Yichong Nie

About

I am an undergraduate researcher at Xi'an Jiaotong-Liverpool University, majoring in Information and Computing Science. My work spans multimodal learning, vision-language models, medical image analysis, and LLM agents.

I am currently working on clinically deployable medical imaging models, long-context vision retrieval, and memory in agent systems. Feel free to contact me if you are interested in my work. I am always open to collaboration and exchange of ideas.

Also, I am applying for 2027 Fall PhD positions.

Research Interests

• Multimodal Learning
• Vision-Language Models
• Medical Image Analysis
• LLM Agents

Selected Publications

• Train Multimodal, Deploy Unimodal: Hierarchical Cross-Modality Knowledge Distillation for Brain Disease Diagnosis

  Yichong Nie^*, Bo Peng, Xin Zhu, Rong Xu, Jian Cheng, Yakang Dai

  17th International Workshop on Machine Learning in Medical Imaging (MLMI), MICCAI 2026 · 2026

• Early Cerebral Palsy Risk Stratification of Children and Adolescents in PVL based on Conventional MRI: Visual Scoring Validation and Deep Learning Prediction

  Co-authored clinical manuscript

  Manuscript in preparation · 2026

• Severity Grading of Neonatal Hypoxic-Ischemic Encephalopathy Based on a 2D Swin Transformer

  Co-authored clinical manuscript

  Manuscript in preparation · 2026

Projects

• Homepage Generator Agent

  Upload a resume and get a customizable personal homepage, the Homepage Generator Agent is designed for college graduates and above. Your homepage URL will be /<name>/, and the backend at /<name>/admin/ can be accessed via a unified account, where you can make edits, publish updates, and roll back changes at any time; the page content is synced with your resume PDF, so any change made on either side will be reflected on the other automatically.

  Open →

• AI Nutrition Scanner · 拍物识营养

  Public deliverable of the AIGCOIL platform: photograph a meal and get an instant nutrition breakdown.

  Open →

Contact

I am always eager to explore research collaborations and PhD opportunities.

@EmailGHGitHub