Dexing Huang「黄德兴」

I'm a fourth-year Ph.D. student in the Medical Robotics Lab at the State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences (CASIA), supervised by Prof. Zeng-Guang Hou (IEEE Fellow) and Prof. Xiao-Hu Zhou.
I received my B.S. degree in electronic engineering from Beijing University of Posts and Telecommunications (BUPT) in 2022.

I expect to graduate in 2027 and am actively seeking postdoctoral and industry research opportunities in AI for healthcare.
Please feel free to reach me by email or WeChat (hdx725).

Email  /  Scholar  /  GitHub

Portrait of Dexing Huang
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🧐 Research Interests

My research centers on AI-driven medical image analysis for safer and more effective vascular interventions. My current interests include:

  • Medical image processing: multimodal registration, vessel segmentation, and stenosis detection
  • Computer vision: unsupervised representation learning and generative models

🔥 News

  • [Jun. 2026] Our paper SPIRONet was accepted for publication in Biomedical Signal Processing and Control (BSPC).
  • [Apr. 2026] Our paper REASON was accepted for publication in Biomedical Signal Processing and Control (BSPC).
  • [Nov. 2025] Our paper MOSformer was accepted for publication in Biomimetic Intelligence and Robotics (BIROB).
  • [Nov. 2025] Our paper VasoMIM was accepted to the AAAI Conference on Artificial Intelligence (AAAI 2026).
  • [Jul. 2025] Our paper CAS-IQA was accepted to the International Conference on Neural Information Processing (ICONIP 2025).
  • [Dec. 2024] Our paper CAS-GAN was accepted to the IEEE Symposium Series on Computational Intelligence (SSCI 2025).
  • [Dec. 2023] Our paper on real-time 2D/3D registration was accepted for publication in IEEE Transactions on Automation Science and Engineering (TASE).
  • [Oct. 2022] Our paper on 2D/3D registration was accepted to the IEEE International Conference on Robotics and Biomimetics (ROBIO 2022).

📖 Publications (†: Co-First Author; *: Corresponding Author)

First / Co-First Author

Real-Time 2D/3D Registration via CNN Regression and Centroid Alignment Real-Time 2D/3D Registration via CNN Regression and Centroid Alignment
De-Xing Huang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Zeng-Guang Hou*, Ning Ma, Long Yan
IEEE Transactions on Automation Science and Engineering (TASE), 2025 (JCR: Q1, IF: 7.9)
PDF
VasoMIM: Vascular Anatomy-Aware Masked Image Modeling for Vessel Segmentation VasoMIM: Vascular Anatomy-Aware Masked Image Modeling for Vessel Segmentation
De-Xing Huang, Xiao-Hu Zhou*, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang,
Tian-Yu Xiang, Rui-Ze Ma, Nu-Fang Xiao, Zeng-Guang Hou*
Annual AAAI Conference on Artificial Intelligence (AAAI), 2026 (CCF-A, 4167/23680, 17.6%)
PDF / arXiv / Project Page / Poster / Slides (中文)
SPIRONet: Spatial-frequency learning and graph-based channel interaction network for vessel segmentation SPIRONet: Spatial-frequency learning and graph-based channel interaction network for vessel segmentation
De-Xing Huang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Zhen-Qiu Feng,
Mei-Jiang Gui, Hao Li, Tian-Yu Xiang, Bo-Xian Yao, Zeng-Guang Hou*
Biomedical Signal Processing and Control (BSPC), 2026 (JCR: Q2, IF: 5.7)
PDF / arXiv / Code
MOSformer: Momentum encoder-based inter-slice fusion transformer for medical image segmentation MOSformer: Momentum Encoder-based Inter-slice Fusion Transformer for Medical Image Segmentation
De-Xing Huang, Xiao-Hu Zhou*, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang,
Zhen-Qiu Feng, Zhi-Chao Lai, Zeng-Guang Hou*
Biomimetic Intelligence and Robotics (BIROB), 2026 (JCR: Q1, IF: 8.6)
PDF / arXiv
REASON: Probability map-guided dual-branch fusion framework for gastric content assessment REASON: Probability Map-guided Dual-branch Fusion Framework for Gastric Content Assessment
Nu-Fang Xiao†, De-Xing Huang†, Le-Tian Wang†, Mei-Jiang Gui, Qi Fu, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Zeng-Guang Hou, Ying-Wei Wang*, Xiao-Hu Zhou*
Biomedical Signal Processing and Control (BSPC), 2026 (JCR: Q2, IF: 5.7)
PDF / arXiv
CAS-GAN for Contrast-free Angiography Synthesis CAS-GAN for Contrast-free Angiography Synthesis
De-Xing Huang, Xiao-Hu Zhou*, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang,
Hao Li, Tian-Yu Xiang, Zeng-Guang Hou*
IEEE Symposium Series on Computational Intelligence (SSCI), 2025 (Best Paper Finalists)
PDF / arXiv / Poster / Slides
CAS-IQA: Teaching Vision-Language Models for Synthetic Angiography Quality Assessment CAS-IQA: Teaching Vision-Language Models for Synthetic Angiography Quality Assessment
Bo Wang†, De-Xing Huang†, Xiao-Hu Zhou*, Mei-Jiang Gui, Nu-Fang Xiao, Jian-Long Hao,
Ming-Yuan Liu*, Zeng-Guang Hou
International Conference on Neural Information Processing (ICONIP), 2025 (CCF-C)
PDF / arXiv / Poster
A Novel Two-Stage Framework for 2D/3D Registration in Neurological Interventions A Novel Two-Stage Framework for 2D/3D Registration in Neurological Interventions
De-Xing Huang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Jian-Long Hao,
Zeng-Guang Hou*, Ning Ma, Long Yan
IEEE International Conference on Robotics and Biomimetics (ROBIO), 2022
PDF

