Publications

2024

1. TMC-24

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

   Duo Wu, Panlong Wu, Miao Zhang, and 1 more author

   IEEE Transactions on Mobile Computing (Early Access), 2024

   Bib PDF

   @article{wu2024mansy,
     title = {MANSY: Generalizing Neural Adaptive Immersive Video Streaming With Ensemble and Representation Learning},
     author = {Wu, Duo and Wu, Panlong and Zhang, Miao and Wang, Fangxin},
     journal = {IEEE Transactions on Mobile Computing (Early Access)},
     year = {2024},
     publisher = {IEEE},
   }

2. TMM-24

   Towards Neural Codec-Empowered 360° Video Streaming: A Saliency-aided Synergistic Approach

   Jianxin Shi, Miao Zhang, Linfeng Shen, and 3 more authors

   IEEE Transactions on Multimedia (To appear), 2024

   Bib PDF

   @article{shi2024streaming,
     title = {Towards Neural Codec-Empowered 360° Video Streaming: A Saliency-aided Synergistic Approach},
     author = {Shi, Jianxin and Zhang, Miao and Shen, Linfeng and Liu, Jiangchuan and Pu, Lingjun and Xu, Jingdong},
     journal = {IEEE Transactions on Multimedia (To appear)},
     year = {2024},
     publisher = {IEEE},
   }

3. MM-24

   FSVFG: Towards Immersive Full-Scene Volumetric Video Streaming with Adaptive Feature Grid

   Daheng Yin, Jianxin Shi, Miao Zhang, and 3 more authors

   In Proceedings of the 32nd ACM International Conference on Multimedia, 2024

   Bib PDF

   @inproceedings{yin2024fsvfg,
     title = {FSVFG: Towards Immersive Full-Scene Volumetric Video Streaming with Adaptive Feature Grid},
     author = {Yin, Daheng and Shi, Jianxin and Zhang, Miao and Huang, Zhaowu and Liu, Jiangchuan and Dong, Fang},
     booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia},
     pages = {11089--11098},
     year = {2024},
     organization = {ACM},
   }

4. MM-24

   StarStream: Live Video Analytics over Space Networking

   Miao Zhang, Jiaxing Li, Haoyuan Zhao, and 2 more authors

   In Proceedings of the 32nd ACM International Conference on Multimedia (oral: 3.97%), 2024

   Bib PDF Slides

   @inproceedings{zhang2024starstream,
     title = {StarStream: Live Video Analytics over Space Networking},
     author = {Zhang, Miao and Li, Jiaxing and Zhao, Haoyuan and Shen, Linfeng and Liu, Jiangchuan},
     booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia (oral: 3.97%)},
     pages = {7909--7917},
     year = {2024},
     organization = {ACM},
   }

5. MM-24

   Robust Live Streaming over LEO Satellite Constellations: Measurement, Analysis, and Handover-Aware Adaptation

   Hao Fang, Haoyuan Zhao, Jianxin Shi, and 5 more authors

   In Proceedings of the 32nd ACM International Conference on Multimedia, 2024

   Bib PDF

   @inproceedings{fang2024sara,
     title = {Robust Live Streaming over LEO Satellite Constellations: Measurement, Analysis, and Handover-Aware Adaptation},
     author = {Fang, Hao and Zhao, Haoyuan and Shi, Jianxin and Zhang, Miao and Wu, Guanzhen and Yi Ching, Chou and Wang, Feng and Liu, Jiangchuan},
     booktitle = {Proceedings of the 32nd ACM International Conference on Multimedia},
     pages = {5958--5966},
     year = {2024},
     organization = {ACM},
   }

6. IWQoS-24

   OAVS: Efficient Online Learning of Streaming Policies for Drone-sourced Live Video Analytics

   Zekai Li, Miao Zhang, and Yifei Zhu

   In Proceedings of the 32nd International Symposium on Quality of Service, 2024

   Bib PDF

   @inproceedings{Li2024ovas,
     title = {OAVS: Efficient Online Learning of Streaming Policies for Drone-sourced Live Video Analytics},
     author = {Li, Zekai and Zhang, Miao and Zhu, Yifei},
     booktitle = {Proceedings of the 32nd International Symposium on Quality of Service},
     pages = {1--10},
     year = {2024},
     organization = {IEEE},
   }

7. Network-24

   LEO Satellite Network Access in the Wild: Potentials, Experiences, and Challenges

