A survey of deep-learning-based radiology report generation using multimodal inputs

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Xinyi Wang, Grazziela P. Figueredo, Ruizhe Li, Wei Emma Zhang, Weitong Chen, Xin Chen

Published: 2025, Last Modified: 17 Jan 2026Medical Image Anal. 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•The most up-to-date survey for radiology report generation using multimodal data.•A general workflow for deep learning-based report generation is proposed.•Recent large foundation models are discussed with proposed future directions.•Comprehensive benchmark datasets and evaluation metrics were compared.