A survey on adaptive 360 video streaming: Solutions, challenges and opportunities
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 …
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
Multimodal machine learning (MML) is a tempting multidisciplinary research area where
heterogeneous data from multiple modalities and machine learning (ML) are combined to …
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
Today's explosively growing Internet video traffics and viewers' ever-increasing quality of
experience (QoE) demands for video streaming bring tremendous pressures to the …
experience (QoE) demands for video streaming bring tremendous pressures to the …
Design and Analysis of MEC- and Proactive Caching-Based Mobile VR Video Streaming
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 …
because it can provide users with an immersive experience. However, MVRV is usually …
Towards optimal parallelism-aware service chaining and embedding
Emerging 5G technologies can significantly reduce end-to-end service latency for
applications requiring strict quality of service (QoS). With network function virtualization …
applications requiring strict quality of service (QoS). With network function virtualization …
Casva: Configuration-adaptive streaming for live video analytics
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 …
fulled the development of live video analytics, where camera videos need to be streamed …
Intelligent aerial video streaming: Achievements and challenges
Deploying aerial infrastructure to support traditional terrestrial wireless communications has
enhanced the maturity of 5G networks and beyond. This improvement has certainly …
enhanced the maturity of 5G networks and beyond. This improvement has certainly …
Sparkle: User-aware viewport prediction in 360-degree video streaming
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 …
(FoV). Such observation provides an opportunity to save bandwidth consumption by …
DeepWiERL: Bringing deep reinforcement learning to the internet of self-adaptive things
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" …
(DRL) may be leveraged to empower wireless devices with the much-needed ability to" …
Toward Low-Latency and High-Quality Adaptive 360 Streaming
Advanced 360 video streaming is essential for high-quality communication and industrial
video applications, supporting novel and interactive visual experiences that promote …
video applications, supporting novel and interactive visual experiences that promote …