Lingyu Zhou

I am a PhD candidate at the College of Computer Science, Sichuan University, advised by Prof. Zhang Yi (Foreign Member of the Russian Academy of Engineering, IEEE Fellow). I am a member of the Machine Intelligence Lab.

Prior to this, I obtained my B.Eng. degree in Computer Science and Technology from Sichuan University in 2022.

My research centers on mitigating hallucinations in Multimodal Large Language Models (MLLMs) within real-world clinical scenarios. Specifically, I investigate how to effectively embed visual evidence grounding with rich semantic context into LLMs, enabling faithful and interpretable cross-modal reasoning. My work spans radiology report generation, medical image segmentation, and computer-aided diagnosis, aiming to build trustworthy AI systems that bridge the gap between multimodal intelligence and clinical practice.