Buffer-aware virtual reality video streaming with personalized and private viewport prediction

R Zhang, J Liu, F Liu, T Huang, Q Tang… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
Viewport prediction and prefetch have an important influence on VR video streaming
performance. This work proposes a novel federated learning-based viewport prediction …

Saliency prediction for 360-degree video

CH Vo, JC Chiang, DH Le… - 2020 5th International …, 2020 - ieeexplore.ieee.org
Saliency detection simulates human's perception in locating crucial regions, enabling further
processing for many practical applications. Even though saliency prediction for conventional …

2d-based saliency prediction framework for omnidirectional–360° video

M Tliba, M Sayah, YAD Djilali - 11th International Conference of …, 2021 - ieeexplore.ieee.org
This paper investigates the performance of 2D-Based visual saliency models applied to
omnidirectional videos. Indeed, most existing 2D-Based saliency prediction techniques for …

Predicting head trajectories in 360 virtual reality videos

AD Aladagli, E Ekmekcioglu… - … Conference on 3D …, 2017 - ieeexplore.ieee.org
In this paper a fixation prediction based saliency algorithm is used in order to predict the
head movements of viewers watching virtual reality (VR) videos, by modelling the …

LadderNet: Knowledge Transfer Based Viewpoint Prediction in 360 Video

P Zhao, Y Zhang, K Bian, H Tuo… - ICASSP 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
In the past few years, virtual reality (VR) has become an enabling technique, not only for
enriching our visual experience but also for providing new channels for businesses …

Fixation prediction in videos using unsupervised hierarchical features

J Wang, HR Tavakoli… - Proceedings of the IEEE …, 2017 - openaccess.thecvf.com
This paper presents a framework for saliency estimation and fixation prediction in videos.
The proposed framework is based on a hierarchical feature representation obtained by …

Video saliency prediction for First-Person View UAV videos: Dataset and benchmark

H Cai, K Zhang, Z Chen, C Jiang, Z Chen - Neurocomputing, 2024 - Elsevier
Visual saliency prediction plays a crucial role in Unmanned Aerial Vehicle (UAV) video
analysis tasks. In this paper, an eye-tracking dataset of the immersive viewing of videos …

Tile-based QoE-driven HTTP/2 streaming system for 360 video

Z Xu, Y Ban, K Zhang, L Xie, X Zhang… - … on Multimedia & …, 2018 - ieeexplore.ieee.org
Recently, the 360-degree video has become a hot topic in multimedia area. However, the
requirements of high bitrate, low Internet interactive latency and high perceived quality limit …

Deep reinforcement learning based adaptive 360-degree video streaming with field of view joint prediction

Y Zhang, Z Wang, J Liu, H Du… - … IEEE Symposium on …, 2022 - ieeexplore.ieee.org
With the development of 360-degree video and HTTP adaptive streaming (HAS), tile-based
adaptive 360-degree video streaming has become a promising paradigm for reducing the …

A combined field-of-view prediction-assisted viewport adaptive delivery scheme for 360° videos

A Yaqoob, GM Muntean - IEEE Transactions on Broadcasting, 2021 - ieeexplore.ieee.org
Recently, 360° or omnidirectional videos have become increasingly popular for both
personal and enterprize use-cases. However, 360° video streaming has very high …