   Sami Ma, Yi Ching Chou, Miao Zhang, and 4 more authors

   IEEE Network, 2024

   Bib PDF

   @article{Ma2024leo,
     author = {Ma, Sami and Chou, Yi Ching and Zhang, Miao and Fang, Hao and Zhao, Haoyuan and Liu, Jiangchuan and Atlas, William I.},
     journal = {IEEE Network},
     title = {LEO Satellite Network Access in the Wild: Potentials, Experiences, and Challenges},
     year = {2024},
     publisher = {IEEE},
   }

8. NOSSDAV-24

   You Only Look Once in Panorama: Object Detection for 360° Videos with MLaaS

   Linfeng Shen, Miao Zhang, Cong Zhang, and 1 more author

   In Proceedings of the 34th Edition of the Workshop on Network and Operating System Support for Digital Audio and Video, 2024

   Bib PDF

   @inproceedings{shen2024you,
     title = {You Only Look Once in Panorama: Object Detection for 360° Videos with MLaaS},
     author = {Shen, Linfeng and Zhang, Miao and Zhang, Cong and Liu, Jiangchuan},
     booktitle = {Proceedings of the 34th Edition of the Workshop on Network and Operating System Support for Digital Audio and Video},
     pages = {1--7},
     year = {2024},
     organization = {ACM},
   }

9. NOSSDAV-24

   Towards Full-scene Volumetric Video Streaming via Spatially Layered Representation and NeRF Generation

   Jianxin Shi, Miao Zhang, Linfeng Shen, and 4 more authors

   In Proceedings of the 34th Edition of the Workshop on Network and Operating System Support for Digital Audio and Video, 2024

   Bib PDF

   @inproceedings{shi2024towards,
     title = {Towards Full-scene Volumetric Video Streaming via Spatially Layered Representation and NeRF Generation},
     author = {Shi, Jianxin and Zhang, Miao and Shen, Linfeng and Liu, Jiangchuan and Zhang, Yuan and Pu, Lingjun and Xu, Jingdong},
     booktitle = {Proceedings of the 34th Edition of the Workshop on Network and Operating System Support for Digital Audio and Video},
     pages = {22–28},
     year = {2024},
   }

10. IOTJ-24

    AdaDSR: Adaptive Configuration Optimization for Neural Enhanced Video Analytics Streaming

    Sheng Cen, Miao Zhang, Yifei Zhu, and 1 more author

    IEEE Internet of Things Journal, 2024

    Bib PDF

    @article{cen2024adadsr,
      title = {AdaDSR: Adaptive Configuration Optimization for Neural Enhanced Video Analytics Streaming},
      author = {Cen, Sheng and Zhang, Miao and Zhu, Yifei and Liu, Jiangchuan},
      journal = {IEEE Internet of Things Journal},
      year = {2024},
      volume = {11},
      number = {7},
      pages = {11919-11929},
      publisher = {IEEE},
    }

2023

1. Satellite-23

   ITSVA: Toward 6G-Enabled Vision Analytics over Integrated Terrestrial-Satellite Network

   Miao Zhang, Jiaxing Li, Jianxin Shi, and 3 more authors

   In Proceedings of 2023 IEEE International Conference on Satellite Computing, 2023

   Bib PDF Slides

   @inproceedings{zhang2023itsva,
     title = {ITSVA: Toward 6G-Enabled Vision Analytics over Integrated Terrestrial-Satellite Network},
     author = {Zhang, Miao and Li, Jiaxing and Shi, Jianxin and Zhu, Yifei and Zhang, Lei and Wang, Hengzhi},
     booktitle = {Proceedings of 2023 IEEE International Conference on Satellite Computing},
     pages = {49--54},
     year = {2023},
     organization = {IEEE},
   }

2. TMC-23

   ILCAS: Imitation Learning-Based Configuration-Adaptive Streaming for Live Video Analytics with Cross-Camera Collaboration

   Duo Wu, Dayou Zhang, Miao Zhang, and 3 more authors

   IEEE Transactions on Mobile Computing, 2023

   Bib PDF

   @article{wu2023ilcas,
     title = {ILCAS: Imitation Learning-Based Configuration-Adaptive Streaming for Live Video Analytics with Cross-Camera Collaboration},
     author = {Wu, Duo and Zhang, Dayou and Zhang, Miao and Zhang, Ruoyu and Wang, Fangxin and Cui, Shuguang},
     journal = {IEEE Transactions on Mobile Computing},
     year = {2023},
     publisher = {IEEE},
   }

3. MM-23

   Understanding User Behavior in Volumetric Video Watching: Dataset, Analysis and Prediction

