Learning tailored adaptive bitrate algorithms to heterogeneous network conditions: A domain-specific priors and meta-reinforcement learning approach
Internet adaptive video streaming is a typical form of video delivery that leverages adaptive
bitrate (ABR) algorithms to provide video services with high quality of experience (QoE) for …
bitrate (ABR) algorithms to provide video services with high quality of experience (QoE) for …
ALVS: Adaptive Live Video Streaming using deep reinforcement learning
IM Ozcelik, C Ersoy - Journal of Network and Computer Applications, 2022 - Elsevier
Achieving a high Quality of Experience (QoE) in live event streaming is a challenging
problem given a low-latency requirement and time-varying network conditions. Adaptive …
problem given a low-latency requirement and time-varying network conditions. Adaptive …
Multilive: Adaptive bitrate control for low-delay multi-party interactive live streaming
In multi-party interactive live streaming, each user can act as both the sender and the
receiver of a live video stream. Designing adaptive bitrate (ABR) algorithm for such …
receiver of a live video stream. Designing adaptive bitrate (ABR) algorithm for such …
Towards optimal low-latency live video streaming
Low-latency is a critical user Quality-of-Experience (QoE) metric for live video streaming. It
poses significant challenges for streaming over the Internet. In this paper, we explore the …
poses significant challenges for streaming over the Internet. In this paper, we explore the …
Adaptive Render-Video Streaming for Virtual Environments
In cloud-based gaming and virtual reality (G&VR) scene content is rendered in a cloud
server and streamed as low-latency encoded video to the client device. In this context …
server and streamed as low-latency encoded video to the client device. In this context …
Fleet: improving quality of experience for low-latency live video streaming
Low-latency live video streaming proposes more challenges on designing Adaptive Bit Rate
(ABR) algorithms than video-on-demand streaming. In this paper, we present Fleet, a …
(ABR) algorithms than video-on-demand streaming. In this paper, we present Fleet, a …
Live 360 degree video delivery based on user collaboration in a streaming flock
Streaming of live 360-degree video allows users to follow a live event from any view point
and has already been deployed on some commercial platforms. However, the current …
and has already been deployed on some commercial platforms. However, the current …
Ultra-low latency, stable, and scalable video transmission for free-viewpoint video services
With IT and video technologies evolving rapidly, video services with user interaction emerge,
and bring about attracting experiences. The growing bandwidth and latency demands call …
and bring about attracting experiences. The growing bandwidth and latency demands call …
Towards AI-Assisted Sustainable Adaptive Video Streaming Systems: Tutorial and Survey
Improvements in networking technologies and the steadily increasing numbers of users, as
well as the shift from traditional broadcasting to streaming content over the Internet, have …
well as the shift from traditional broadcasting to streaming content over the Internet, have …
An Intelligent Learning Approach to Achieve Near-Second Low-Latency Live Video Streaming under Highly Fluctuating Networks
Fueled by the rapid advances in high-speed mobile networks, live video streaming has seen
explosive growth in recent years and many DASH-based bitrate adaptive streaming …
explosive growth in recent years and many DASH-based bitrate adaptive streaming …