Machine learning model evaluation for 360° video caching

MM Uddin, J Park - 2022 IEEE World AI IoT Congress (AIIoT), 2022 - ieeexplore.ieee.org
360° virtual reality videos enhance the viewing experience by giving a more immersive and
interactive environment compared to traditional videos. These videos require large …

Multi-neural network based tiled 360° video caching with Mobile Edge Computing

S Kumar, L Bhagat, J Jin - Journal of Network and Computer Applications, 2022 - Elsevier
It is challenging to stream 360° videos over the mobile network for its stringent latency and
high bandwidth requirements. Although edge-based viewport adaptive tiled 360° video …

360 degree video caching with LRU & LFU

MM Uddin, J Park - 2021 IEEE 12th Annual Ubiquitous …, 2021 - ieeexplore.ieee.org
360-degree videos, which provide a means to enjoy virtual reality, have gained in popularity
among people around the world. It allows users to view video scenes at any angles while …

Efficient edge caching for high-quality 360-degree video delivery

D He, J Jiang, C Westphal, G Yang - … , Daejeon, South Korea, January 5–8 …, 2020 - Springer
degree video streaming, which offers an immersive viewing experience, is getting more and
more popular. However, delivering 360-degree video streams at scale is challenging due to …

Viewport-Aware Deep Reinforcement Learning Approach for 360 Video Caching

P Maniotis, N Thomos - IEEE Transactions on Multimedia, 2021 - ieeexplore.ieee.org
360 video is an essential component of VR/AR/MR systems that provides immersive
experience to the users. However, 360 video is associated with high bandwidth …

Fov-aware edge caching for adaptive 360 video streaming

A Mahzari, A Taghavi Nasrabadi, A Samiei… - Proceedings of the 26th …, 2018 - dl.acm.org
In recent years, there has been growing popularity of Virtual Reality (VR), enabled by
technologies like 360° video streaming. Streaming 360° video is extremely challenging due …

Tile-based caching optimization for 360 videos

G Papaioannou, I Koutsopoulos - … on Mobile Ad Hoc Networking and …, 2019 - dl.acm.org
Panoramic, or 360° video streaming and playback are prime components of mixed-reality
and panoramic movie-viewing experiences, they offer an immersive viewing experience …

CAVE: Caching 360° videos at the edge

A Ali-Eldin, C Goel, M Jha, B Chen… - Proceedings of the …, 2022 - dl.acm.org
While 360° videos are gaining popularity due to the emergence of VR technologies, storing
and streaming such videos can incur up to 20X higher overheads than traditional HD …

The implementation of interactive VR application and caching strategy design on mobile edge computing (MEC)

SM Chuang, CS Chen, EHK Wu - Electronics, 2023 - mdpi.com
Virtual reality (VR) and augmented reality (AR) have been proposed as revolutionary
applications for the next generation, especially in education. Many VR applications have …

Coffee: Cost-Effective Edge Caching for 360 Degree Live Video Streaming

C Li, T Ye, T Zong, L Sun, H Cao, Y Liu - arXiv preprint arXiv:2312.13470, 2023 - arxiv.org
While live 360 degree video streaming delivers immersive viewing experience, it poses
significant bandwidth and latency challenges for content delivery networks. Edge servers …