Radiology Summarization Papers

Dataset

ID	Name	Description	Paper	Language
1	MIMIC-CXR	Chest X-Rays	MIMIC-CXR-JPG, a large publicly available database of labeled chest radiographs	English
2	OpenI	Chest X-Rays	Preparing a collection of radiology examinations for distribution and retrieval	English
3	MIMIC-III	-	MIMIC-III, a freely accessible critical care database	English
4	PadChest	Chest X-Rays	PadChest: A large chest x-ray image dataset with multi-label annotated reports	Spanish
5	RadSpRL	Chest X-Rays	A dataset of chest X-ray reports annotated with Spatial Role Labeling annotations	English

2023

1. Improving Radiology Summarization with Radiograph and Anatomy Prompts [paper]
2. ImpressionGPT: An Iterative Optimizing Framework for Radiology Report Summarization with ChatGPT [paper] [code]
3. RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models [paper]
4. FactReranker: Fact-guided Reranker for Faithful Radiology Report Summarization [paper]
5. Leveraging Summary Guidance on Medical Report Summarization [paper] [code]

2022

1. ACL 2022 Graph Enhanced Contrastive Learning for Radiology Findings Summarization [paper] [code]
2. ACL 2022 Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization [paper]
3. ClinicalNLP 2022 Fine-tuning BERT Models for Summarizing German Radiology Findings [paper]
4. ML4H2022 Extended Abstract Collection Toward expanding the scope of radiology report summarization to multiple anatomies and modalities [paper] [code]

2021

1. ACL 2021 Findings Word Graph Guided Summarization for Radiology Findings [paper] [code]
2. IEEE Transactions on Multimedia ChestXRayBERT: A Pretrained Language Model for Chest Radiology Report Summarization [paper]
3. BioNLP 2021 BDKG at MEDIQA 2021: system report for the radiology report summarization task [paper]

2020

1. ACL 2020 Attend to Medical Ontologies: Content Selection for Clinical Abstractive Summarization [paper]
2. ACL 2020 Optimizing the Factual Correctness of a Summary: A Study of Summarizing Radiology Reports [paper]

2019

1. SIGIR 2019 Ontology-Aware Clinical Abstractive Summarization [paper]

2018

1. EMNLP-LOUHI Learning to Summarize Radiology Findings [paper] [code]