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We propose a new automated evaluation metric for machine-generated radiology reports using the successful COMET architecture adapted for the radiology domain.
MIMIC-CXR: A large publicly available database of labeled chest radiographs
Alistair E. W. Johnson, Tom J. Pollard, Seth J. Berkowitz, Nathaniel R. Greenbaum, Matthew P. Lungren, Chih-ying Deng, Roger G. Mark, and Steven Horng. 2019 · 1901
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Olkin’s new formula for significance of r13 vs. r23 compared with hotelling’s method
Gerry F Hendrickson, Julian C Stanley, and John R Hills. 1970 · 1970
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PhysioBank, PhysioToolkit, and PhysioNet: Components of a new research resource for complex physiologic signals
A. L. Goldberger, L. A. N. Amaral, L. Glass, J. M. Hausdorff, P. Ch. Ivanov, R. G. Mark, J. E. Mietus, G. B. Moody, C.-K. Peng, and H. E. Stanley. 2000 · 2000
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BLEU: A method for automatic evaluation of machine translation
Kishore Papineni, Salim Roukos, Todd Ward, and Wei-Jing Zhu. 2002 · 2002
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cocor: A comprehensive solution for the statistical comparison of correlations
Birk Diedenhofen and Jochen Musch. 2015 · 2015
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Radiology report: a guide to thoughtful communication for radiologists and other medical professionals
Curtis P Langlotz. 2015 · 2015
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Preparing a collection of radiology examinations for distribution and retrieval
Dina Demner-Fushman, Marc D. Kohli, Marc B. Rosenman, Sonya E. Shooshan, Laritza Rodriguez, Sameer Antani, George R. Thoma, and Clement J. McDonald. 2016 · 2016
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Improved image captioning via policy gradient optimization of SPIDEr
Siqi Liu, Zhenhai Zhu, Ning Ye, Sergio Guadarrama, and Kevin Murphy. 2017 · 2017
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Why we need new evaluation metrics for NLG
Jekaterina Novikova, Ondřej Dušek, Amanda Cercas Curry, and Verena Rieser. 2017 · 2017
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Hybrid retrieval-generation reinforced agent for medical image report generation
Christy Y. Li, Xiaodan Liang, Zhiting Hu, and Eric P. Xing. 2018 · 2018
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Publicly available clinical BERT embeddings
Emily Alsentzer, John Murphy, William Boag, Wei-Hung Weng, Di Jindi, Tristan Naumann, and Matthew McDermott. 2019 · 2019
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Captioning ultrasound images automatically
Mohammad Alsharid, Harshita Sharma, Lior Drukker, Pierre Chatelain, Aris T. Papageorghiou, and J. Alison Noble. 2019 · 2019
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Multi-attention and incorporating background information model for chest x-ray image report generation
Xin Huang, Fengqi Yan, Wei Xu, and Maozhen Li. 2019 · 2019
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Generating radiology reports via memory-driven transformer
Zhihong Chen, Yan Song, Tsung-Hui Chang, and Xiang Wan. 2020 · 2020
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Unsupervised cross-lingual representation learning at scale
Combining automatic labelers and expert annotations for accurate radiology report labeling using BERT
Akshay Smit, Saahil Jain, Pranav Rajpurkar, Anuj Pareek, Andrew Ng, and Matthew Lungren. 2020 · 2020
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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, Yuhao Zhang, Matthew P Lungren, Andrew Y Ng, Curtis P Langlotz, and Pranav Rajpurkar. 2021 · 2021
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A global analysis of metrics used for measuring performance in natural language processing
Kathrin Blagec, Georg Dorffner, Milad Moradi, Simon Ott, and Matthias Samwald. 2022 · 2022
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Towards explainable evaluation metrics for natural language generation
Christoph Leiter, Piyawat Lertvittayakumjorn, Marina Fomicheva, Wei Zhao, Yang Gao, and Steffen Eger. 2022 · 2022
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A survey on deep learning and explainability for automatic report generation from medical images
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Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020 · 2020
Cited alongside, same era.
Meshed-Memory Transformer for Image Captioning
Marcella Cornia, Matteo Stefanini, Lorenzo Baraldi, and Rita Cucchiara. 2020 · 2020
Cited alongside, same era.
COMET: A neural framework for MT evaluation
Ricardo Rei, Craig Stewart, Ana C Farinha, and Alon Lavie. 2020 · 2020
Cited alongside, same era.
Evaluating progress in automatic chest x-ray radiology report generation
Feiyang Yu, Mark Endo, Rayan Krishnan, Ian Pan, Andy Tsai, Eduardo Pontes Reis, Eduardo Kaiser Ururahy Nunes Fonseca, Henrique Min Ho Lee, Zahra Shakeri Hossein Abad, Andrew Y. Ng, Curtis P. Langlotz, Vasantha Kumar Venugopal, and Pranav Rajpurkar. 2023a
Cited in the paper.
Radiology report expert evaluation (rexval) dataset
Feiyang Yu, Mark Endo, Rayan Krishnan, Ian Pan, Andy Tsai, Eduardo Pontes Reis, Eduardo Kaiser Ururahy Nunes Fonseca, Henrique Lee, Zahra Shakeri, Andrew Ng, Curtis Langlotz, Vasantha Kumar Venugopal, and Pranav Rajpurkar. 2023b
Cited in the paper.
BERTscore: Evaluating text generation with BERT
Tianyi Zhang, Varsha Kishore, Felix Wu, Kilian Q. Weinberger, and Yoav Artzi. 2020a
Cited in the paper.
When radiology report generation meets knowledge graph
Yixiao Zhang, Xiaosong Wang, Ziyue Xu, Qihang Yu, Alan Yuille, and Daguang Xu. 2020b
Cited in the paper.
Pablo Messina, Pablo Pino, Denis Parra, Alvaro Soto, Cecilia Besa, Sergio Uribe, Marcelo Andía, Cristian Tejos, Claudia Prieto, and Daniel Capurro. 2022 · 2022
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A survey of evaluation metrics used for NLG systems
Ananya B. Sai, Akash Kumar Mohankumar, and Mitesh M. Khapra. 2022 · 2022
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Comet: High-quality machine translation evaluation
Unbabel AI. 2020 · 2022
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Medical subject headings files 2023
National Library of Medicine. 2023 · 2023
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