About Me
Research
Currently working on several exciting projects:
- Multimodal LLM for lung cancer diagnosis in collaboration with Guangzhou Medical University
- AI-powered depression detection using brain fMRI scans and psychological evaluations
Recent Publications
- Zhang, J., Liang, J., Cai, Y., Ni, J., He, J. Can LLM Understand Medical Imaging With Long Context? (IEEE ICME 2026) Paper PDF
- Zhang, C., Wang, X., Zhang, J. et al. VESC: a new variational autoencoder based model for anomaly detection (Int. J. Mach. Learn. & Cyber., 2023) DOI: 10.1007/s13042-022-01657-w
- Zhang, C., Wang, X., Zhang, H.,Zhang, J. et al. LayerLog: Log sequence anomaly detection based on hierarchical semantics (Applied Soft Computing, 2022) DOI: 10.1016/j.asoc.2022.109860
Research Experience
Research Collaborator @ State Key Laboratory of Respiratory Disease, Guangzhou Medical University (Dec 2024 - Present)
- Collaborating with the lung cancer (thoracic oncology) group on training-free multimodal LLM frameworks for CT/WSI medical imaging analysis.
- Co-authored Can LLM Understand Medical Imaging With Long Context? (IEEE ICME 2026) — Paper PDF
Final Year Project @ NTU College of Computing and Data Science (CCDS), Alvin Chan’s Lab (Jul 2025 - May 2026)
- Completing the undergraduate graduation thesis in Alvin Chan’s Lab on process reward modeling for biomedical reasoning.
- Thesis: BioMedPRM: Implementing Process Reward Model for Biomedical Reasoning in Out-of-Distribution Scenarios — Google Scholar
Research Intern @ Pohang University of Science and Technology (Jun 2024 - Aug 2024)
- Worked on MRI/X-ray image segmentation for spine disease diagnosis
- Applied denoising diffusion models and NLP techniques for medical data analysis
Full Stack Developer Intern @ Clangorous Technological Company (Dec 2023 - Feb 2024)
- Developed applications using .NET, MVC, and ERP systems
- Contributed to full-stack development and testing
Skills
AI/ML: PyTorch, Computer Vision, Transformers, Domain Adaptation, Multimodal Learning
Programming: Python, C/C++, Java
Web Development: Flask, Vue, React, MySQL, .NET
Tools: Data preprocessing, Web scraping, Unity