Video super-resolution and caching—An edge-assisted adaptive video streaming solution

A Zhang, Q Li, Y Chen, X Ma, L Zou… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Edge computing provides the potential to improve users' Quality of Experience (QoE) in ever-
increasing video delivery. However, existing edge-based solutions cannot fully utilize the …

{GL-Cache}: Group-level learning for efficient and high-performance caching

J Yang, Z Mao, Y Yue, KV Rashmi - 21st USENIX Conference on File …, 2023 - usenix.org
Web applications rely heavily on software caches to achieve low-latency, high-throughput
services. To adapt to changing workloads, three types of learned caches (learned evictions) …

Machine learning at the mobile edge: The case of dynamic adaptive streaming over http (dash)

R Behravesh, A Rao, DF Perez-Ramirez… - … on Network and …, 2022 - ieeexplore.ieee.org
Dynamic Adaptive Streaming over HTTP (DASH) is a standard for delivering video in
segments and adapting each segment's bitrate (quality), to adjust to changing and limited …

An End-to-End Pipeline Perspective on Video Streaming in Best-Effort Networks: A Survey and Tutorial

L Peroni, S Gorinsky - arXiv preprint arXiv:2403.05192, 2024 - arxiv.org
Video streaming continues to captivate attention of users and service providers, dominate in
Internet traffic, and form a vibrant research field. Taking a pragmatic approach to reviewing …

Modeling of edge server cache-reservation for virtual reality applications

IB Sofi, RWL Coutinho, MR Soleymani - Proceedings of the 18th ACM …, 2022 - dl.acm.org
Envisioned virtual reality (VR) systems include mobility as one of the important features of
users' when interacting with virtual environments and objects. Thus, VR content encoding …

CoLEAP: Cooperative learning-based edge scheme with caching and prefetching for DASH video delivery

W Shi, C Wang, Y Jiang, Q Li, G Shen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The outstanding increase in video traffic, puts increasing pressure on network transmission.
Since the Dynamic Adaptive Streaming over HTTP (DASH) adjusts the delivery to the …

Content-Aware Caching at the Mobile Edge Network Using Federated Learning

A Lekharu, A Samanta, A Sur… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The explosive growth of mobile data traffic generated primarily from resource-hungry video
streaming sessions challenges the service providers to deliver a better Quality of Service to …

Reinforcement Learning Based Adaptive BitRate Caching at MEC Server

A Lekharu, APS Chauhan, A Sur… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Mobile Edge Computing (MEC) has become an important concept in modern video
communication and broadcasting scenarios to address varied user expectations in an ever …

Quality estimation for DASH clients by using Deep Recurrent Neural Networks

B Kheibari, M Sayıt - 2020 16th International Conference on …, 2020 - ieeexplore.ieee.org
Dynamic Adaptive Streaming over HTTP (DASH) is a technology designed to deliver video
to the end-users in the most efficient way possible by providing the users to adapt their …

A QoE-based 360° Video Adaptive Bitrate Delivery and Caching Scheme for C-RAN

S Wang, X Tan, S Li, X Xu, J Yang… - 2020 16th International …, 2020 - ieeexplore.ieee.org
With the development of Virtual Reality (VR) technology, the growing number of VR users
puts tremendous pressure on network bandwidth. The tile-based scheme is proposed to …