Why is multimedia quality of experience assessment a challenging problem?

Z Akhtar, K Siddique, A Rattani, SL Lutfi, TH Falk - IEEE Access, 2019 - ieeexplore.ieee.org
Quality of experience (QoE) assessment occupies a key role in various multimedia networks
and applications. Recently, large efforts have been devoted to devise objective QoE metrics …

A survey on virtual network functions for media streaming: Solutions and future challenges

R Viola, Á Martín, M Zorrilla, J Montalbán… - ACM Computing …, 2023 - dl.acm.org
Media services must ensure an enhanced user's perceived quality during content playback
to attract and retain audiences, especially while the streams are distributed remotely via …

[HTML][HTML] A reinforcement learning-based routing for real-time multimedia traffic transmission over software-defined networking

M Al Jameel, T Kanakis, S Turner, A Al-Sherbaz… - Electronics, 2022 - mdpi.com
Recently, video streaming services consumption has grown massively and is foreseen to
increase even more in the future. The tremendous traffic usage has negatively impacted the …

A QoE-oriented scheduling scheme for energy-efficient computation offloading in UAV cloud system

A Gao, Y Hu, W Liang, Y Lin, L Li, X Li - IEEE Access, 2019 - ieeexplore.ieee.org
Air ground integrated mobile cloud computing (MCC) provides UAVs with more flexibility
and resilience from the cloud computing architecture. However, the increasing aerial mobile …

A sidelink-aided approach for secure multicast service delivery: From human-oriented multimedia traffic to machine type communications

S Pizzi, C Suraci, A Iera, A Molinaro… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
To date, group-oriented communications have been mainly exploited for delivering
multimedia services in human-oriented communications while, in future fifth generation (5G) …

Actor-critic learning based QoS-aware scheduler for reconfigurable wireless networks

S Mollahasani, M Erol-Kantarci, M Hirab… - … on Network Science …, 2021 - ieeexplore.ieee.org
The flexibility offered by reconfigurable wireless networks, provide new opportunities for
various applications such as online AR/VR gaming, high-quality video streaming and …

Traffic data classification using machine learning algorithms in SDN networks

J Kwon, D Jung, H Park - 2020 International Conference on …, 2020 - ieeexplore.ieee.org
As an efficient approach to proactively monitoring network dynamics, automatically
analyzing network data, and predicting network usage, machine learning has been widely …

5G MEC-enabled vehicle discovery service for streaming-based CAM applications

G Velez, J Perez, A Martin - Multimedia Tools and Applications, 2022 - Springer
Cooperative perception represents an important technology to fulfil the higher automation
levels of connected and automated mobility (CAM). In cooperative perception, the sensor …

MEC for fair, reliable and efficient media streaming in mobile networks

A Martin, R Viola, M Zorrilla, J Flórez… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Beyond the advanced radio capabilities, 5G means a digital transformation, catalyzed by
cloud technologies, making the networks agile and broader. However, high and quick …

Accuracy vs. cost trade-off for machine learning based QoE estimation in 5G networks

S Schwarzmann, CC Marquezan… - ICC 2020-2020 IEEE …, 2020 - ieeexplore.ieee.org
Since their first release, 5G systems have been enhanced with Network Data Analytics
Functionalities (NWDAF) as well as with the ability to interact with 3rd parties' Application …