Co-Author

A Novel Orthogonal Halbach Bilayer for Super-Resolution Tactile Perception A Novel Orthogonal Halbach Bilayer for Super-Resolution Tactile Perception
Mei-Jiang Gui, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Shuang-Yi Wang, Hai-Chuan Liao,
Tian-Yu Xiang, De-Xing Huang, Bo-Xian Yao, Zeng-Guang Hou*
IEEE/ASME Transactions on Mechatronics (TMECH), 2025 (JCR: Q1, IF: 6.3)
PDF
Upper Limb Motor Skills Analysis: From Isolated to Sequential Upper Limb Motor Skills Analysis: From Isolated to Sequential
Tian-Yu Xiang, Xiao-Hu Zhou*, Mei-Jiang Gui, Xiao-Liang Xie, Shi-Qi Liu, Hao Li, De-Xing Huang,
Jia-Xing Wang, Yong-Qiang Tang, Jia-Mou Liu, Zeng-Guang Hou*
IEEE Transactions on Industrial Informatics (TII), 2025 (JCR: Q1, IF: 9.8)
PDF
Learning Motor Cues in Brain-Muscle Modulation Learning Motor Cues in Brain-Muscle Modulation
Tian-Yu Xiang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Mei-Jiang Gui, Hao Li, De-Xing Huang,
Xiu-Lin Liu, Zeng-Guang Hou*
IEEE Transactions on Cybernetics (TCYB), 2025 (JCR: Q1, IF: 11.3)
PDF
Learning EEG Motor Characteristics via Temporal-Spatial Representations Learning EEG Motor Characteristics via Temporal-Spatial Representations
Tian-Yu Xiang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Hong-Jun Yang, Zhen-Qiu Feng,
Mei-Jiang Gui, Hao Li, De-Xing Huang, Xiu-Lin Liu, Zeng-Guang Hou*
IEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2025 (JCR: Q1, IF: 6.0)
PDF / Code
Model-Based Offline Reinforcement Learning for Autonomous Delivery of Guidewire Model-Based Offline Reinforcement Learning for Autonomous Delivery of Guidewire
Hao Li, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Mei-Jiang Gui, Tian-Yu Xiang,
De-Xing Huang, Zeng-Guang Hou*
IEEE Transactions on Medical Robotics and Bionics (TMRB), 2024 (JCR: Q2, IF: 4.3)
PDF
Highly Interpretable Representation for Multi-Dimensional Tactile Perception Highly Interpretable Representation for Multi-Dimensional Tactile Perception
Mei-Jiang Gui, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Hao Li, Tian-Yu Xiang,
De-Xing Huang, Bo-Xian Yao, Yong-Gen Ling, Zeng-Guang Hou*
IEEE Transactions on Medical Robotics and Bionics (TMRB), 2024 (JCR: Q2, IF: 4.3)
PDF
Mask-Guided Multi-Task nnU-Net for Automated Segmentation and Classification of Blunt Traumatic Aortic Injury Mask-Guided Multi-Task nnU-Net for Automated Segmentation and Classification of Blunt Traumatic Aortic Injury
Yue Cao, Yi Sun, Xiao-Hu Zhou*, Mei-Jiang Gui, Tian-Yu Xiang, De-Xing Huang, Bo-Xian Yao,
Xiao-Liang Xie, Shi-Qi Liu, Jiang Xiong*, Zeng-Guang Hou*
IEEE International Conference on Robotics and Biomimetics (ROBIO), 2025
PDF
MICRO: Model-Based Offline Reinforcement Learning with A Conservative Bellman Operator MICRO: Model-Based Offline Reinforcement Learning with A Conservative Bellman Operator
Xiao-Yin Liu, Xiao-Hu Zhou*, Guo-Tao Li, Hao Li, Mei-Jiang Gui, Tian-Yu Xiang, De-Xing Huang,
Zeng-Guang Hou*
International Joint Conference on Artificial Intelligence (IJCAI), 2024 (CCF-A)
PDF / arXiv / Code
Cross-Modal Motor Representation Learning Cross-Modal Motor Representation Learning
Tian-Yu Xiang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Mei-Jiang Gui, Hao Li, De-Xing Huang,
Zeng-Guang Hou*
International Joint Conference on Neural Networks (IJCNN), 2024 (CCF-C)
PDF
A Learning-Based Acceleration Framework for Transient Hemodynamic Simulations A Learning-Based Acceleration Framework for Transient Hemodynamic Simulations
Qin-Yi Zhang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Mei-Jiang Gui, Hao Li,
Tian-Yu Xiang, De-Xing Huang, Zeng-Guang Hou*
International Conference on Biomimetic Intelligence and Robots (ICBIR), 2024
PDF
Design and Construction of A Spherical Magnet Array for Multi-Dimensional Tactile Perception Design and Construction of A Spherical Magnet Array for Multi-Dimensional Tactile Perception
Mei-Jiang Gui, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Zhen-Qiu Feng, Hao Li, Tian-Yu Xiang,
De-Xing Huang, Bo-Xian Yao, Zeng-Guang Hou*
IEEE International Conference on Real-time Computing and Robotics (RCAR), 2023 (Best Paper Award)
PDF
Learning Shared Semantic Information from Multimodal Bio-Signals for Brain-Muscle Modulation Analysis Learning Shared Semantic Information from Multimodal Bio-Signals for Brain-Muscle Modulation Analysis
Tian-Yu Xiang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Hong-Jun Yang, Zhen-Qiu Feng, Mei-Jiang Gui, Hao Li, De-Xing Huang, Zeng-Guang Hou*
ACM International Conference on Multimedia (ACM MM), 2023 (CCF-A)
PDF
Effective Skill Learning on Vascular Robotic Systems: Combining Offline and Online Reinforcement Learning Effective Skill Learning on Vascular Robotic Systems: Combining Offline and Online Reinforcement Learning
Hao Li, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, Mei-Jiang Gui, Tian-Yu Xiang, De-Xing Huang,
Zeng-Guang Hou*
International Conference on Neural Information Processing (ICONIP), 2023 (CCF-C)
PDF
MEDIA-Net: Multi-Scale Feature Extraction and Depthwise Attention Network for Accurate Carotid Artery Segmentation MEDIA-Net: Multi-Scale Feature Extraction and Depthwise Attention Network for Accurate Carotid Artery Segmentation
Wen-Tao Wang, Xiao-Hu Zhou*, Xiao-Liang Xie, Shi-Qi Liu, De-Xing Huang, Hao Li, Tian-Yu Xiang,
Zeng-Guang Hou
International Conference on Biomimetic Intelligence and Robots (ICBIR), 2023
PDF

