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 |
- Improving Radiology Summarization with Radiograph and Anatomy Prompts [paper]
- ImpressionGPT: An Iterative Optimizing Framework for Radiology Report Summarization with ChatGPT [paper] [code]
- RadAdapt: Radiology Report Summarization via Lightweight Domain Adaptation of Large Language Models [paper]
- FactReranker: Fact-guided Reranker for Faithful Radiology Report Summarization [paper]
- Leveraging Summary Guidance on Medical Report Summarization [paper] [code]
ACL 2022
Graph Enhanced Contrastive Learning for Radiology Findings Summarization [paper] [code]ACL 2022
Differentiable Multi-Agent Actor-Critic for Multi-Step Radiology Report Summarization [paper]ClinicalNLP 2022
Fine-tuning BERT Models for Summarizing German Radiology Findings [paper]ML4H2022 Extended Abstract Collection
Toward expanding the scope of radiology report summarization to multiple anatomies and modalities [paper] [code]
ACL 2021 Findings
Word Graph Guided Summarization for Radiology Findings [paper] [code]IEEE Transactions on Multimedia
ChestXRayBERT: A Pretrained Language Model for Chest Radiology Report Summarization [paper]BioNLP 2021
BDKG at MEDIQA 2021: system report for the radiology report summarization task [paper]
ACL 2020
Attend to Medical Ontologies: Content Selection for Clinical Abstractive Summarization [paper]ACL 2020
Optimizing the Factual Correctness of a Summary: A Study of Summarizing Radiology Reports [paper]
SIGIR 2019
Ontology-Aware Clinical Abstractive Summarization [paper]