Has multimodal learning delivered universal intelligence in healthcare? A comprehensive survey

Q Lin, Y Zhu, X Mei, L Huang, J Ma, K He, Z Peng… - Information …, 2024‏ - Elsevier
The rapid development of artificial intelligence has constantly reshaped the field of
intelligent healthcare and medicine. As a vital technology, multimodal learning has …

A comprehensive survey of foundation models in medicine

W Khan, S Leem, KB See, JK Wong… - IEEE Reviews in …, 2025‏ - ieeexplore.ieee.org
Foundation models (FMs) are large-scale deeplearning models that are developed using
large datasets and self-supervised learning methods. These models serve as a base for …

[HTML][HTML] Longitudinal data and a semantic similarity reward for chest X-ray report generation

A Nicolson, J Dowling, D Anderson… - Informatics in Medicine …, 2024‏ - Elsevier
Radiologists face high burnout rates, partially due to the increasing volume of Chest X-rays
(CXRs) requiring interpretation and reporting. Automated CXR report generation holds …

Topicwise Separable Sentence Retrieval for Medical Report Generation

J Zhao, Y Zhou, Z Chen, H Fu… - IEEE Transactions on …, 2024‏ - ieeexplore.ieee.org
Automated radiology reporting holds immense clinical potential in alleviating the
burdensome workload of radiologists and mitigating diagnostic bias. Recently, retrieval …

Large Language Model for Medical Images: A Survey of Taxonomy, Systematic Review, and Future Trends

P Wang, W Lu, C Lu, R Zhou, M Li… - Big Data Mining and …, 2025‏ - ieeexplore.ieee.org
The advent of Large Language Models (LLMs) has sparked considerable interest in the
medical image domain, as they can generalize to multiple tasks and offer outstanding …

The Impact of Auxiliary Patient Data on Automated Chest X-Ray Report Generation and How to Incorporate It

A Nicolson, S Zhuang, J Dowling… - arxiv preprint arxiv …, 2024‏ - arxiv.org
This study investigates the integration of diverse patient data sources into multimodal
language models for automated chest X-ray (CXR) report generation. Traditionally, CXR …

WoLF: Wide-scope Large Language Model Framework for CXR Understanding

S Kang, D Kim, J Kim, HK Lee, SJ Hwang - arxiv preprint arxiv …, 2024‏ - arxiv.org
Significant methodological strides have been made toward Chest X-ray (CXR)
understanding via modern vision-language models (VLMs), demonstrating impressive …

Adopting Generative AI with Precaution in Dentistry: A Review and Reflection

M Xu, C Ye, Z Zeng, C Chang, S Qi… - … on Digital Health …, 2024‏ - ieeexplore.ieee.org
The progress in large language models (LLMs) brings much excitement and efforts in
medical artificial intelligence, which could transform patient-doctor conversation while …