A framework for in-network QoE monitoring of encrypted video streaming

I Orsolic, L Skorin-Kapov - IEEE access, 2020 - ieeexplore.ieee.org
With the amount of global network traffic steadily increasing, mainly due to video streaming
services, network operators are faced with the challenge of efficiently managing their …

VideoTrain++: GAN-based adaptive framework for synthetic video traffic generation

C Madarasingha, SR Muramudalige, G Jourjon… - Computer Networks, 2022 - Elsevier
Video streaming traffic has been dominating the global network and the challenges have
exacerbated with the gaining popularity of interactive videos, aka 360° videos, as they …

Youtube qoe estimation from encrypted traffic: Comparison of test methodologies and machine learning based models

I Orsolic, M Suznjevic… - 2018 Tenth International …, 2018 - ieeexplore.ieee.org
Over the last few years, different client-side QoE monitoring apps have been developed that
benchmark the performance of popular video streaming services. Such tools also provide …

Understanding video streaming algorithms in the wild

M Licciardello, M Grüner, A Singla - … , Eugene, Oregon, USA, March 30–31 …, 2020 - Springer
While video streaming algorithms are a hot research area, with interesting new approaches
proposed every few months, little is known about the behavior of the streaming algorithms …

In-network qoe and kpi monitoring of mobile youtube traffic: Insights for encrypted ios flows

I Oršolić, P Rebernjak, M Sužnjević… - … on Network and …, 2018 - ieeexplore.ieee.org
Solutions for in-network monitoring of QoE-related KPIs are a necessary prerequisite to
detecting potential impairments, identifying their root cause, and consequently invoking QoE …

Traffic spills the beans: A robust video identification attack against YouTube

X Zhang, G Xiong, Z Li, C Yang, X Lin, G Gou… - Computers & Security, 2024 - Elsevier
Traffic-based video identification attack is a side-channel attack that allows an attacker to
identify transmitted online videos from encrypted network traffic. Existing attacks face two …

Keep calm and don't switch: about the relationship between switches and quality in HAS

C Moldovan, K Hagn, C Sieber… - … Congress (ITC 29), 2017 - ieeexplore.ieee.org
Video streaming has established itself as the main method to consume multimedia content
on the Internet. The most widespread technique is HTTP Adaptive Streaming which is used …

Improving the system log analysis with language model and semi-supervised classifier

G Li, P Zhu, N Cao, M Wu, Z Chen, G Cao, H Li… - Multimedia Tools and …, 2019 - Springer
Mining the vast amount of server-side logging data is an essential step to boost the business
intelligence, as well as to facilitate the system maintenance for multimedia or IoT oriented …

SSQoE: Measuring Video QoE from the Server-Side at a Global Multi-tenant CDN

A Shah, J Bran, K Zarifis, H Bedi - International Conference on Passive …, 2022 - Springer
Over the past decade, video streaming on the Internet has become the primary source of our
media consumption. Billions of users stream online video on multiple devices with an …

Network and Content Intelligence for 360 Degree Video Streaming Optimization

CMM Kattadige - 2023 - ses.library.usyd.edu.au
In recent years, 360° videos, aka spherical frames, became popular among users creating
an immersive streaming experience. Along with the advances in smart-phones and Head …