Ziman CHEN is a Research Assistant Professor at The Hong Kong Polytechnic University. His research focuses on AI-enabled ultrasound diagnosis, including thyroid nodule classification, clinical decision support, and renal fibrosis assessment in chronic kidney disease. He develops and validates machine-learning approaches that combine clinical ultrasound expertise with medical AI to improve diagnostic accuracy and consistency.