A survey of machine learning techniques for video quality prediction from quality of delivery metrics

O Izima, R de Fréin, A Malik - Electronics, 2021 - mdpi.com
A growing number of video streaming networks are incorporating machine learning (ML)
applications. The growth of video streaming services places enormous pressure on network …

Performance analysis of collaborative real-time video quality of service prediction with machine learning algorithms

L Babooram, TP Fowdur - International Journal of Data Science and …, 2024 - Springer
With the exponential rise in the development, deployment and use of Internet applications in
recent years, communication paradigms are continuously flooded with unmatched …

An Innovative Adaptive Web-Based Solution for Improved Remote Co-Creation and Delivery of Artistic Performances

MA Togou, AA Simiscuka, R Verma… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Due to the COVID-19 pandemic, most arts and cultural activities have moved online. This
has contributed to the surge in development of artistic tools that enable professional artists to …

A supervised machine learning approach for dash video qoe prediction in 5g networks

R Ul Mustafa, S Ferlin, C Esteve Rothenberg… - Proceedings of the 16th …, 2020 - dl.acm.org
Future fifth generation (5G) networks are envisioned to provide improved Quality-of-
Experience (QoE) for applications by means of higher data rates, low and ultra-reliable …

Deep reinforcement learning based qoe-aware actor-learner architectures for video streaming in iot environments

M Naresh, V Das, P Saxena, M Gupta - Computing, 2022 - Springer
The number of connected smart devices enabling multimedia applications has expanded
tremendously in Internet-of-Things (IoT) environments. Specifically, the requirement for a …

A Survey on QoE Management Schemes for HTTP Adaptive Video Streaming: Challenges, Solutions, and Opportunities

R Kalan, I Dulger - IEEE Access, 2024 - ieeexplore.ieee.org
With the emergence of new video streaming technologies, advancements in networking
paradigms, and the increasing popularity of mobile and smart devices, we are witnessing …

An End-to-End Pipeline Perspective on Video Streaming in Best-Effort Networks: A Survey and Tutorial

L Peroni, S Gorinsky - arxiv preprint arxiv:2403.05192, 2024 - arxiv.org
Video streaming continues to captivate attention of users and service providers, dominate in
Internet traffic, and form a vibrant research field. Taking a pragmatic approach to reviewing …

Improving UE energy efficiency through network-aware video streaming over 5g

B Palit, A Sen, A Mondal, A Zunaid… - … on Network and …, 2023 - ieeexplore.ieee.org
Adaptive Bitrate (ABR) Streaming over cellular networks has been well studied in the
literature; however, existing ABR algorithms primarily focus on improving the end-user …

DashReStreamer: Framework for Creation of Impaired Video Clips under Realistic Network Conditions

K Hodžić, M Cosovic, S Mrdovic, JJ Quinlan… - ACM Transactions on …, 2024 - dl.acm.org
The continuous rise of multimedia entertainment has led to an increased demand for
delivering outstanding user experience of multimedia content. However, modeling user …

[HTML][HTML] Multisite gaming streaming optimization over virtualized 5G environment using Deep Reinforcement Learning techniques

A del Rio, J Serrano, D Jimenez, LM Contreras… - Computer Networks, 2024 - Elsevier
The massive growth of live streaming, especially gaming-focused content, has led to an
overall increase in global bandwidth consumption. Certain services see their quality …