SVP: Sinusoidal viewport prediction for 360-degree video streaming

X Jiang, SA Naas, YH Chiang, S Sigg, Y Ji - IEEE Access, 2020 - ieeexplore.ieee.org
The rapid growth of user expectations and network technologies has proliferated the service
needs of 360-degree video streaming. In the light of the unprecedented bitrates required to …

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 …

Privacy-preserving viewport prediction using federated learning for 360° live video streaming

FY Chao, C Ozcinar, A Smolic - 2022 IEEE 24th International …, 2022 - ieeexplore.ieee.org
Predicting the user's viewport scanpath is an essential task for 360° viewport-based
adaptive streaming. It informs the system which parts of content should be streamed with …

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 …

STAR-VP: Improving Long-term Viewport Prediction in 360° Videos via Space-aligned and Time-varying Fusion

B Gao, D Sheng, L Zhang, Q Qi, B He… - ACM Multimedia …, 2024 - openreview.net
Accurate long-term viewport prediction in tile-based 360° video adaptive streaming helps
pre-download tiles for a further future, thus establishing a longer buffer to cope with network …

Viewport forecasting in 360 virtual reality videos with machine learning

J Vielhaben, H Camalan, W Samek… - … conference on artificial …, 2019 - ieeexplore.ieee.org
Objective. Virtual reality (VR) cloud gaming and 360° video streaming are on the rise. With a
VR headset, viewers can individually choose the perspective they see on the head-mounted …

Proposal with alignment: A Bi-directional Transformer for 360° Video Viewport Proposal

Y Guo, M Xu, L Jiang, X Deng, J Zhou… - … on Circuits and …, 2024 - ieeexplore.ieee.org
People normally watch 360° videos through a head-mounted display, inside which only the
content of viewports can be seen. Therefore, viewport proposal, referring to detecting …

Your attention is unique: Detecting 360-degree video saliency in head-mounted display for head movement prediction

A Nguyen, Z Yan, K Nahrstedt - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Head movement prediction is the key enabler for the emerging 360-degree videos since it
can enhance both streaming and rendering efficiency. To achieve accurate head movement …

Optimizing Mobile-Friendly Viewport Prediction for Live 360-Degree Video Streaming

L Zhang, T Long, W Xu, L Cui, J Liu - arXiv preprint arXiv:2403.02693, 2024 - arxiv.org
Viewport prediction is the crucial task for adaptive 360-degree video streaming, as the
bitrate control algorithms usually require the knowledge of the user's viewing portions of the …

[PDF][PDF] A content-based viewport prediction model

DDR Morais, LS Althoff, R Prakash… - Electronic …, 2021 - library.imaging.org
Viewport prediction technologies are often used by most popular adaptive 360-degree video
streaming solutions. These solutions stream only the content considered as being more …