Video caching, analytics, and delivery at the wireless edge: A survey and future directions

B Jedari, G Premsankar, G Illahi… - … Surveys & Tutorials, 2020 - ieeexplore.ieee.org
Future wireless networks will provide high-bandwidth, low-latency, and ultra-reliable Internet
connectivity to meet the requirements of different applications, ranging from virtual reality to …

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
Internet-enabled smartphones and ultra-wide displays are transforming a variety of visual
apps spanning from on-demand movies and 360° videos to video-conferencing and live …

Ekya: Continuous learning of video analytics models on edge compute servers

R Bhardwaj, Z **a, G Ananthanarayanan… - … USENIX Symposium on …, 2022 - usenix.org
Video analytics applications use edge compute servers for processing videos. Compressed
models that are deployed on the edge servers for inference suffer from data drift where the …

Nemo: enabling neural-enhanced video streaming on commodity mobile devices

H Yeo, CJ Chong, Y Jung, J Ye, D Han - Proceedings of the 26th Annual …, 2020 - dl.acm.org
The demand for mobile video streaming has experienced tremendous growth over the last
decade. However, existing methods of video delivery fall short of delivering high-quality …

Neuroscaler: Neural video enhancement at scale

H Yeo, H Lim, J Kim, Y Jung, J Ye, D Han - Proceedings of the ACM …, 2022 - dl.acm.org
High-definition live streaming has experienced tremendous growth. However, the video
quality of live video is often limited by the streamer's uplink bandwidth. Recently, neural …

Metastream: Live volumetric content capture, creation, delivery, and rendering in real time

Y Guan, X Hou, N Wu, B Han, T Han - Proceedings of the 29th Annual …, 2023 - dl.acm.org
While recent work explored streaming volumetric content on-demand, there is little effort on
live volumetric video streaming that bears the potential of bringing more exciting …

Loki: improving long tail performance of learning-based real-time video adaptation by fusing rule-based models

H Zhang, A Zhou, Y Hu, C Li, G Wang… - Proceedings of the 27th …, 2021 - dl.acm.org
Maximizing the quality of experience (QoE) for real-time video is a long-standing challenge.
Traditional video transport protocols, represented by a few deterministic rules, can hardly …

Livenet: a low-latency video transport network for large-scale live streaming

J Li, Z Li, R Lu, K **ao, S Li, J Chen, J Yang… - Proceedings of the …, 2022 - dl.acm.org
Low-latency live streaming has imposed stringent latency requirements on video transport
networks. In this paper we report on the design and operation of the Alibaba low-latency …

Converge: Qoe-driven multipath video conferencing over webrtc

S Dhawaskar Sathyanarayana, K Lee… - Proceedings of the …, 2023 - dl.acm.org
Video conferencing has become a daily necessity, but protocols to support video
conferencing have yet to keep pace despite the innovation in next-generation networks. As …

Mobile access bandwidth in practice: Measurement, analysis, and implications

X Yang, H Lin, Z Li, F Qian, X Li, Z He, X Wu… - Proceedings of the …, 2022 - dl.acm.org
Recent advances in mobile technologies such as 5G and WiFi 6E do not seem to deliver the
promised mobile access bandwidth. To effectively characterize mobile access bandwidth in …