😄 About Me

I am currently pursuing a Ph.D. at the College of Information Science and Electronic Engineering (ISEE) at Zhejiang University under the supervision of Prof. Hui-liang Shen (Chair of the Department of Electronic Engineering), and Prof. Gang Pan, (Director of the State Key Laboratory of Brain-Machine Intelligence and Vice Dean of the College of Computer Science and Technology). Prior to this, I received postgraduate exemption and my Bachelor’s degree from the ISEE, Zhejiang University.

My research interests include 3D Reasoning and Neural Decoding, with VLMs. Recent research focuses on 4D-Radar-based VLA and fMRI-based semantic decoding with LLMs.

  • Currently exploring the potential of large vision-language models in 3D spatial reasoning.
  • Currently exploring brain-signal decoding for motor imagery with large vision-language models.
  • Currently exploring the integration of VLA models with brain signals for robotic manipulation.

🔥 News

  • Three paper submitted to AAAI (first author x2, corresponding author x1).
  • Five paper submitted to ICLR (first author x2, corresponding author x2, co-fisrt-author x1).
  • One paper accepeted by RAL (corresponding author), one paper submitted to RAL (co-fisrt-author).

📖 Educations

  • 2023.09 - present, Ph.D. candidate in the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou.
  • 2019.09 - 2023.06, B.E. in the College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou.

💻 Projects

  • 2026.03 - present, Collaboration with Postdoct Jiaxuan Chen on neural signal decoding and cross-modal alignment with VLMs).
  • 2025.08 - 2026.03, ChinaEye Valley Co-operative Project on maternal and infant health risk assessment.
  • 2025.12 - 2026.06, Collaboration with VIVO on 4D dynamic scene reconstruction under sparse-view, combining generative models.
  • 2024.01 - 2026.06, National Key R&D Program of China, 4D radar object detection and tracking in autonomous driving.
  • 2022.06 - 2023.12, Collaboration with Apple on image denoising based on transfer learning and generative models.
  • 2021.06 - 2022.06, Student Research Project SRTP on face video heart rate signal measurement via rPPG.

📝 Selected Publications

CVPR 2026
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“RaGS: Unleashing 3D Gaussian Splatting from 4D Radar and Monocular Cues for 3D Object Detection”, IEEE/CVF Conference on Computer Vision & Pattern Recognition (CVPR), 2026. [Paper]

Xiaokai Bai, Chenxu Zhou, Lianqing Zheng, Si-Yuan Cao, Jianan Liu, Xiaohan Zhang, Zhengzhuang Zhang, Hui-Liang Shen.

TMM 2026
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“Boosting Instance Awareness via Cross-View Correlation with 4D Radar and Camera for 3D Object Detection”, IEEE Transactions on Multimedia (TMM), 2026. [Paper]

Xiaokai Bai, Lianqing Zheng, Si-Yuan Cao, Xiaohan Zhang, Zhe Wu, Beinan Yu, Fang Wang, Jie Bai, and Hui-Liang Shen.

RAL 2025
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“SGDet3D: Semantics and Geometry Fusion for 3D Object Detection Using 4D Radar and Camera”, IEEE Robotics and Automation Letters (RAL), vol. 10, no. 1, pp. 828-835, 2025. [Paper]

Xiaokai Bai, Zhu Yu, Lianqing Zheng, Xiaohan Zhang, Zili Zhou, Xue Zhang, Fang Wang, Jie Bai, and Hui-Liang Shen.

arXiv 2026
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“4DR360◦: State Reasoning for Joint 3D Detection and Occupancy Prediction in 4D Radar-Camera Full-Scene Perception”, arXiv, 2026. [Paper]

Xiaokai Bai, Lianqing Zheng, Runwei Guan, Songkai Wang, Siyuan Cao, Hui-liang Shen.

arXiv 2026
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“RC-GeoCP: Geometric Consensus for Radar-Camera Collaborative Perception”, arXiv, 2026. [Paper]

Xiaokai Bai, Lianqing Zheng, Runwei Guan, Siyuan Cao, Songkai Wang, Huiliang Shen.

