[PDF][PDF] A Framework for Meta-Learning in Dynamic Adaptive Streaming over HTTP

K Khan - International Journal of Computing, 2023 - academia.edu
This work presents a framework with a taxonomy on meta-learning used in Dynamic
Adaptive Streaming over HTTP (DASH). With the increasing complexity of network …

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 …

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 …

MANSY: Generalizing Neural Adaptive Immersive Video Streaming With Ensemble and Representation Learning

D Wu, P Wu, M Zhang, F Wang - arXiv preprint arXiv:2311.06812, 2023 - arxiv.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 …

Meta360: Exploring User-Specific and Robust Viewport Prediction in360-Degree Videos through Bi-Directional LSTM and Meta-Adaptation

J Li, Y Wang, Y Liu - … on Mixed and Augmented Reality (ISMAR …, 2023 - ieeexplore.ieee.org
Viewport prediction is a critical aspect of virtual reality (VR) video streaming, directly
impacting user experience in adaptive streaming. However, most existing algorithms treat …

VATP360: Viewport Adaptive 360-Degree Video Streaming based on Tile Priority

Z Pang - arXiv preprint arXiv:2307.15984, 2023 - arxiv.org
360-degree video becomes increasingly popular among users. However, it is a challenging
task to serve high resolution 360-degree video to users under the current network …

Towards High-Quality Low-Latency 360° Video Streaming With Edge-Client Collaborative Caching and Super-Resolution

J Zeng, X Zhou, K Li - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
360° video streaming, as an immersive and interactive form of video presentation, has
consistently strived for higher video quality and lower latency. A lot of effort has been …

360 度视频与视口预测方法综述.

李镇淮, 战荫伟 - Journal of Computer Engineering & …, 2024 - search.ebscohost.com
360 度视频是获取沉浸式虚拟现实体验的便捷媒介之一, 近年来受到了广泛关注.
视口预测技术是缓解360 度视频高网络带宽要求的重要手段. 聚焦视口预测技术, 首先介绍360 …

Adaptive QoE‐based video delivery by optimizing the bitrate of the video course using network bandwidth and user bandwidth

N Venkatesh Naik, K Madhavi - Concurrency and Computation …, 2024 - Wiley Online Library
With the increase in internet connectivity worldwide, people have resorted to various video
streaming applications for entertainment, education, healthcare, and so on. However, this …

Taking a “Deep” Look at Multimedia Streaming

B Prabhakaran - IEEE MultiMedia, 2023 - ieeexplore.ieee.org
Streaming multimedia content has become an integral part of our lives influencing the way
we consume daily news, communicate with friends, family and in office, and entertain …