CV

Education

• Postdoctoral Researcher, Department of Automation, Tsinghua University, 2024-Present
  • Supervisor: Associate Professor Gao Huang
• Ph.D., School of Artificial Intelligence, China University of Mining and Technology (Beijing), 2021-2024
  • Major: Information and Communication Engineering
  • Supervisor: Professor Zijian Tian
  • Direct Ph.D. program (Master-Ph.D. combined)
• Visiting Scholar, Department of Electrical and Computer Engineering, University of British Columbia (UBC), 2024
  • CSC Scholarship
  • Joined Professor Victor C.M. Leung’s research group (Fellow of the Royal Society of Canada, Fellow of the Canadian Academy of Engineering, IEEE Life Fellow)
  • Co-supervisor: Professor Zehua Wang
• M.S., School of Mechanical, Electronic and Information Engineering, China University of Mining and Technology (Beijing), 2019-2021

Honors and Awards

• 2025 Outstanding Graduate of Beijing - Ph.D. (School-level, sole recipient)
• 2025 Outstanding Graduate - Ph.D. (School-level, sole recipient)
• 2024 National Scholarship for Ph.D. Students (School-level, ranked 1st)
• 2024 China Scholarship Council (CSC) Scholarship (School-level, sole recipient)
• 2024 University Board Scholarship (School-level, sole recipient)
• 2024 First-Class Ph.D. Scholarship (School-level, ranked 1st)
• 2024 Outstanding Innovative Talent Fund for Ph.D. Students (School-level, ranked 1st)
• 2023 First-Class Ph.D. Scholarship (School-level, ranked 1st)
• 2022 First-Class Ph.D. Scholarship (School-level, top 2)
• 2021 Master-Ph.D. Combined Program Scholarship (School-level, ranked 1st)
• Volunteer Service Outstanding Student Volunteer for COVID-19 Prevention (District Level)

Research Projects

• National Natural Science Foundation of China Joint Fund Project
  • Project: Multi-UAV Collaborative Cross-Scene Multimodal Object Detection and Tracking Technology Research
  • Role: Participant

Research Interests

• Computer Vision
  • Low-level vision tasks: Image enhancement and related techniques
  • High-level vision tasks: Object detection and recognition
  • Industrial applications: Integration of deep learning algorithms with edge computing for UAV inspection and other industrial scenarios
• Multimodal Learning
  • Multimodal Alignment
• Large Models
  • Multimodal Chain-of-Thought (CoT)
  • Hallucination in Multimodal Large Language Models (MLLM)
• Distributed Computing
  • Distributed inference based on edge computing and cloud-edge-terminal collaborative computing
  • Federated Learning

Publications

A Survey on Cloud-Edge-Terminal Collaborative Intelligence in AIoT Networks

Jiaqi Wu, Jing Liu, et al. "A Survey on Cloud-Edge-Terminal Collaborative Intelligence in AIoT Networks." IEEE Communications Surveys and Tutorials. (Under Review-2nd round, CAS Q1, IF: 34.4)

Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge Deployment

Jiaqi Wu, Shihao Zhang, et al. (2024). "Efficient Detection Framework Adaptation for Edge Computing: A Plug-and-play Neural Network Toolbox Enabling Edge Deployment." IEEE Transactions on Mobile Computing. (CAS Q1, CCF A)

FDPT: Federated Discrete Prompt Tuning for Black-Box Visual-Language Models

Jiaqi Wu, Simin Chen, et al. (2025). "FDPT: Federated Discrete Prompt Tuning for Black-Box Visual-Language Models." ICCV 2025. (CCF A)

CLIP-AE: A Multi-modal Unsupervised Images Enhancement Method Based on High-order Adaptive Curve for Visual Disbalance Defects

Jiaqi Wu, Shihao Zhang, et al. (2024). "CLIP-AE: A Multi-modal Unsupervised Images Enhancement Method Based on High-order Adaptive Curve for Visual Disbalance Defects." IEEE Transactions on Multimedia. (CAS Q1, CCF B)

