MEDICAL IMAGE UNDERSTANDING WITH PRETRAINED VISION LANGUAGE MODELS: A COMPREHENSIVE STUDY. - Ziyuan Qin 001; Huahui Yi; Qicheng Lao; Kang Li 004 (ICLR, 2023)

Multiple Prompt Fusion for Zero-Shot Lesion Detection Using Vision-Language Models. - Miaotian Guo; Huahui Yi; Ziyuan Qin 001; Haiying Wang 005; Aidong Men; Qicheng Lao (MICCAI (5), 2023)

Towards General Purpose Medical AI: Continual Learning Medical Foundation Model. - Huahui Yi; Ziyuan Qin 001; Qicheng Lao; Wei Xu 046; Zekun Jiang; Dequan Wang; Shaoting Zhang 001; Kang Li 004 (CoRR, 2023)

SAM on Medical Images: A Comprehensive Study on Three Prompt Modes. - Dongjie Cheng; Ziyuan Qin 001; Zekun Jiang; Shaoting Zhang 001; Qicheng Lao; Kang Li 004 (CoRR, 2023)

ConES: Concept Embedding Search for Parameter Efficient Tuning Large Vision Language Models. - Huahui Yi; Ziyuan Qin 001; Wei Xu 046; Miaotian Guo; Kun Wang; Shaoting Zhang 001; Kang Li 004; Qicheng Lao (CoRR, 2023)

FADO: Feedback-Aware Double COntrolling Network for Emotional Support Conversation. - Wei Peng 008; Ziyuan Qin 001; Yue Hu 002; Yuqiang Xie; Yunpeng Li 006 (Knowl. Based Syst., 2023)

EEG-DIF: Early Warning of Epileptic Seizures through Generative Diffusion Model-based Multi-channel EEG Signals Forecasting. - Zekun Jiang; Wei Dai; Qu Wei; Ziyuan Qin 001; Kang Li 004; Le Zhang 004 (BCB, 2024)

TV-SAM: Increasing Zero-Shot Segmentation Performance on Multimodal Medical Images Using GPT-4 Generated Descriptive Prompts Without Human Annotation. - Zekun Jiang; Dongjie Cheng; Ziyuan Qin 001; Jun Gao; Qicheng Lao; Abdullaev Bakhrom Ismoilovich; Gayrat Urazboev; Yuldashov Elyorbek; Bekchanov Habibullo; Defu Tang; Linjing Wei; Kang Li 004; et al. (Big Data Min. Anal., 2024)

Increasing SAM Zero-Shot Performance on Multimodal Medical Images Using GPT-4 Generated Descriptive Prompts Without Human Annotation. - Zekun Jiang; Dongjie Cheng; Ziyuan Qin 001; Jun Gao; Qicheng Lao; Kang Li 004; Le Zhang 004 (CoRR, 2024)

Evaluating Hallucination in Text-to-Image Diffusion Models with Scene-Graph based Question-Answering Agent. - Ziyuan Qin 001; Dongjie Cheng; Haoyu Wang; Huahui Yi; Yuting Shao; Zhiyuan Fan; Kang Li 004; Qicheng Lao (CoRR, 2024)

Guiding Medical Vision-Language Models with Diverse Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations. - Kangyu Zhu; Ziyuan Qin 001; Huahui Yi; Zekun Jiang; Qicheng Lao; Shaoting Zhang 001; Kang Li 004 (NAACL (Long Papers), 2025)

Topological representation based on wavelet transform as a novel imaging biomarker for tumor diagnosis in ultrasound images: A comprehensive study. - Qu Wei; Si Zeng; Zekun Jiang; Fashu Xu; Shuhua Shi; Wen Wen; Ziyuan Qin 001; Zhenye Lou; Kang Li 004 (Comput. Methods Programs Biomed., 2025)

Guiding Medical Vision-Language Models with Explicit Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations. - Kangyu Zhu; Ziyuan Qin 001; Huahui Yi; Zekun Jiang; Qicheng Lao; Shaoting Zhang 001; Kang Li 004 (CoRR, 2025)

iDPA: Instance Decoupled Prompt Attention for Incremental Medical Object Detection. - Huahui Yi; Wei Xu 046; Ziyuan Qin 001; Xi Chen; Xiaohu Wu; Kang Li 004; Qicheng Lao (CoRR, 2025)