   Kaiyuan Hu, Haowen Yang, Yili Jin, and 4 more authors

   In Proceedings of the 31st ACM International Conference on Multimedia, 2023

   Bib PDF

   @inproceedings{hu2023understand,
     title = {Understanding User Behavior in Volumetric Video Watching: Dataset, Analysis and Prediction},
     author = {Hu, Kaiyuan and Yang, Haowen and Jin, Yili and Liu, Junhua and Chen, Yongting and Zhang, Miao and Wang, Fangxin},
     booktitle = {Proceedings of the 31st ACM International Conference on Multimedia},
     year = {2023},
     organization = {ACM},
   }

4. IWQoS-23

   AIoT-Empowered Smart Grid Energy Management with Distributed Control and Non-Intrusive Load Monitoring

   Linfeng Shen, Feng Wang, Miao Zhang, and 3 more authors

   In Proceedings of the 31st International Symposium on Quality of Service, 2023

   Bib PDF

   @inproceedings{shen2023aiot,
     title = {AIoT-Empowered Smart Grid Energy Management with Distributed Control and Non-Intrusive Load Monitoring},
     author = {Shen, Linfeng and Wang, Feng and Zhang, Miao and Liu, Jiangchuan and Liu, Gaoyang and Fan, Xiaoyi},
     booktitle = {Proceedings of the 31st International Symposium on Quality of Service},
     pages = {1--10},
     year = {2023},
     organization = {IEEE/ACM},
   }

5. IEEE-WCM-23

   Toward 6G-Enabled Mobile Vision Analytics for Immersive Extended Reality

   Miao Zhang, Linfeng Shen, Xiaoqiang Ma, and 1 more author

   IEEE Wireless Communications, 2023

   Bib PDF

   @article{zhang2023toward,
     title = {Toward 6G-Enabled Mobile Vision Analytics for Immersive Extended Reality},
     author = {Zhang, Miao and Shen, Linfeng and Ma, Xiaoqiang and Liu, Jiangchuan},
     journal = {IEEE Wireless Communications},
     volume = {30},
     number = {3},
     pages = {132--138},
     year = {2023},
     publisher = {IEEE},
   }

6. INFOCOM-23

   OmniSense: Towards Edge-Assisted Online Analytics for 360-Degree Videos

   Miao Zhang, Yifei Zhu, Linfeng Shen, and 2 more authors

   In Proceedings of the 42nd IEEE Conference on Computer Communications, 2023

   Bib PDF Slides

   @inproceedings{zhang2023omnisense,
     title = {OmniSense: Towards Edge-Assisted Online Analytics for 360-Degree Videos},
     author = {Zhang, Miao and Zhu, Yifei and Shen, Linfeng and Wang, Fangxin and Liu, Jiangchuan},
     booktitle = {Proceedings of the 42nd IEEE Conference on Computer Communications},
     pages = {1--10},
     year = {2023},
     organization = {IEEE},
   }

2022

1. ToN-22

   CharmSeeker: Automated Pipeline Configuration for Serverless Video Processing

   Miao Zhang, Yifei Zhu, Jiangchuan Liu, and 2 more authors

   IEEE/ACM Transactions on Networking, 2022

   Bib PDF

   @article{zhang2022charmseeker,
     title = {CharmSeeker: Automated Pipeline Configuration for Serverless Video Processing},
     author = {Zhang, Miao and Zhu, Yifei and Liu, Jiangchuan and Wang, Feng and Wang, Fangxin},
     journal = {IEEE/ACM Transactions on Networking},
     volume = {30},
     number = {6},
     pages = {2730--2743},
     year = {2022},
     publisher = {IEEE},
   }

2. INFOCOM-22

   CASVA: Configuration-Adaptive Streaming for Live Video Analytics

   Miao Zhang, Fangxin Wang, and Jiangchuan Liu

   In Proceedings of the 41st IEEE Conference on Computer Communications, 2022

   Bib PDF Slides

   @inproceedings{zhang2022casva,
     title = {CASVA: Configuration-Adaptive Streaming for Live Video Analytics},
     author = {Zhang, Miao and Wang, Fangxin and Liu, Jiangchuan},
     booktitle = {Proceedings of the 41st IEEE Conference on Computer Communications},
     pages = {2168--2177},
     year = {2022},
     organization = {IEEE},
   }

