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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

Remote driving, or teleoperating Autonomous Vehicles (AVs), is a key application that emerging 5G networks aim to support. In this paper, we conduct a systematic feasibility study of AV teleoperation over commercial 5G networks from both…

Providing a high-quality real-time video streaming experience to mobile users is one of the biggest challenges in cellular networks. This is due to the need of these services for high rates with low variability, which is not easy to…

Networking and Internet Architecture · Computer Science 2021-06-01 Fidan Mehmeti , Thomas F. La Porta

The action quality assessment (AQA) of videos is a challenging vision task since the relation between videos and action scores is difficult to model. Thus, AQA has been widely studied in the literature. Traditionally, AQA is treated as a…

Computer Vision and Pattern Recognition · Computer Science 2022-09-01 Boyu Zhang , Jiayuan Chen , Yinfei Xu , Hui Zhang , Xu Yang , Xin Geng

As cellular networks evolve towards the 6th generation, machine learning is seen as a key enabling technology to improve the capabilities of the network. Machine learning provides a methodology for predictive systems, which can make…

We consider the problem of optimizing Quality of Experience (QoE) of clients streaming real-time video, served by networks managed by different operators that can share bandwidth with each other. The abundance of real-time video traffic is…

Networking and Internet Architecture · Computer Science 2025-01-31 Sushi Anna George , Vinay Joseph

Most client hosts are equipped with multiple network interfaces (e.g., WiFi and cellular networks). Simultaneous access of multiple interfaces can significantly improve the users' quality of experience (QoE) in video streaming. An intuitive…

Networking and Internet Architecture · Computer Science 2018-06-11 Anis Elgabli , Ke Liu , Vaneet Aggarwal

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

Extended Reality (XR) is an important service in the 5G network and in future 6G networks. In contrast to traditional video on demand services, real-time XR video is transmitted frame-by-frame, requiring low latency and being highly…

Multimedia · Computer Science 2024-05-14 Guangjin Pan , Shugong Xu , Shunqing Zhang , Xiaojing Chen , Yanzan Sun

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

Social media, professional sports, and video games are driving rapid growth in live video streaming, on platforms such as Twitch and YouTube Live. Live streaming experience is very susceptible to short-time-scale network congestion since…

Networking and Internet Architecture · Computer Science 2021-12-07 Sharat Chandra Madanapalli , Alex Mathai , Hassan Habibi Gharakheili , Vijay Sivaraman

The increased use of video conferencing applications (VCAs) has made it critical to understand and support end-user quality of experience (QoE) by all stakeholders in the VCA ecosystem, especially network operators, who typically do not…

Networking and Internet Architecture · Computer Science 2023-11-10 Taveesh Sharma , Tarun Mangla , Arpit Gupta , Junchen Jiang , Nick Feamster

A challenge for rescue teams when fighting against wildfire in remote areas is the lack of information, such as the size and images of fire areas. As such, live streaming from Unmanned Aerial Vehicles (UAVs), capturing videos of dynamic…

Signal Processing · Electrical Eng. & Systems 2021-02-23 Liyana Adilla binti Burhanuddin , Xiaonan Liu , Yansha Deng , Ursula Challita , Andras Zahemszky

Traditional optimization methods based on system-wide Quality of Service (QoS) metrics have approached their performance limitations in modern large-scale streaming systems. However, aligning user-level Quality of Experience~(QoE) with…

Multimedia · Computer Science 2025-08-25 Lianchen Jia , Chao Zhou , Chaoyang Li , Jiangchuan Liu , Lifeng Sun

Video conferencing over 5G is increasingly prevalent, yet its Quality of Experience (QoE) often degrades under limited radio resources. This has two causes: 5G networks must serve many users, while interactive traffic requires careful…

Networking and Internet Architecture · Computer Science 2026-05-15 Xuyang Cao , Oliver Michel , Kyle Jamieson

Recently, HTTP Adaptive Streaming HAS has received significant attention from both industry and academia based on its ability to enhancing media streaming services over the Internet. Recent research solutions that have tried to improve HAS…

Networking and Internet Architecture · Computer Science 2019-08-27 Hong Thinh Pham , Ngoc Nam Pham , Huu Thanh Nguyen , Alan Marshall , Thu Huong Truong

Real-time unmanned aerial vehicle (UAV) video streaming is essential for time-sensitive applications, including remote surveillance, emergency response, and environmental monitoring. However, it faces challenges such as limited bandwidth,…

Image and Video Processing · Electrical Eng. & Systems 2025-07-10 Xuyang Chen , Chong Huang , Daquan Feng , Lei Luo , Yao Sun , Xiang-Gen Xia

Wireless networks are envisaged to be one of the most important technologies to provide cost-efficient content delivery, including for video applications. They will allow thousands of thousands of fixed and mobile users to access, produce,…

Networking and Internet Architecture · Computer Science 2020-03-05 Roger Immich , Eduardo Cerqueira , Marilia curado

Quality of Experience (QoE) modeling is crucial for optimizing video streaming services to capture the complex relationships between different features and user experience. We propose a novel approach to QoE modeling in video streaming…

Machine Learning · Computer Science 2025-09-26 Kamal Singh , Priyanka Rawat , Sami Marouani , Baptiste Jeudy

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
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