Deep Curriculum Reinforcement Learning for Adaptive 360 Video Streaming With Two-Stage Training

Y Xie, Y Zhang, T Lin - IEEE Transactions on Broadcasting, 2023 - ieeexplore.ieee.org
Deep reinforcement learning (DRL) has demonstrated remarkable potential within the
domain of video adaptive bitrate (ABR) optimization. However, training a well-performing …

Mansy: Generalizing neural adaptive immersive video streaming with ensemble and representation learning

D Wu, P Wu, M Zhang, F Wang - IEEE Transactions on Mobile …, 2024 - ieeexplore.ieee.org
The popularity of immersive videos has prompted extensive research into neural adaptive
tile-based streaming to optimize video transmission over networks with limited bandwidth …

An Innovative Adaptive Web-Based Solution for Improved Remote Co-Creation and Delivery of Artistic Performances

MA Togou, AA Simiscuka, R Verma… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Due to the COVID-19 pandemic, most arts and cultural activities have moved online. This
has contributed to the surge in development of artistic tools that enable professional artists to …

Synergistic Temporal-Spatial User-Aware Viewport Prediction for Optimal Adaptive 360-Degree Video Streaming

Y Wang, J Li, Z Li, S Shang, Y Liu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
360-degree videos usually require extremely high bandwidth and low latency for wireless
transmission, which hinders their popularity. A tile-based viewport adaptive streaming …

A Novel Distributed Multi-Source Optimal Rate Control Solution for HTTP Live Video Streaming

S Yang, C Fang, L Zhong, M Wang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
HTTP live streaming delivers dynamically video content with varying bitrates to
accommodate the dynamic real-time bandwidth fluctuations while considering diverse user …

DeCa360: Deadline-aware edge caching for two-tier 360° video streaming

T Lin, Y Chen, H Yang, Y Zhang, B Jiang… - Journal of Network and …, 2024 - Elsevier
Two-tier 360° video streaming provides a robust solution for handling inaccurate viewport
prediction and varying network conditions. Within this paradigm, the client employs a dual …

No-Reference Multi-Level Video Quality Assessment Metric for 3D-Synthesized Videos

G Wang, B Huang, K Gu, Y Liu, H Liu… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
The visual quality of 3D-synthesized videos is closely related to the development and
broadcasting of immersive media such as free-viewpoint videos and six degrees of freedom …

Learning Accurate Network Dynamics for Enhanced Adaptive Video Streaming

J Yin, H Chen, Y Xu, Z Ma, X Xu - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The adaptive bitrate (ABR) algorithm plays a crucial role in ensuring satisfactory quality of
experience (QoE) in video streaming applications. Most existing approaches, either rule …

Spherical Distortion Temporal Propagation and Spatial Mapping Model for Efficient Panoramic Video Coding

X Yang, M Huang, H Guo, S Li, L Luo… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Panoramic video undergoes projection onto a two-dimensional plane for compression and
subsequent back-projection onto a sphere for display. This process introduces inconsistency …

[HTML][HTML] Long Short-Term Memory-Based Non-Uniform Coding Transmission Strategy for a 360-Degree Video

J Guo, C Li, J Zhu, X Li, Q Gao, Y Chen, W Feng - Electronics, 2024 - mdpi.com
This paper studies an LSTM-based adaptive transmission method for a 360-degree video
and proposes a non-uniform encoding transmission strategy based on LSTM. Our goal is to …