An accurate viewport estimation method for 360 video streaming using deep learning

H Nguyen, TN Dao, NS Pham, TL Dang… - EAI Endorsed …, 2022 - publications.eai.eu
Abstract Nowadays, Virtual Reality is becoming more and more popular, and 360 video is a
very important part of the system. 360 video transmission over the Internet faces many …

[PDF][PDF] Transformer-based Long-Term Viewport Prediction in 360° Video: Scanpath is All You Need.

FY Chao, C Ozcinar, A Smolic - MMSP, 2021 - people.rennes.inria.fr
Virtual Reality (VR) multimedia technology has dramatically advanced in recent years. Its
immersive and interactive natures enable users to view any direction in 360◦ content freely …

Trajectory-based viewport prediction for 360-degree virtual reality videos

S Petrangeli, G Simon… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Viewport-based adaptive streaming has emerged as the main technique to efficiently stream
bandwidth-intensive 360° videos over the best-effort Internet. In viewport-based streaming …

Mfvp: Mobile-friendly viewport prediction for live 360-degree video streaming

L Zhang, W Xu, D Lu, L Cui, J Liu - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Viewport prediction is the crucial task for viewport-adaptive 360-degree video streaming.
Various viewport prediction methods are studied and adopted from less accurate statistic …

VATP360: Viewport Adaptive 360-Degree Video Streaming based on Tile Priority

Z Pang - arXiv preprint arXiv:2307.15984, 2023 - arxiv.org
360-degree video becomes increasingly popular among users. However, it is a challenging
task to serve high resolution 360-degree video to users under the current network …

Exploring CNN-based viewport prediction for live virtual reality streaming

X Feng, Z Bao, S Wei - 2019 IEEE International Conference on …, 2019 - ieeexplore.ieee.org
Live virtual reality streaming (aka, 360-degree video streaming) is gaining popularity
recently with its rapid growth in the consumer market. However, the huge bandwidth …

Sparkle: User-aware viewport prediction in 360-degree video streaming

J Chen, X Luo, M Hu, D Wu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In 360-degree video streaming, users commonly watch a video scene within a Field of View
(FoV). Such observation provides an opportunity to save bandwidth consumption by …

A self-attention model for viewport prediction based on distance constraint

CD Lan, X Qiu, C Miao, MT Zheng - The Visual Computer, 2023 - Springer
Panoramic video multimedia technology has made significant advancements in recent
years, providing users with an immersive experience by displaying the entire 360° spherical …

Single and sequential viewports prediction for 360-degree video streaming

Q Yang, J Zou, K Tang, C Li… - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
Sending only the viewport of interest provides a solution for 360-degree video streaming
under the current bandwidth-constrained infrastructure. To this end, the user viewport …

Viewport-driven adaptive 360◦ live streaming optimization framework

S Peng, J Hu, H Xiao, S Yang, C Xu - Journal of Networking and …, 2022 - iecscience.org
Virtual reality (VR) video streaming and 360◦ panoramic video have received extensive
attention in recent years, which can bring users an immersive experience. However, the ultra …