2025

S-RRG-Bench: Structured Radiology Report Generation with Fine-Grained Evaluation Framework

Yingshu Li, Yunyi Liu, Zhanyu Wang, Xinyu Liang, Lingqiao Liu, Lei Wang, Luping Zhou

Meta-Radiology 2025

S-RRG-Bench: Structured Radiology Report Generation with Fine-Grained Evaluation Framework

Yingshu Li, Yunyi Liu, Zhanyu Wang, Xinyu Liang, Lingqiao Liu, Lei Wang, Luping Zhou

Meta-Radiology 2025

Enhancing Radiology Report Generation via Multi-Phased Supervision

Zailong Chen, Yingshu Li, Zhanyu Wang, Peng Gao, Johan Barthelemy, Luping Zhou, Lei Wang

IEEE Transactions on Medical Imaging (IEEE-TMI) 2025

[Paper]

Enhancing Radiology Report Generation via Multi-Phased Supervision

Zailong Chen, Yingshu Li, Zhanyu Wang, Peng Gao, Johan Barthelemy, Luping Zhou, Lei Wang

IEEE Transactions on Medical Imaging (IEEE-TMI) 2025

[Paper]

2024

ReFINE: A Reward-Based Framework for Interpretable and Nuanced Evaluation of Radiology Report Generation

Yunyi Liu, Yingshu Li, Zhanyu Wang, Lei Wang, Lingqiao Liu, Luping Zhou

Under review. 2024

[Paper]

ReFINE: A Reward-Based Framework for Interpretable and Nuanced Evaluation of Radiology Report Generation

Yunyi Liu, Yingshu Li, Zhanyu Wang, Lei Wang, Lingqiao Liu, Luping Zhou

Under review. 2024

[Paper]

MRScore: Evaluating Radiology Report Generation with LLM-based Reward System

Yunyi Liu, Yingshu Li, Zhanyu Wang, Lei Wang, Lingqiao Liu, Luping Zhou

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2024 Early Accept

[Paper]

MRScore: Evaluating Radiology Report Generation with LLM-based Reward System

Yunyi Liu, Yingshu Li, Zhanyu Wang, Lei Wang, Lingqiao Liu, Luping Zhou

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2024 Early Accept

[Paper]

KARGEN: Knowledge-Enhanced Automated Radiology report generation using large language models

Yingshu Li, Zhanyu Wang, Yunyi Liu, Lei Wang, Lingqiao Liu, Luping Zhou

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2024 Early Accept

[Paper]

KARGEN: Knowledge-Enhanced Automated Radiology report generation using large language models

Yingshu Li, Zhanyu Wang, Yunyi Liu, Lei Wang, Lingqiao Liu, Luping Zhou

International Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI) 2024 Early Accept

[Paper]

2023

A Systematic Evaluation of GPT-4V‘s Multimodal Capability for Medical Image Analysis

Yunyi Liu*, Yingshu Li*, Zhanyu Wang*, Xinyu Liang, Lingqiao Liu, Lei Wang, Leyang Cui, Zhaopeng Tu, Longyue Wang, Luping Zhou (* equal contribution)

Meta-Radiology 2024

We systematically evaluated the multimodal capabilities of GPT-4V in medical image analysis, focusing on its performance across various tasks such as VQA, Report Generation, and Visual Grounding.

[Paper]

A Systematic Evaluation of GPT-4V‘s Multimodal Capability for Medical Image Analysis

Yunyi Liu*, Yingshu Li*, Zhanyu Wang*, Xinyu Liang, Lingqiao Liu, Lei Wang, Leyang Cui, Zhaopeng Tu, Longyue Wang, Luping Zhou (* equal contribution)

Meta-Radiology 2024

We systematically evaluated the multimodal capabilities of GPT-4V in medical image analysis, focusing on its performance across various tasks such as VQA, Report Generation, and Visual Grounding.

[Paper]