QAVA: QoE-aware adaptive video bitrate aggregation for HTTP live streaming based on smart edge computing

X Ma, Q Li, L Zou, J Peng, J Zhou, J Chai… - … Transactions on …, 2022 - ieeexplore.ieee.org
live streaming service and adapts their bitrates based on network conditions, client states and
video characteristics. The … Sun, “QARC: Video quality aware rate control for real-time video

Energy-and quality-aware video request policy for wireless adaptive streaming clients

C Díaz, A Fernández, F Sacristán… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
We present a straightforward, non-intrusive adaptive bit rate streaming segment quality … on
the user's quality of experience, thus benefiting consumers of video streaming services. This …

A knowledge-driven quality-of-experience model for adaptive streaming videos

Z Duanmu, W Liu, D Chen, Z Li, Z Wang… - arXiv preprint arXiv …, 2019 - arxiv.org
… By analyzing the subjective characteristics towards streamingUsing a variant of projected
gradient descent, we optimize … , “QARC: Video quality aware rate control for real-time video

A bayesian quality-of-experience model for adaptive streaming videos

Z Duanmu, W Liu, D Chen, Z Li, Z Wang… - ACM Transactions on …, 2023 - dl.acm.org
… By analyzing the subjective characteristics towards streaming videos from a corpus of …
Using a variant of projected gradient descent, we optimize the objective QoE model over a …

Comyco: Quality-aware adaptive video streaming via imitation learning

T Huang, C Zhou, RX Zhang, C Wu, X Yao… - … conference on …, 2019 - dl.acm.org
… Meanwhile, we utilize 1D-CNN or fully connected layer to extract the useful characteristics
from each metric upon the video playback inputs. The selected features are passed into a …

Quality-aware neural adaptive video streaming with lifelong imitation learning

T Huang, C Zhou, X Yao, RX Zhang… - … on Selected Areas in …, 2020 - ieeexplore.ieee.org
… Therefore, we propose Comyco, a video quality-aware learning-based ABR approach that
… higher perceptual video qualities rather than video bitrates; ii) training the policy via imitating …

Quality-Aware Dynamic Resolution Adaptation Framework for Adaptive Video Streaming

A Premkumar, PT Rajendran, VV Menon… - Proceedings of the 15th …, 2024 - dl.acm.org
… ) framework for adaptive streaming applications. … uses XGboost-based models to estimate
bitrate-resolution-QP triples for a given video segment based on spatiotemporal characteristics

Quality-aware strategies for optimizing ABR video streaming QoE and reducing data usage

Y Qin, S Hao, KR Pattipati, F Qian, S Sen… - Proceedings of the 10th …, 2019 - dl.acm.org
… a quality-aware data saving strategy, which provides data savings while allowing users’ direct
control of the video quality… In this section, we describe the encoding characteristics of both …

Objective video quality metric aware Adaptation mechanisms for video streaming based on DASH

M Othman - 2021 - theses.hal.science
… under real traffic situations, by using traces captured in real mobile network. Our studies
were conducted with comparison to some non video-quality-aware ABR (BBA, FESTIVE, OSMF, …

RL-based HTTP adaptive streaming with edge collaboration in multi-client environment

J Kang, K Chung - Journal of Network and Computer Applications, 2024 - Elsevier
Hypertext Transfer Protocol (HTTP) adaptive streaming aims to achieve high Quality of
Experience (QoE) in video streamingvideo characteristics. The process of determining the optimal …