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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

Over the recent years, research and development in adaptive bitrate (ABR) algorithms for live video streaming have been successful in improving users' quality of experience (QoE) by reducing latency to near real-time levels while delivering…

Multimedia · Computer Science 2024-02-15 Adithya Raman , Bekir Turkkan , Tevfik Kosar

With the advent of 5G, the internet has entered a new video-centric era. From short-video platforms like TikTok to long-video platforms like Bilibili, online video services are reshaping user consumption habits. Adaptive Bitrate (ABR)…

Networking and Internet Architecture · Computer Science 2025-09-16 Pengcheng Luo , Yunyang Zhao , Bowen Zhang , Genke Yang , Boon-Hee Soong , Chau Yuen

Adaptive video streaming plays a crucial role in ensuring high-quality video streaming services. Despite extensive research efforts devoted to Adaptive BitRate (ABR) techniques, the current reinforcement learning (RL)-based ABR algorithms…

Image and Video Processing · Electrical Eng. & Systems 2024-05-08 Shuoyao Wang , Jiawei Lin , Fangwei Ye

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

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

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

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

User-space Adaptive Bitrate (ABR) algorithms cannot see the transport layer signals that matter most, such as minimum RTT and instantaneous delivery rate, and they respond to network changes only after damage has already propagated to the…

Networking and Internet Architecture · Computer Science 2026-04-16 Mahdi Alizadeh

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

Over the last few years, 360{\deg} video traffic on the network has grown significantly. A key challenge of 360{\deg} video playback is ensuring a high quality of experience (QoE) with limited network bandwidth. Currently, most studies…

Multimedia · Computer Science 2024-05-21 Haopeng Wang , Zijian Long , Haiwei Dong , Abdulmotaleb El Saddik

Bitrate adaptation (also known as ABR) is a crucial technique to improve the quality of experience (QoE) for video streaming applications. However, existing ABR algorithms suffer from severe traffic wastage, which refers to the traffic cost…

Networking and Internet Architecture · Computer Science 2024-12-11 Hairong Su , Shibo Wang , Shusen Yang , Tianchi Huang , Xuebin Ren

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

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

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

With the dramatically increasing video streaming in the total network traffic, it is critical to develop effective algorithms to promote the content delivery service of high quality. Adaptive bitrate (ABR) control is the most essential…

Networking and Internet Architecture · Computer Science 2021-09-28 Bo Wei , Hang Song , Jiro Katto

HTTP-based video streaming is a key application on the Internet today, comprising the majority of Internet traffic today. Yet customers remain dissatisfied with video quality, resulting in lost revenue for content providers. Recent studies…

Networking and Internet Architecture · Computer Science 2019-01-03 Matvey Arye , Siddhartha Sen , Michael J. Freedman

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

In today's Internet, HTTP Adaptive Streaming (HAS) is the mainstream standard for video streaming, which switches the bitrate of the video content based on an Adaptive BitRate (ABR) algorithm. An effective Quality of Experience (QoE)…

Image and Video Processing · Electrical Eng. & Systems 2023-03-20 Chunyi Li , May Lim , Abdelhak Bentaleb , Roger Zimmermann

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
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