Pneumothorax and chest tube classification on chest x-rays for detection of missed pneumothorax

Chexpert: A large chest radiograph dataset with uncertainty labels and expert comparison

Original

Jeremy Irvin, Pranav Rajpurkar, Michael Ko, Yifan Yu, Silviana Ciurea-Ilcus, Chris Chute, Henrik Marklund, Behzad Haghgoo, Robyn L Ball, Katie S Shpanskaya, Jayne Seekins, David A Mong, Safwan S Halabi, Jesse K Sandberg, Ricky Jones, David B Larson, Curtis P Langlotz, Bhavik N Patel, Matthew P Lungren, and Andrew Y Ng · 1901

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Computer-aided diagnosis: How to move from the laboratory to the clinic

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U-net: Convolutional networks for biomedical image segmentation

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Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015

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Densely connected convolutional networks

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Gao Huang, Zhuang Liu, and Kilian Q Weinberger · 2016

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Error and discrepancy in radiology: inevitable or avoidable?

Adrian P. Brady · 2017

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Efficient clinical concept extraction in electronic medical records

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Chexnet: Radiologist-level pneumonia detection on chest x-rays with deep learning

Original

Pranav Rajpurkar, Jeremy Irvin, Kaylie Zhu, Brandon Yang, Hershel Mehta, Tony Duan, Daisy Yi Ding, Aarti Bagul, Curtis Langlotz, Katie S Shpanskaya, Matthew P Lungren, and Andrew Y Ng · 2017

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Chestx-ray8: Hospital-scale chest x-ray database and benchmarks on weakly-supervised classification and localization of common thorax diseases

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Xiaosong Wang, Yifan Peng, Le Lu, Zhiyong Lu, Mohammadhadi Bagheri, and Ronald M Summers · 2017

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Automated detection of moderate and large pneumothorax on frontal chest x-rays using deep convolutional neural networks: A retrospective study

Andrew G Taylor, Clinton Mielke, and John Mongan · 2018

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Siim-acr pneumothorax segmentation

SIIM-ACR · 2019

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tchexnet: Detecting pneumothorax on chest x-ray images using deep transfer learning

Antonio Sze-To and Zihe Wang · 2019

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Chest radiograph interpretation with deep learning models: Assessment with radiologist-adjudicated reference standards and population-adjusted evaluation

Anna Majkowska, Sid Mittal, David F. Steiner, Joshua J. Reicher, Scott Mayer McKinney, Gavin E. Duggan, Krish Eswaran, Po-Hsuan Cameron Chen, Yun Liu, Sreenivasa Raju Kalidindi, Alexander Ding, Greg S. Corrado, Daniel Tse, and Shravya Shetty · 2020

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