Small Insulator Defects Detection Based on Multiscale Feature Interaction Transformer for UAV-assisted Power IoVT

Jiaqi Wu, Rui Jing, et al. (2024). "Small Insulator Defects Detection Based on Multiscale Feature Interaction Transformer for UAV-assisted Power IoVT." IEEE Internet of Things Journal. (CAS Q1)

A Lightweight Small Object Detection Method Based on Multi-Layer Coordination Federated Intelligence for Coal Mine IoVT

Jiaqi Wu, Ruihan Zheng, et al. (2024). "A Lightweight Small Object Detection Method Based on Multi-Layer Coordination Federated Intelligence for Coal Mine IoVT." IEEE Internet of Things Journal. (CAS Q1)

A Small Object Real-Time Detection Method for Power Line Inspection in Low-Illuminance Environments

Yubo Zhao, Jiaqi Wu (Co-First-Author), et al. (2024). "A Small Object Real-Time Detection Method for Power Line Inspection in Low-Illuminance Environments." IEEE Transactions on Emerging Topics in Computational Intelligence. (CAS Q2, Co-First-Author)

Pseudo-exposure Generation and Fusion for Low-Light Image Enhancement and Detection

Wei Yang, Jiaqi Wu (Co-First-Author), et al. (2024). "Pseudo-exposure Generation and Fusion for Low-Light Image Enhancement and Detection." ACM TOMM. (CCF B, Co-First-Author)

A TransISP Based Image Enhancement Method for Visual Disbalance in Low-light Images

Jiaqi Wu, Jing Guo, et al. (2024). "A TransISP Based Image Enhancement Method for Visual Disbalance in Low-light Images." Pacific Graphics 2024. (CCF B)

CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT Under Uneven Illumination

Shuai Wang, Shihao Zhang, Jiaqi Wu* (Corresponding Author), et al. (2024). "CLIP-Optimized Multimodal Image Enhancement via ISP-CNN Fusion for Coal Mine IoVT Under Uneven Illumination." IEEE Internet of Things Journal. (CAS Q1, *Corresponding Author)

An Improved CycleGAN-based Low-light Image Enhancement Method for Underground Coal Mines

Jiaqi Wu, Wenqi Zhang, et al. (2024). "An Improved CycleGAN-based Low-light Image Enhancement Method for Underground Coal Mines." Journal of Huazhong University of Science and Technology. (China STM Outstanding Action Plan: Echelon Journal, EI)

A Transformer and Adaptive Feature Fusion Based Method for Brightness Enhancement and Detail Preservation in Low-light Mine Images

Zijian Tian, Jiaqi Wu (Advisor as First Author), et al. (2024). "A Transformer and Adaptive Feature Fusion Based Method for Brightness Enhancement and Detail Preservation in Low-light Mine Images." Coal Science and Technology. (China STM Outstanding Action Plan: Leading Journal, EI)

A Two-stage Object Enhancement Network Based Insulator Fault Detection Method in Low-light Complex Environments

Zijian Tian, Jiaqi Wu (Advisor as First Author), et al. (2024). "A Two-stage Object Enhancement Network Based Insulator Fault Detection Method in Low-light Complex Environments." Power System Technology. (China STM Outstanding Action Plan: Leading Journal, EI)

Academic Service

• Journal Reviewer
  • IEEE Transactions on Multimedia (TMM)
  • IEEE Transactions on Industrial Informatics (TII)
  • Measurement
  • IEEE Internet of Things Journal (IOTJ)
  • Computer Communications (COMCOM)
• Student Leadership
  • Class President of 2021 Ph.D. cohort, School of Artificial Intelligence
  • Member of University Academic Affairs Council

Patents

• Jiaqi Wu, Jiayu Kou, et al. A Helmet Detection Method for Low-Light Dusty and Foggy Environments in Underground Coal Mines [P]. 2024