Resources
Database Credentialed Access
EHRXQA: A Multi-Modal Question Answering Dataset for Electronic Health Records with Chest X-ray Images
Seongsu Bae, Daeun Kyung, Jaehee Ryu, Eunbyeol Cho, Gyubok Lee, Sunjun Kweon, Jungwoo Oh, Lei JI, Eric Chang, Tackeun Kim, Edward Choi
question answering benchmark evaluation visual question answering electronic health records multi-modal question answering deep learning chest x-ray ehr question answering semantic parsing machine learning
Published: July 23, 2024. Version: 1.0.0
Database Credentialed Access
RadNLI: A natural language inference dataset for the radiology domain
Yasuhide Miura, Yuhao Zhang, Emily Tsai, Curtis Langlotz, Dan Jurafsky
Published: June 29, 2021. Version: 1.0.0
Database Credentialed Access
FFA-IR: Towards an Explainable and Reliable Medical Report Generation Benchmark
Mingjie Li, Wenjia Cai, Rui Liu, Yuetian Weng, Xiaoyun Zhao, Cong Wang, Xin Chen, Zhong Liu, Caineng Pan, Mengke Li, Yingfeng Zheng, Yizhi Liu, Flora Salim, Karin Verspoor, Xiaodan Liang, Xiaojun Chang
fundus fluorescein angiography explainable and reliable evaluation vision and language medical report generation
Published: Sept. 21, 2021. Version: 1.0.0
Database Credentialed Access
RadGraph2: Tracking Findings Over Time in Radiology Reports
Adam Dejl, Sameer Khanna, Patricia Therese Pile, Kibo Yoon, Steven QH Truong, Hanh Duong, Agustina Saenz, Pranav Rajpurkar
chest x-rays relation extraction disease progression information extraction radiology reports named entity recognition
Published: Aug. 8, 2024. Version: 1.0.0
Database Restricted Access
Pulmonary Edema Severity Grades Based on MIMIC-CXR
Ruizhi Liao, Geeticka Chauhan, Polina Golland, Seth Berkowitz, Steven Horng
Published: Feb. 9, 2021. Version: 1.0.1
Database Credentialed Access
GOSSIS-1-eICU, the eICU-CRD subset of the Global Open Source Severity of Illness Score (GOSSIS-1) dataset
Jesse Raffa, Alistair Johnson, Tom Pollard, Omar Badawi
icu critical care severity of illness global gossis apache mortality prediction benchmarking
Published: July 20, 2022. Version: 1.0.0
Database Credentialed Access
ReFiSco: Report Fix and Score Dataset for Radiology Report Generation
Katherine Tian, Sina J Hartung, Andrew A Li, Jaehwan Jeong, Fardad Behzadi, Juan Calle-Toro, Subathra Adithan, Michael Pohlen, David Osayande, Pranav Rajpurkar
Published: Aug. 23, 2023. Version: 0.0
Database Credentialed Access
RadGraph: Extracting Clinical Entities and Relations from Radiology Reports
Saahil Jain, Ashwin Agrawal, Adriel Saporta, Steven QH Truong, Du Nguyen Duong, Tan Bui, Pierre Chambon, Matthew Lungren, Andrew Ng, Curtis Langlotz, Pranav Rajpurkar
entity and relation extraction graph multi-modal natural language processing radiology
Published: June 3, 2021. Version: 1.0.0
Challenge Credentialed Access
CXR-LT: Multi-Label Long-Tailed Classification on Chest X-Rays
Gregory Holste, Song Wang, Ajay Jaiswal, Yuzhe Yang, Mingquan Lin, Yifan Peng, Atlas Wang
Published: Sept. 28, 2023. Version: 1.1.0
Database Credentialed Access
ReXPref-Prior: A MIMIC-CXR Preference Dataset for Reducing Hallucinated Prior Exams in Radiology Report Generation
Oishi Banerjee, Hong-Yu Zhou, Subathra Adithan, Stephen Kwak, Kay Wu, Pranav Rajpurkar
chest x-rays reinforcement learning hallucination
Published: Aug. 14, 2024. Version: 1.0.0