🏆 Awards

  • Graduate Student Research Grant, IEEE Computational Intelligence Society (CIS), 2026
  • Outstanding Three-Good Student (三好学生标兵), University of Chinese Academy of Sciences, 2026
  • Doctoral Student Project of the Young S&T Talents Cultivation Project, CAST (中国科协青年科技人才培育工程博士生专项计划), 2025
  • Runner-up Prize, University of Chinese Academy of Sciences Graduate Academic Forum – Artificial Intelligence Sub-forum, 2025
  • Three-Good Student (三好学生), University of Chinese Academy of Sciences, 2025
  • Best Paper Finalist, IEEE Symposium Series on Computational Intelligence (SSCI), 2025
  • Excellent Student Leader (优秀学生干部), University of Chinese Academy of Sciences, 2024
  • 4th Ph.D. Pilot Program (博士生实验班), Institute of Automation, Chinese Academy of Sciences, 2024
  • Outstanding Graduate (优秀毕业生), Beijing University of Posts and Telecommunications, 2022
  • First-Class Scholarship (top 3%), Beijing University of Posts and Telecommunications, 2021
  • Second-Class Scholarship (top 10%), Beijing University of Posts and Telecommunications, 2019 and 2020

🎓 Academic Service

Conference Reviewer

  • AAAI Conference on Artificial Intelligence (AAAI), 2026 and 2027
  • IEEE International Conference on Multimedia and Expo (ICME), 2026
  • IEEE International Conference on Robotics and Automation (ICRA), 2025
  • IEEE International Joint Conference on Neural Networks (IJCNN), 2024–2027
  • Chinese Control Conference (CCC), 2026
  • International Conference on Neural Information Processing (ICONIP), 2023 and 2026
  • Asian Conference on Artificial Intelligence Technology (ACAIT), 2023

Journal Reviewer

  • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
  • Pattern Recognition (PR)
  • Expert Systems with Applications (ESWA)

Last updated: Jul. 19, 2026
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