Reinforcement Learning Based Rate Adaptation for 360-Degree Video Streaming

IEEE Transactions on Broadcasting ◽

10.1109/tbc.2020.3028286 ◽

2020 ◽

pp. 1-15

Author(s):

Zhiqian Jiang ◽

Xu Zhang ◽

Yiling Xu ◽

Zhan Ma ◽

Jun Sun ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation

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RAPT360: Reinforcement Learning-Based Rate Adaptation for 360-degree Video Streaming with Adaptive Prediction and Tiling

IEEE Transactions on Circuits and Systems for Video Technology ◽

10.1109/tcsvt.2021.3076585 ◽

2021 ◽

pp. 1-1

Author(s):

Nuowen Kan ◽

Junni Zou ◽

Chenglin Li ◽

Wenrui Dai ◽

Hongkai Xiong

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Adaptive Prediction

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Multiuser Video Streaming Rate Adaptation: A Physical Layer Resource-Aware Deep Reinforcement Learning Approach

2019 IEEE Visual Communications and Image Processing (VCIP) ◽

10.1109/vcip47243.2019.8965912 ◽

2019 ◽

Author(s):

Kexin Tang ◽

Nuowen Kan ◽

Junni Zou ◽

Xiao Fu ◽

Mingyi Hong ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation ◽

Physical Layer ◽

Learning Approach ◽

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Deep Reinforcement Learning-based Rate Adaptation for Adaptive 360-Degree Video Streaming

ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) ◽

10.1109/icassp.2019.8683779 ◽

2019 ◽

Author(s):

Nuowen Kan ◽

Junni Zou ◽

Kexin Tang ◽

Chenglin Li ◽

Ning Liu ◽

...

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Rate Adaptation

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Accelerating Deep Reinforcement Learning With the Aid of Partial Model: Energy-Efficient Predictive Video Streaming

IEEE Transactions on Wireless Communications ◽

10.1109/twc.2021.3053319 ◽

2021 ◽

pp. 1-1

Author(s):

Dong Liu ◽

Jianyu Zhao ◽

Chenyang Yang ◽

Lajos Hanzo

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Energy Efficient ◽

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Continuous Bitrate & Latency Control with Deep Reinforcement Learning for Live Video Streaming

Proceedings of the 27th ACM International Conference on Multimedia ◽

10.1145/3343031.3356063 ◽

2019 ◽

Author(s):

Ruying Hong ◽

Qiwei Shen ◽

Lei Zhang ◽

Jing Wang

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Live Video Streaming

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Optimized bitrate ladders for adaptive video streaming with deep reinforcement learning

10.1145/3405837.3411387 ◽

2020 ◽

Author(s):

Tianchi Huang ◽

Lifeng Sun

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Adaptive Video Streaming ◽

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HotDASH: Hotspot Aware Adaptive Video Streaming Using Deep Reinforcement Learning

2018 IEEE 26th International Conference on Network Protocols (ICNP) ◽

10.1109/icnp.2018.00026 ◽

2018 ◽

Author(s):

Satadal Sengupta ◽

Niloy Ganguly ◽

Sandip Chakraborty ◽

Pradipta De

Keyword(s):

Reinforcement Learning ◽

Video Streaming ◽

Adaptive Video Streaming ◽

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Battery-aware rate adaptation for extending video streaming playback time

Multimedia Tools and Applications ◽

10.1007/s11042-017-5603-z ◽

2018 ◽

Vol 77 (18) ◽

pp. 23877-23908 ◽

Author(s):

Hasnah Ahmad ◽

Navrati Saxena ◽

Abhishek Roy ◽

Pradipta De

Keyword(s):

Video Streaming ◽

Rate Adaptation

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Deep reinforcement learning based QoE-aware actor-learner architectures for video streaming in IoT environments

Computing ◽

10.1007/s00607-021-01046-1 ◽

2022 ◽

Author(s):

Mandan Naresh ◽

Vikramjeet Das ◽

Paresh Saxena ◽

Manik Gupta

Keyword(s):

Reinforcement Learning ◽

Video Streaming

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Probabilistic Tile Visibility-Based Server-Side Rate Adaptation for Adaptive 360-Degree Video Streaming

IEEE Journal of Selected Topics in Signal Processing ◽

10.1109/jstsp.2019.2956716 ◽

2020 ◽

Vol 14 (1) ◽

pp. 161-176

Author(s):

Junni Zou ◽

Chenglin Li ◽

Chengming Liu ◽

Qin Yang ◽

Hongkai Xiong ◽

...

Keyword(s):

Video Streaming ◽

Rate Adaptation ◽

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