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Yanxin Long (龙衍鑫)

longyx9@mail2.sysu.edu.cn

Hi, I am currently a master student in the School of Intelligent Systems Engineering, Sun Yat-sen University. I work at HCP Lab under the supervision of Prof. Xiaodan Liang. Before that, I received my Bachelor Degree from the Comunication College, Xidian University in 2020.

I have a broad interest in multimodal vision-language understanding problems, especially utilizing deep learning for various pratical tasks. Currently, my major research interest focuses on vision-language navigation and open-world object detection.

More about me: Google Scholar / Github

Research Interests

  • Vision-language Navigation (disturbation environment settings)
  • Open-world Object Detection
  • Vision-language Pre-training

Selected Publications [Google Scholar]

  • CapDet: Unifying Dense Captioning and Open-World Detection Pretraining
    Yanxin Long, Youpeng Wen, Jianhua Han, Hang Xu, Pengzhen Ren, Wei Zhang, Shen Zhao, Xiaodan Liang.
    IEEE Conference on Computer Vision and Pattern Recognition, 2023. (CVPR, CCF-A) [paper]

  • NLIP: Noise-robust Language-Image Pre-training
    Runhui Huang, Yanxin Long, Jianhua Han, Hang Xu, Xiwen Liang, Chunjing Xu, Xiaodan Liang.
    Proc. of AAAI Conference on Artificial Intelligence, 2023. (AAAI, CCF-A) [paper]

  • Retreat for advancing: Dynamic reinforced instruction attacker for robust visual navigation
    Bingqian Lin, Yi Zhu, Yanxin Long, Xiaodan Liang, Qixiang Ye, Liang Lin.
    IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2021.3097435, 2021. (T-PAMI, IF: 24.314) [paper]

  • Towards Deviation-robust Agent Navigation via Perturbation-aware Contrastive Learning
    Bingqian Lin*, Yanxin Long*(co-first author), Yi Zhu, Fengda Zhu, Xiaodan Liang, Qixiang Ye, Liang Lin.
    IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2023.3273594, 2023. (T-PAMI, IF: 24.314)

  • Prompt-Enhanced Self-Training for Open-Vocabulary Object Detection
    Yanxin Long, Jianhua Han, Runhui Huang, Yi Zhu, Xiaodan Liang, Hang Xu, Chunjing Xu.
    IEEE Transactions on Neural Networks and Learning Systems, doi: 10.1109/TNNLS.2023.3293484, 2023. (TNNLS, IF: 14.255) [paper]

Experiences

  • June 2021-May 2022, Research Intern, Noah Ark Lab, Huawei.

Honors & Awards

  • First Prize of Graduate Scholarship of SYSU, 2020, 2021
  • First Prize of Computer Design Competition in Northwest China, 2019
  • Second Prize of Challenge Cup in Shannxi Province, 2017
  • National Undergraduate Scholarship for Encouragement, 2018
  • Outstanding Student of Xidian University, XDU, 2017, 2018
  • Outstanding Graduates of Xidian University, XDU, 2019

Professional Activities

  • Reviewer: ICPR 2022

Hobbies

  • Badminton, Billiards, Marathon, Skiing