Dr. Linhui Xiao (肖麟慧)

Dr. Linhui Xiao (肖麟慧)

Ph.D. in Artificial Intelligence

About me

My Chinese Name is 肖麟慧. I’m currently a Research Assistant at Pengcheng Laboratory. I obtained my Ph.D. degree from the National Key Laboratory of Multimodal Artificial Intelligence Systems at the Institute of Automation, Chinese Academy of Sciences. My doctoral advisors were Prof. Changsheng Xu and Prof. Xiaoshan Yang. During the doctoral period, I entered Pengcheng Laboratory for joint cultivation under the guidance of Prof. Yaowei Wang and Prof. Lan Xiangyuan. I obtained my Master’s degree from the State Key Laboratory of Transducer Technology, Chinese Academy of Sciences, where my advisor was Prof. Xudong Zou. I have long focused on the research of key technologies in artificial intelligence and visual grounding, publishing a series of influential research works in the top international journals and conferences on artificial intelligence (eg, NeurIPS, ACM MM, TMM, TNNLS, TPAMI, RAS, etc.). One of the papers was included in ESI’s global top 1% highly cited papers. As the first inventor or student first inventor, I have accumulated over 15 Chinese and international invention patents (including 12 authorized Chinese patents and two international patents), and served as a reviewer for more than 10 top international journals and conferences in the field of artificial intelligence. My current research interests include artificial intelligence, multimodal learning, multimodal visual grounding, three-dimensional visual grounding, etc.

Background

Selected Publications

  • Linhui Xiao, Xiaoshan Yang, Fang Peng, Yaowei Wang, Changsheng Xu. “OneRef: Unified One-tower Expression Grounding and Segmentation with Mask Referring Modeling.” NeurIPS 2024. CCF-A top conference. Download Paper, Code
  • Linhui Xiao, Xiaoshan Yang, Fang Peng, Yaowei Wang, Changsheng Xu. “HiVG: Hierarchical Multimodal Fine-grained Modulation for Visual Grounding.” ACM MM 2024. CCF-A top conference. Download Paper, Code
  • Linhui Xiao, Xiaoshan Yang, Xiangyuan Lan, Yaowei Wang, Changsheng Xu. “Towards Visual Grounding: A Survey.” TPAMI 2024 reviewing. CCF-A top journal. Download Paper, Code
  • Linhui Xiao, Xiaoshan Yang, Fang Peng, Ming Yan, Yaowei Wang, Changsheng Xu. “CLIP-VG: Self-paced Curriculum Adapting of CLIP for Visual Grounding.” TMM 2023. JCR/CAS top journal. Download Paper, Code
  • Linhui Xiao, Jinge wang, Zhen Rong, Xudong Zou. “Dynamic-SLAM: Semantic monocular visual localization and mapping based on deep learning in dynamic environment.” RAS. JCR top journal. Download Paper, Code
  • Fang Peng, Xiaoshan Yang, Linhui Xiao, Yaowei Wang, Changsheng Xu. “SgVA-CLIP: Semantic-Guided Visual Adapting of Vision-Language Models for Few-Shot Image Classification.” TMM 2023. JCR/CAS top journal. Download Paper, Code
  • Yabo Liu, Jinghua Wang, Linhui Xiao, Chengliang Liu, Zhihao Wu, Yong Xu “Foregroundness-Aware Task Disentanglement and Self-Paced Curriculum Learning for Domain Adaptive Object Detection.” TNNLS 2023. JCR/CAS top journal. Download Paper

For more publications, please refer to my Google Scholar homepage

Selected Patents

  • “Data Processing Device, Data Processing Method, And Related Product.” International patent. No. WO 2023/045445 A1. First inventor. Download patent
  • “Computing Apparatus, Data Processing Method, And Related Product.” International patent. No. WO 2023/045446A1. First inventor. Download patent

Selected Awards & Honors

  • 2024 Shenzhen Pengcheng Science and Education Foundation “Director’s Scholarship” award (Top 2%, the highest honor for the doctoral students in PCL)
  • 2024 First Prize of the Pandeng Scholarship, UCAS
  • 2023 Shenzhen Pengcheng Science and Education Foundation “Talent Development Scholarship” award (Top 5%)
  • 2019 and 2024 “Merit Student” of the University of Chinese Academy of Sciences
  • 2018 IEEE International Conference on Robotics and Control Engineering (IRCE), Best Oral Presentation Award and Best Poster Award, News
  • 2016 Outstanding Undergraduate Graduates of Nanchang University (only the top 5% of graduates won this honor)
  • 2015 Mathematical Contest in Modeling for American College Students, International First Prize. (Top 8%, News 1，News 2)
  • From 2012 to 2016, I received various scholarships and honorary titles from Nanchang University (such as the “First-class Academic Scholarship”, “Yang Yigen Scholarship”, “National Scholarship”, “Merit Student”, “Star of Science”, etc.) on more than 20 occasions.

Academic Services

Conference Reviewer

  • ICML 2025
  • NeurIPS 2024
  • ICLR 2024
  • ECCV 2024
  • CVPR 2024
  • ACM MM 2023、2024
  • AAAI 2023、2024、2025
  • IROS 2019、2020、2021、2022、2023

Journal Reviewer

  • TMM, TCSVT, PR, Information Fusion, NeurComputing, RAL, etc.

Contact

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