2021

1. Network-21

   Serverless Empowered Video Analytics for Ubiquitous Networked Cameras

   Miao Zhang, Fangxin Wang, Yifei Zhu, and 2 more authors

   IEEE Network, 2021

   Bib PDF

   @article{zhang2021serverless,
     title = {Serverless Empowered Video Analytics for Ubiquitous Networked Cameras},
     author = {Zhang, Miao and Wang, Fangxin and Zhu, Yifei and Liu, Jiangchuan and Li, Bo},
     journal = {IEEE Network},
     volume = {35},
     number = {6},
     pages = {186--193},
     year = {2021},
     publisher = {IEEE},
   }

2. MMSys-21

   Towards Cloud-Edge Collaborative Online Video Analytics with Fine-Grained Serverless Pipelines

   Miao Zhang, Fangxin Wang, Yifei Zhu, and 2 more authors

   In Proceedings of the 12th ACM Multimedia Systems Conference, 2021

   Bib PDF Slides

   @inproceedings{zhang2021towards,
     title = {Towards Cloud-Edge Collaborative Online Video Analytics with Fine-Grained Serverless Pipelines},
     author = {Zhang, Miao and Wang, Fangxin and Zhu, Yifei and Liu, Jiangchuan and Wang, Zhi},
     booktitle = {Proceedings of the 12th ACM Multimedia Systems Conference},
     pages = {80--93},
     year = {2021},
   }

2019

1. NOSSDAV-19

   Video Processing with Serverless Computing: A Measurement Study

   Miao Zhang, Yifei Zhu, Cong Zhang, and 1 more author

   In Proceedings of the 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video, 2019

   Bib PDF Slides

   @inproceedings{zhang2019video,
     title = {Video Processing with Serverless Computing: A Measurement Study},
     author = {Zhang, Miao and Zhu, Yifei and Zhang, Cong and Liu, Jiangchuan},
     booktitle = {Proceedings of the 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video},
     pages = {61--66},
     year = {2019},
   }

2. NOSSDAV-19

   Rendering Multi-Party Mobile Augmented Reality from Edge

   Lei Zhang, Andy Sun, Ryan Shea, and 2 more authors

   In Proceedings of the 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video, 2019

   Bib

   @inproceedings{zhang2019rendering,
     title = {Rendering Multi-Party Mobile Augmented Reality from Edge},
     author = {Zhang, Lei and Sun, Andy and Shea, Ryan and Liu, Jiangchuan and Zhang, Miao},
     booktitle = {Proceedings of the 29th ACM Workshop on Network and Operating Systems Support for Digital Audio and Video},
     pages = {67--72},
     year = {2019}
   }

2018

1. ICC-18

   Delay-Aware Upload Balancing Cross APs Based on User Relays

   Miao Zhang, Shan Huang, Zhi Wang, and 1 more author

   In Proceedings of the 2018 IEEE International Conference on Communications, 2018

   Bib

   @inproceedings{zhang2018delay,
     title = {Delay-Aware Upload Balancing Cross APs Based on User Relays},
     author = {Zhang, Miao and Huang, Shan and Wang, Zhi and Jiang, Yong},
     booktitle = {Proceedings of the 2018 IEEE International Conference on Communications},
     pages = {1--6},
     year = {2018},
     organization = {IEEE}
   }

2017

1. JSAC-17

   Understanding Performance of Edge Content Caching for Mobile Video Streaming

   Ge Ma, Zhi Wang, Miao Zhang, and 3 more authors

   IEEE Journal on Selected Areas in Communications, 2017

   Bib

   @article{ma2017understanding,
     title = {Understanding Performance of Edge Content Caching for Mobile Video Streaming},
     author = {Ma, Ge and Wang, Zhi and Zhang, Miao and Ye, Jiahui and Chen, Minghua and Zhu, Wenwu},
     journal = {IEEE Journal on Selected Areas in Communications},
     volume = {35},
     number = {5},
     pages = {1076--1089},
     year = {2017},
     publisher = {IEEE}
   }

2016

1. TMC-16

   Propagation- and Mobility-Aware D2D Social Content Replication

   Zhi Wang, Lifeng Sun, Miao Zhang, and 3 more authors

   IEEE Transactions on Mobile Computing, 2016

   Bib

   @article{wang2016propagation,
     title = {Propagation- and Mobility-Aware D2D Social Content Replication},
     author = {Wang, Zhi and Sun, Lifeng and Zhang, Miao and Pang, Haitian and Tian, Erfang and Zhu, Wenwu},
     journal = {IEEE Transactions on Mobile Computing},
     volume = {16},
     number = {4},
     pages = {1107--1120},
     year = {2016},
     publisher = {IEEE}
   }