A Content-based Viewport Prediction Framework for 360° Video Using Personalized Federated Learning and Fusion Techniques

M Setayesh, VWS Wong - 2023 IEEE International Conference …, 2023 - ieeexplore.ieee.org
Viewport prediction is a key enabler for 360° video streaming over wireless networks. To
improve the prediction accuracy, a common approach is to use a content-based viewport …

Colive: An edge-assisted online learning framework for viewport prediction in 360° live streaming

M Wang, S Peng, X Chen, Y Zhao… - … on Multimedia and …, 2022 - ieeexplore.ieee.org
The ever-increasing demand for bandwidth resources when delivering premium quality 360°
video challenges the current network capacity. To alleviate such bandwidth pressure, it is …

Viewport-dependent saliency prediction in 360 video

M Qiao, M Xu, Z Wang, A Borji - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Saliency prediction in traditional images and videos has drawn extensive research interests
in recent years. Few works have been proposed for saliency prediction over 360° videos …

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 …

Cube padding for weakly-supervised saliency prediction in 360 videos

HT Cheng, CH Chao, JD Dong… - Proceedings of the …, 2018 - openaccess.thecvf.com
Automatic saliency prediction in 360 videos is critical for viewpoint guidance applications
(eg, Facebook 360 Guide). We propose a spatial-temporal network which is (1) …

Subtitle-based viewport prediction for 360-degree virtual tourism video

C Jing, TN Duc, PX Tan… - 2022 13th International …, 2022 - ieeexplore.ieee.org
360-degree streaming videos can provide a rich immersive experiences to the users.
However, it requires an extremely high bandwidth network. One of the common solutions for …

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 …

[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 …

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 …

Spherical convolution empowered viewport prediction in 360 video multicast with limited FoV feedback

J Li, L Han, C Zhang, Q Li, Z Liu - ACM Transactions on Multimedia …, 2023 - dl.acm.org
Field of view (FoV) prediction is critical in 360-degree video multicast, which is a key
component of the emerging virtual reality and augmented reality applications. Most of the …