A Review of Longitudinal Radiology Report Generation: Dataset Composition, Methods, and Performance Evaluation
Shaoyang Zhou*,
Yingshu Li*,
Yunyi Liu,
Lingqiao Liu,
Lei Wang,
Luping Zhou
(* equal contribution)
Medical Image Analysis (MedIA) 2026
IF-Bench: Evaluating Instruction Following in Video Embedding Models via Controlled Preference Flips
Yingshu Li,
Zhanyu Wang,
Xiaolei Xu,
Chen Tang,
Shen Wang,
Luping Zhou
ACM International Conference on Multimedia (ACM MM) 2026
Graph-Supervised Hierarchical Clinical Alignment for Radiology Report Generation with Large Language Models
Yingshu Li,
Yunyi Liu,
Zhanyu Wang,
Zailong Chen,
Lingqiao Liu,
Lei Wang,
Luping Zhou
ACM International Conference on Multimedia (ACM MM) 2026
Seeing What Matters: Lesion-Aware High-Resolution Patch Discovery and Fusion for Chest X-ray Report Generation
Yingshu Li,
Yunyi Liu,
Zhenghao Chen,
Tong Chen,
Zailong Chen,
Lingqiao Liu,
Lei Wang,
Luping Zhou
European Conference on Computer Vision (ECCV) 2026
SAT-RRG: LLM-Guided Self-Adaptive Training for Radiology Report Generation with Token-Level Push–Pull Optimization
Yunyi Liu*,
Yingshu Li*,
Tong Chen,
Lingqiao Liu,
Lei Wang,
Luping Zhou
(* equal contribution)
IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2026
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
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
AAAI Conference on Artificial Intelligence (AAAI) 2026
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
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
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