Colive: An edge-assisted online learning framework for viewport prediction in 360° live streaming
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 …
video challenges the current network capacity. To alleviate such bandwidth pressure, it is …
CoLive: Edge-Assisted Clustered Learning Framework for Viewport Prediction in 360 Live Streaming
The exceptionally high bandwidth requirement for delivering high-quality live 360 video
poses a significant challenge to current network capacity. Mitigating such bandwidth …
poses a significant challenge to current network capacity. Mitigating such bandwidth …
Mfvp: Mobile-friendly viewport prediction for live 360-degree video streaming
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 …
Various viewport prediction methods are studied and adopted from less accurate statistic …
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 …
bitrate control algorithms usually require the knowledge of the user's viewing portions of the …
Cub360: Exploiting cross-users behaviors for viewport prediction in 360 video adaptive streaming
To ensure 360-degree video's continuous playback and reduce the bandwidth waste,
predicting user's future fixation is indispensable. However, existing methods concentrate …
predicting user's future fixation is indispensable. However, existing methods concentrate …
Sparkle: User-aware viewport prediction in 360-degree video streaming
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 …
(FoV). Such observation provides an opportunity to save bandwidth consumption by …
[PDF][PDF] Transformer-based Long-Term Viewport Prediction in 360° Video: Scanpath is All You Need.
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 …
immersive and interactive natures enable users to view any direction in 360◦ content freely …
LiveDeep: Online viewport prediction for live virtual reality streaming using lifelong deep learning
Live virtual reality (VR) streaming has become a popular and trending video application in
the consumer market providing users with 360-degree, immersive viewing experiences. To …
the consumer market providing users with 360-degree, immersive viewing experiences. To …
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 …
improve the prediction accuracy, a common approach is to use a content-based viewport …
Exploring CNN-based viewport prediction for live virtual reality streaming
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 …
recently with its rapid growth in the consumer market. However, the huge bandwidth …