A learning-based approach for video streaming over fluctuating networks with limited playback buffers
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 …
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
Adaptive BitRate (ABR) algorithms have become increasingly prevalent in modern
streaming platforms, offering users significant improvements in the Quality of Experience …
streaming platforms, offering users significant improvements in the Quality of Experience …
RL-based HTTP adaptive streaming with edge collaboration in multi-client environment
J Kang, K Chung - Journal of Network and Computer Applications, 2024 - Elsevier
Abstract Hypertext Transfer Protocol (HTTP) adaptive streaming aims to achieve high Quality
of Experience (QoE) in video streaming. However, when multiple clients stream videos, QoE …
of Experience (QoE) in video streaming. However, when multiple clients stream videos, QoE …
Towards a control-theoretic trivialization of ABR video streaming
Combining flatness-based control, model-free control and algebraic estimation techniques
permits to trivialize several key issues in the adaptive bitrate (ABR) setting, now the …
permits to trivialize several key issues in the adaptive bitrate (ABR) setting, now the …
Variable-Sized Tiling and Rate Allocation for 360 Video Streaming
In recent years, the quality of 360 video over bandwidth-constrained networks has received
a lot of attention. To reduce the bandwidth cost, some tile-based 360 video streaming …
a lot of attention. To reduce the bandwidth cost, some tile-based 360 video streaming …
Optimizing Video Streaming in Dynamic Networks: An Intelligent Adaptive Bitrate Solution Considering Scene Intricacy and Data Budget
Adaptive Bitrate (ABR) algorithms have become increasingly important for delivering high-
quality video content over fluctuating networks. Considering the complexity of video scenes …
quality video content over fluctuating networks. Considering the complexity of video scenes …
CAST: An Intricate-Scene Aware Adaptive Bitrate Approach for Video Streaming via Parallel Training
Adaptive Bitrate (ABR) algorithms have become increasingly important for delivering high-
quality video content over fluctuating networks. Considering the complexity of video scenes …
quality video content over fluctuating networks. Considering the complexity of video scenes …
TSBG: A Two-stage Stackelberg Game Algorithm for QoE-awareness Video Streaming Transmission
Dynamic Adaptive Streaming over HTTP (DASH) stands as a leading streaming technology
embraced by major video platforms and smart TV manufacturers worldwide. Despite its …
embraced by major video platforms and smart TV manufacturers worldwide. Despite its …
[HTML][HTML] COCKTAIL: Video streaming QoE optimization with chunk replacement and guided learning
AH Lee, H Bae, CK Kim - Computer Communications, 2024 - Elsevier
Adaptive bitrate (ABR) algorithms, the de facto standard for video streaming, aim to provide
the best user quality of experience (QoE) under fluctuating operating environments. Prior …
the best user quality of experience (QoE) under fluctuating operating environments. Prior …
Buffer-Based Adaptive Bitrate Algorithm for Enhanced Quality of Experience
T Nos, AO Elmeligy, MS Hassan… - 2024 International …, 2024 - ieeexplore.ieee.org
Video streaming has become a popular method for delivering video content over the
Internet, and the number of users and video content is increasing rapidly. The user's quality …
Internet, and the number of users and video content is increasing rapidly. The user's quality …