[HTML][HTML] Transformers in medical image analysis

K He, C Gan, Z Li, I Rekik, Z Yin, W Ji, Y Gao, Q Wang… - Intelligent …, 2023 - Elsevier
Transformers have dominated the field of natural language processing and have recently
made an impact in the area of computer vision. In the field of medical image analysis …

[HTML][HTML] Large language models in healthcare and medical domain: A review

ZA Nazi, W Peng - Informatics, 2024 - mdpi.com
The deployment of large language models (LLMs) within the healthcare sector has sparked
both enthusiasm and apprehension. These models exhibit the remarkable ability to provide …

Pre-trained language models in biomedical domain: A systematic survey

B Wang, Q ** review on multimodal deep learning in biomedical images and texts
Z Sun, M Lin, Q Zhu, Q ** medical image-text to a joint space via masked modeling
Z Chen, Y Du, J Hu, Y Liu, G Li, X Wan… - Medical Image Analysis, 2024 - Elsevier
Recently, masked autoencoders have demonstrated their feasibility in extracting effective
image and text features (eg, BERT for natural language processing (NLP) and MAE in …

Bi-VLGM: Bi-Level Class-Severity-Aware Vision-Language Graph Matching for Text Guided Medical Image Segmentation

W Chen, J Liu, T Liu, Y Yuan - International Journal of Computer Vision, 2024 - Springer
Medical reports containing specific diagnostic results and additional information not present
in medical images can be effectively employed to assist image understanding tasks, and the …

Advancing medical imaging with language models: featuring a spotlight on ChatGPT

M Hu, J Qian, S Pan, Y Li, RLJ Qiu… - Physics in Medicine & …, 2024 - iopscience.iop.org
This review paper aims to serve as a comprehensive guide and instructional resource for
researchers seeking to effectively implement language models in medical imaging research …

Language model and its interpretability in biomedicine: A sco** review

D Lyu, X Wang, Y Chen, F Wang - Iscience, 2024 - cell.com
With advancements in large language models, artificial intelligence (AI) is undergoing a
paradigm shift where AI models can be repurposed with minimal effort across various …