A survey on adaptive 360 video streaming: Solutions, challenges and opportunities

A Yaqoob, T Bi, GM Muntean - IEEE Communications Surveys …, 2020 - ieeexplore.ieee.org
Omnidirectional or 360° video is increasingly being used, mostly due to the latest
advancements in immersive Virtual Reality (VR) technology. However, its wide adoption is …

A systematic literature review on multimodal machine learning: Applications, challenges, gaps and future directions

A Barua, MU Ahmed, S Begum - IEEE Access, 2023 - ieeexplore.ieee.org
Multimodal machine learning (MML) is a tempting multidisciplinary research area where
heterogeneous data from multiple modalities and machine learning (ML) are combined to …

Intelligent video caching at network edge: A multi-agent deep reinforcement learning approach

F Wang, F Wang, J Liu, R Shea… - IEEE INFOCOM 2020 …, 2020 - ieeexplore.ieee.org
Today's explosively growing Internet video traffics and viewers' ever-increasing quality of
experience (QoE) demands for video streaming bring tremendous pressures to the …

Design and Analysis of MEC- and Proactive Caching-Based Mobile VR Video Streaming

Q Cheng, H Shan, W Zhuang, L Yu… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Recently, 360-degree mobile virtual reality video (MVRV) has become increasingly popular
because it can provide users with an immersive experience. However, MVRV is usually …

Towards optimal parallelism-aware service chaining and embedding

D Zheng, G Shen, X Cao… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Emerging 5G technologies can significantly reduce end-to-end service latency for
applications requiring strict quality of service (QoS). With network function virtualization …

Casva: Configuration-adaptive streaming for live video analytics

M Zhang, F Wang, J Liu - IEEE INFOCOM 2022-IEEE …, 2022 - ieeexplore.ieee.org
The advent of high-accuracy and resource-intensive deep neural networks (DNNs) has
fulled the development of live video analytics, where camera videos need to be streamed …

Intelligent aerial video streaming: Achievements and challenges

TV Nguyen, NP Nguyen, C Kim, NN Dao - Journal of Network and …, 2023 - Elsevier
Deploying aerial infrastructure to support traditional terrestrial wireless communications has
enhanced the maturity of 5G networks and beyond. This improvement has certainly …

Sparkle: User-aware viewport prediction in 360-degree video streaming

J Chen, X Luo, M Hu, D Wu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In 360-degree video streaming, users commonly watch a video scene within a Field of View
(FoV). Such observation provides an opportunity to save bandwidth consumption by …

DeepWiERL: Bringing deep reinforcement learning to the internet of self-adaptive things

F Restuccia, T Melodia - IEEE INFOCOM 2020-IEEE …, 2020 - ieeexplore.ieee.org
Recent work has demonstrated that cutting-edge advances in deep reinforcement learning
(DRL) may be leveraged to empower wireless devices with the much-needed ability to" …

Toward Low-Latency and High-Quality Adaptive 360 Streaming

X Wei, M Zhou, W Jia - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
Advanced 360 video streaming is essential for high-quality communication and industrial
video applications, supporting novel and interactive visual experiences that promote …