Electrical Eng. & Systems 2019-09-25 Xuedou Xiao , Wei Wang , Taobin Chen , Yang Cao , Tao Jiang , Qian Zhang

Starlink, as a representative low Earth orbit (LEO) satellite broadband system, makes high-bitrate video streaming possible in regions where terrestrial broadband is unavailable. However, its access links exhibit rapid throughput…

Systems and Control · Electrical Eng. & Systems 2026-05-28 Hongjun Xie , Jiahang Zhu , Zhiming Shao , Chao Fan , Zenghui Zhang , Genke Yang , Pengcheng Luo

Adaptive bitrate streaming (ABR) has become thede factotechnique for videostreaming over the Internet. Despite a flurry of techniques, achieving high quality ABRstreaming over cellular networks remains a tremendous challenge. First, the…

Networking and Internet Architecture · Computer Science 2021-05-18 Yanyuan Qin

In the realm of short video streaming, popular adaptive bitrate (ABR) algorithms developed for classical long video applications suffer from catastrophic failures because they are tuned to solely adapt bitrates. Instead, short video…

Multimedia · Computer Science 2023-04-11 Yueheng Li , Qianyuan Zheng , Zicheng Zhang , Hao Chen , Zhan Ma

Adaptive Bit Rate (ABR) decision plays a crucial role for ensuring satisfactory Quality of Experience (QoE) in video streaming applications, in which past network statistics are mainly leveraged for future network bandwidth prediction.…

Multimedia · Computer Science 2021-05-06 Jiaoyang Yin , Yiling Xu , Hao Chen , Yunfei Zhang , Steve Appleby , Zhan Ma

The rapid growth in video consumption has introduced significant challenges to modern streaming architectures. Over-the-Top (OTT) video delivery now predominantly relies on Adaptive Bitrate (ABR) streaming, which dynamically adjusts bitrate…

Image and Video Processing · Electrical Eng. & Systems 2026-02-03 Esteban Pesnel , Julien Le Tanou , Michael Ropert , Thomas Maugey , Aline Roumy

Client-side video players employ adaptive bitrate (ABR) algorithms to optimize user quality of experience (QoE). We evaluate recently proposed RL-based ABR methods in Facebook's web-based video streaming platform. Real-world ABR contains…

Networking and Internet Architecture · Computer Science 2020-09-01 Hongzi Mao , Shannon Chen , Drew Dimmery , Shaun Singh , Drew Blaisdell , Yuandong Tian , Mohammad Alizadeh , Eytan Bakshy

Adaptive Bitrate (ABR) Streaming over the cellular networks has been well studied in the literature; however, existing ABR algorithms primarily focus on improving the end-users' Quality of Experience (QoE) while ignoring the resource…

Networking and Internet Architecture · Computer Science 2023-02-14 Basabdatta Palit , Argha Sen , Abhijit Mondal , Ayan Zunaid , Jay Jayatheerthan , Sandip Chakraborty

This paper investigates the adaptive bitrate (ABR) video semantic communication over wireless networks. In the considered model, video sensing devices must transmit video semantic information to an edge server, to facilitate ubiquitous…

Networking and Internet Architecture · Computer Science 2023-08-02 Wentao Gong , Haonan Tong , Sihua Wang , Zhaohui Yang , Xinxin He , Changchuan Yin

Providing a high Quality of Experience (QoE) for video streaming in 5G and beyond 5G (B5G) networks is challenging due to the dynamic nature of the underlying network conditions. Several Adaptive Bit Rate (ABR) algorithms have been…

Multimedia · Computer Science 2023-05-16 Mandan Naresh , Paresh Saxena , Manik Gupta

Contemporary real-time video communication systems, such as WebRTC, use an adaptive bitrate (ABR) algorithm to assure high-quality and low-delay services, e.g., promptly adjusting video bitrate according to the instantaneous network…

Multimedia · Computer Science 2023-08-08 Yueheng Li , Zicheng Zhang , Hao Chen , Zhan Ma

Adaptive bitrate (ABR) streaming is the de facto solution for achieving smooth viewing experiences under unstable network conditions. However, most of the existing rate adaptation approaches for ABR are content-agnostic, without considering…

Multimedia · Computer Science 2018-11-19 Guanyu Gao , Linsen Dong , Huaizheng Zhang , Yonggang Wen , Wenjun Zeng

Offline-to-Online Reinforcement Learning (O2O RL) faces a critical dilemma in balancing the use of a fixed offline dataset with newly collected online experiences. Standard methods, often relying on a fixed data-mixing ratio, struggle to…

Machine Learning · Computer Science 2026-04-09 Chihyeon Song , Jaewoo Lee , Jinkyoo Park

Adaptive bitrate streaming (ABR) over the HyperText Transfer Protocol (HTTP), which raises numerous delicate questions, is nowadays almost the only approach to video streaming. This paper presents elementary solutions to three key issues:…

Systems and Control · Electrical Eng. & Systems 2026-03-24 Michel Fliess , Cédric Join

Learning-based Adaptive Bit Rate~(ABR) method, aiming to learn outstanding strategies without any presumptions, has become one of the research hotspots for adaptive streaming. However, it typically suffers from several issues, i.e., low…

Multimedia · Computer Science 2019-12-24 Tianchi Huang , Chao Zhou , Rui-Xiao Zhang , Chenglei Wu , Xin Yao , Lifeng Sun

Content providers increasingly replace traditional constant bitrate with variable bitrate (VBR) encoding in real-time video communication systems for better video quality. However, VBR encoding often leads to large and frequent bitrate…

Multimedia · Computer Science 2023-07-10 Zicheng Zhang , Hao Chen , Xun Cao , Zhan Ma

Current Adaptive Bit Rate (ABR) methods react to network congestion after it occurs, causing application layer buffering and latency spikes in live video streaming. We introduce a proactive semantic control channel that enables coordination…

Networking and Internet Architecture · Computer Science 2026-01-15 Andreas Casparsen , Van-Phuc Bui , Shashi Raj Pandey , Jimmy Jessen Nielsen , Petar Popovski

Adaptive bitrate (ABR) streaming enables video users to adapt the playing bitrate to the real-time network conditions to achieve the desirable quality of experience (QoE). In this work, we propose a novel crowdsourced streaming framework…

Multimedia · Computer Science 2018-05-22 Lin Gao , Ming Tang , Haitian Pang , Jianwei Huang , Lifeng Sun

Recent advances in quality adaptation algorithms leave adaptive bitrate (ABR) streaming architectures at a crossroads: When determining the sustainable video quality one may either rely on the information gathered at the client vantage…

Multimedia · Computer Science 2019-01-18 Bastian Alt , Trevor Ballard , Ralf Steinmetz , Heinz Koeppl , Amr Rizk

Interactive Virtual Reality (VR) streaming over Wi-Fi networks encounters significant challenges due to bandwidth fluctuations caused by channel contention and user mobility. Adaptive BitRate (ABR) algorithms dynamically adjust the video…

Networking and Internet Architecture · Computer Science 2024-10-01 Ferran Maura , Miguel Casasnovas , Boris Bellalta
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