A learning-based approach for video streaming over fluctuating networks with limited playback buffers

W Li, J Huang, Q Su, W Jiang, J Wang - Computer Communications, 2024 - Elsevier
In recent times, the surge in applications like social networking and online learning platforms
has led to a substantial rise in on-demand video streaming, thus ensuring a seamless user …

VASE: Enhancing Adaptive Bitrate Selection for VBR-Encoded Audio and Video Content With Deep Reinforcement Learning

W Li, J Huang, Q Su, W Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Adaptive BitRate (ABR) algorithms have become increasingly prevalent in modern
streaming platforms, offering users significant improvements in the Quality of Experience …

Accurate Throughput Prediction for Improving QoE in Mobile Adaptive Streaming

G Lv, Q Wu, Q Tan, W Wang, Z Li… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Video streaming is the most important mobile application today. To improve users' quality of
experience (QoE), the client player runs adaptive bitrate (ABR) algorithms that dynamically …

Achieving QoE fairness in video streaming over heterogeneous congestion control protocols

Q Su, J Huang, W Li, Z Li, T Zhang… - 2024 IEEE/ACM 32nd …, 2024 - ieeexplore.ieee.org
With the growing ubiquity of video streaming, ensuring a fair and high quality of experience
(QoE) for users has emerged as a shared concern among video content providers. State-of …

Gamora: Learning-Based Buffer-Aware Preloading for Adaptive Short Video Streaming

B Hou, S Yang, F Li, L Zhu, L Jiao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Nowadays, the emerging short video streaming applications have gained substantial
attention. With the rapidly burgeoning demand for short video streaming services …

Reducing Traffic Wastage in Video Streaming via Bandwidth-Efficient Bitrate Adaptation

H Su, S Wang, S Yang, T Huang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
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 …

Optimizing Video Streaming in Dynamic Networks: An Intelligent Adaptive Bitrate Solution Considering Scene Intricacy and Data Budget

W Li, J Huang, Y Liang, Q Su, J Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Adaptive Bitrate (ABR) algorithms have become increasingly important for delivering high-
quality video content over fluctuating networks. Considering the complexity of video scenes …

QoE-Fairness-Aware Bandwidth Allocation Design for MEC-Assisted ABR Video Transmission

A Xiao, S Wu, Y Ou, N Chen, C Jiang… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Adaptive bitrate (ABR) streaming provides an effective way to improve the Quality of
Experience (QoE) of video users and is now the de facto standard for video delivery …

ImmerScope: Multi-view Video Aggregation at Edge towards Immersive Content Services

B Chen, H Guo, M Wu, Z Yang, Z Yan… - Proceedings of the 22nd …, 2024 - dl.acm.org
The multi-camera capture system is an emerging visual sensing modality. It facilitates the
production of various immersive contents ranging from regular to neural videos. Although …

Multi-Task Decision-Making for Multi-User 360 Video Processing over Wireless Networks

B Badnava, J Chakareski, M Hashemi - arXiv preprint arXiv:2407.03426, 2024 - arxiv.org
We study a multi-task decision-making problem for 360 video processing in a wireless multi-
user virtual reality (VR) system that includes an edge computing unit (ECU) to deliver 360 …