IROS 2025
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“LGDD: Local-Global Synergistic Dual-Branch 3D Object Detection Using 4D Radar”, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2025. [Paper]

Xiaokai Bai, Qin Yang, Zili Zhou, Fuyi Zhang, Zhe Wu, Si-Yuan Cao, Lianqing Zheng, Beinan Yu, Fang Wang, Jie Bai, and Hui-Liang Shen.

ITSC 2025
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“SD4R: Sparse-to-Dense Learning for 3D Object Detection with 4D Radar”, IEEE Intelligent Transportation Systems Conference (ITSC), 2025. [Paper]

Xiaokai Bai, Jiahao Cheng, Songkai Wang, Yixuan Luo, Lianqing Zheng, Xiaohan Zhang, Si-Yuan Cao, and Hui-Liang Shen.

TPAMI 2026
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“OmniHD-Scenes: A Next-Generation Multimodal Dataset for Autonomous Driving”, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). [Paper] [Project]

Lianqing Zheng, Long Yang, Qunshu Lin, Wenjin Ai, Minghao Liu, Shouyi Lu, Jianan Liu, Hongze Ren, Jingyue Mo, Xiaokai Bai, Jie Bai, Zhixiong Ma, and Xichan Zhu.

TCSVT 2026
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“Doracamom: Joint 3D Detection and Occupancy Prediction with Multi-view 4D Radars and Cameras for Omnidirectional Perception”, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT). [Paper]

Lianqing Zheng, Jianan Liu, Runwei Guan, Long Yang, Shouyi Lu, Yuanzhe Li, Xiaokai Bai, Jie Bai, Zhixiong Ma, Hui-Liang Shen, and Xichan Zhu.

ICRA 2025
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“Structure-Aware Radar-Camera Depth Estimation”, IEEE International Conference on Robotics and Automation (ICRA), 2025. [Paper]

Fuyi Zhang, Zhu Yu, Chunhao Li, Runmin Zhang, Xiaokai Bai, Zili Zhou, Si-Yuan Cao, Fang Wang, and Hui-Liang Shen.

TIV 2024
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“Rethinking Early-Fusion Strategies for Improved Multispectral Object Detection”, IEEE Transactions on Intelligent Vehicles (TIV), 2024. [Paper]

Xue Zhang, Si-Yuan Cao, Fang Wang, Runmin Zhang, Zhe Wu, Xiaohan Zhang, Xiaokai Bai, and Hui-Liang Shen.

✅ Services

  • Reviewer of CVPR, ECCV, AAAI, ACMMM, ICRA, IROS, ITSC, IV
  • Reviewer of TCSVT, PR, IOTJ, TGRS, RAL, SensorsJ

🎖 Honors and Awards

  • 2024-2025, Five-Good Graduate Student (top 1%)
  • 2024-2025, Outstanding Graduate Student Cadre (top 5%)
  • 2023-2024, Excellent Postgraduate student of Zhejiang University (top 5%)
  • 2022-2023, Outstanding Graduate of Zhejiang Province (top 1%)
  • 2022-2023, Postgraduate exemption based on being in the top 5%
  • 2021-2023, Zhejiang University Student Research Training Program (SRTP), Outstanding
  • 2021-2022, Zhejiang University Student Entrepreneurship Competition, Second Prize
  • 2021-2022, Silver Award in the Zhejiang Internet+ Innovation and Entrepreneurship Competition
  • 2021-2022, Zhejiang Provincial Government Scholarship (top 2%, ¥6,000)
  • 2021-2022, Honorable Mention in the Mathematical Contest in Modeling (MCM)
  • 2021-2022, Zhejiang University Excellent Student (top 3%)
  • 2020-2021, Zhejiang University First-Class Academic Scholarship (top 3%, ¥6,000)
  • 2020-2021, Zhejiang University Outstanding Senior Student
  • 2019-2020, Zhejiang University First-Class Academic Scholarship (top 3%, ¥6,000)
  • 2019-2020, Zhejiang University Excellent League Cadre