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 survey on bitrate adaptation schemes for streaming media over HTTP
In this survey, we present state-of-the-art bitrate adaptation algorithms for HTTP adaptive
streaming (HAS). As a key distinction from other streaming approaches, the bitrate …
streaming (HAS). As a key distinction from other streaming approaches, the bitrate …
Neural adaptive video streaming with pensieve
Client-side video players employ adaptive bitrate (ABR) algorithms to optimize user quality
of experience (QoE). Despite the abundance of recently proposed schemes, state-of-the-art …
of experience (QoE). Despite the abundance of recently proposed schemes, state-of-the-art …
Machine learning for networking: Workflow, advances and opportunities
Recently, machine learning has been used in every possible field to leverage its amazing
power. For a long time, the networking and distributed computing system is the key …
power. For a long time, the networking and distributed computing system is the key …
Learning in situ: a randomized experiment in video streaming
We describe the results of a randomized controlled trial of video-streaming algorithms for
bitrate selection and network prediction. Over the last year, we have streamed 38.6 years of …
bitrate selection and network prediction. Over the last year, we have streamed 38.6 years of …
AI-enhanced offloading in edge computing: When machine learning meets industrial IoT
W Sun, J Liu, Y Yue - IEEE Network, 2019 - ieeexplore.ieee.org
The Industrial Internet of Things (IIoT) enables intelligent industrial operations by
incorporating artificial intelligence (AI) and big data technologies. An AI-enabled framework …
incorporating artificial intelligence (AI) and big data technologies. An AI-enabled framework …
CS2P: Improving video bitrate selection and adaptation with data-driven throughput prediction
Bitrate adaptation is critical in ensuring good users' quality-of-experience (QoE) in Internet
video delivery system. Several efforts have argued that accurate throughput prediction can …
video delivery system. Several efforts have argued that accurate throughput prediction can …
A survey of rate adaptation techniques for dynamic adaptive streaming over HTTP
With companies such as Netflix and YouTube accounting for more than 50% of the peak
download traffic on North American fixed networks in 2015, video streaming represents a …
download traffic on North American fixed networks in 2015, video streaming represents a …
Using gans for sharing networked time series data: Challenges, initial promise, and open questions
Limited data access is a longstanding barrier to data-driven research and development in
the networked systems community. In this work, we explore if and how generative …
the networked systems community. In this work, we explore if and how generative …
Neural adaptive content-aware internet video delivery
Internet video streaming has experienced tremendous growth over the last few decades.
However, the quality of existing video delivery critically depends on the bandwidth resource …
However, the quality of existing video delivery critically depends on the bandwidth resource …