Server-driven video streaming for deep learning inference

K Du, A Pervaiz, X Yuan, A Chowdhery… - Proceedings of the …, 2020 - dl.acm.org
… We start with the background of video streaming for distributed video analytics, including
its need, performance metrics, and design space. We then use empirical measurements to …

When wireless video streaming meets AI: A deep learning approach

L Liu, H Hu, Y Luo, Y Wen - IEEE Wireless Communications, 2019 - ieeexplore.ieee.org
deep learning, in this work we propose and present an integration of wireless multimedia
systems and deep learning. … topics to embrace deep learning techniques. After that, we present …

Deep learning based prediction model for adaptive video streaming

A Lekharu, KY Moulii, A Sur… - … Systems & NETworkS …, 2020 - ieeexplore.ieee.org
… which is an LSTM-CNN based deep neural model for adaptive video streaming. It has been
learning based approaches, the proposed model can predict more accurate bit-rate of video

Deep learning for quality assessment in live video streaming

MT Vega, DC Mocanu, J Famaey… - IEEE signal …, 2017 - ieeexplore.ieee.org
… These four features can be obtained from the stream as it finishes and are directly computed.
On the pixel level, we demonstrated [23] that in video streaming, degradations in terms of …

Unsupervised deep learning for real-time assessment of video streaming services

M Torres Vega, DC Mocanu, A Liotta - Multimedia Tools and Applications, 2017 - Springer
… type (eg artificial neural networks, regression models), any newly released videolearning
(UL) methods. Second, to master the sheer scale of the problem, we selected Deep Learning (…

Edge enhanced deep learning system for large-scale video stream analytics

M Ali, A Anjum, MU Yaseen, AR Zamani… - 2018 IEEE 2nd …, 2018 - ieeexplore.ieee.org
… assume the video data is continuously being streamed from … of the deep learning pipeline
for video analytics by utilizing … based deep learning pipeline distribution for efficient video

Edge-assisted adaptive video streaming with deep learning in mobile edge networks

Z Chang, X Zhou, Z Wang, H Li… - 2019 IEEE Wireless …, 2019 - ieeexplore.ieee.org
video streaming scheme with deep Q-learning techniques and bandwidth sharing policies,
which performs video … one of the few deep Q-learning adaptive video streaming solutions that …

Deep neural network–based enhancement for image and video streaming systems: A survey and future directions

R Lee, SI Venieris, ND Lane - ACM Computing Surveys (CSUR), 2021 - dl.acm.org
… and 360 videos to video-conferencing and live streaming. However… In recent years, advances
in the field of deep learning on … on the latest insights from deep learning research to further …

A review of deep learning solutions in 360 video streaming

M Mahmoud, S Rizou, AS Panayides… - … on Modern Circuits …, 2023 - ieeexplore.ieee.org
deep learning in 360 video transmission and we highlight the challenges associated with
360 video streaming. … In this article, we review the current approaches on deep learning

A brief survey on adaptive video streaming quality assessment

W Zhou, X Min, H Li, Q Jiang - Journal of Visual Communication and Image …, 2022 - Elsevier
… However, to the best of our knowledge, there is no similar research work about deep learning
solutions to hybrid NR video streaming QoE assessment based on spatio-temporal visual …