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Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification

3 September 2019

Papers citing "Can we trust deep learning models diagnosis? The impact of domain shift in chest radiograph classification"

23 / 23 papers shown

Title
EOOD: Entropy-based Out-of-distribution Detection Guide Yang Chao Hou Weilong Peng Xiang Fang Yongwei Nie Peican Zhu Keke Tang OODD 143 0 0 04 Apr 2025
Generate to Discriminate: Expert Routing for Continual Learning Yewon Byun Sanket Vaibhav Mehta Saurabh Garg Emma Strubell Michael Oberst Bryan Wilder Zachary Chase Lipton 176 0 0 31 Dec 2024
One Wave To Explain Them All: A Unifying Perspective On Feature Attribution Gabriel Kasmi Amandine Brunetto Thomas Fel Jayneel Parekh AAML FAtt 87 0 0 02 Oct 2024
FedMedICL: Towards Holistic Evaluation of Distribution Shifts in Federated Medical Imaging Kumail Alhamoud Yasir Ghunaim Motasem Alfarra Thomas Hartvigsen Philip Torr Guohao Li Adel Bibi Marzyeh Ghassemi OOD 83 2 0 11 Jul 2024
Out-of-Distribution Detection and Data Drift Monitoring using Statistical Process Control Ghada Zamzmi Kesavan Venkatesh Brandon Nelson Smriti Prathapan Paul H Yi B. Sahiner Jana G. Delfino OOD 71 0 0 12 Feb 2024
On Evaluating Adversarial Robustness of Chest X-ray Classification: Pitfalls and Best Practices Salah Ghamizi Maxime Cordy Michail Papadakis Yves Le Traon OOD 47 3 0 15 Dec 2022
Block Selection Method for Using Feature Norm in Out-of-distribution Detection Yeonguk Yu Sungho Shin Seongju Lee C. Jun Kyoobin Lee OODD 83 35 0 05 Dec 2022
DomainATM: Domain Adaptation Toolbox for Medical Data Analysis Hao Guan Mingxia Liu OOD 44 11 0 24 Sep 2022
Inter-Semantic Domain Adversarial in Histopathological Images Nicolas Dumas V. Derangère L. Arnould S. Ladoire Louis-Oscar Morel Nathan Vinçon OOD MedIm 35 0 0 22 Jan 2022
Benchmarking Uncertainty Quantification on Biosignal Classification Tasks under Dataset Shift Tong Xia Jing Han Cecilia Mascolo OOD 84 11 0 16 Dec 2021
Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations A. Puli Lily H. Zhang Eric K. Oermann Rajesh Ranganath OOD OODD 85 49 0 29 Jun 2021
Structured dataset documentation: a datasheet for CheXpert Christian Garbin Pranav Rajpurkar Jeremy Irvin M. Lungren Oge Marques 58 16 0 07 May 2021
An Empirical Framework for Domain Generalization in Clinical Settings Haoran Zhang Natalie Dullerud Laleh Seyyed-Kalantari Q. Morris Shalmali Joshi Marzyeh Ghassemi OOD AI4CE 125 61 0 20 Mar 2021
Domain Adaptation for Medical Image Analysis: A Survey Hao Guan Mingxia Liu OOD 147 563 0 18 Feb 2021
Federated Deep AUC Maximization for Heterogeneous Data with a Constant Communication Complexity Zhuoning Yuan Zhishuai Guo Yi Tian Xu Yiming Ying Tianbao Yang FedML 69 36 0 09 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice V. Kulkarni M. Gawali A. Kharat VLM 117 21 0 03 Feb 2021
Privacy Preserving Recalibration under Domain Shift Rachel Luo Shengjia Zhao Jiaming Song Jonathan Kuck Stefano Ermon Silvio Savarese 49 3 0 21 Aug 2020
Risk of Training Diagnostic Algorithms on Data with Demographic Bias Samaneh Abbasi-Sureshjani Ralf Raumanns B. Michels Gerard Schouten Veronika Cheplygina FaML 79 37 0 20 May 2020
A Critic Evaluation of Methods for COVID-19 Automatic Detection from X-Ray Images Gianluca Maguolo L. Nanni 85 202 0 27 Apr 2020
On the limits of cross-domain generalization in automated X-ray prediction Joseph Paul Cohen Mohammad Hashir Rupert Brooks H. Bertrand OOD 106 130 0 06 Feb 2020
An Adversarial Approach for the Robust Classification of Pneumonia from Chest Radiographs Joseph D. Janizek G. Erion A. DeGrave Su-In Lee OOD MedIm 69 29 0 13 Jan 2020
Normalization of breast MRIs using Cycle-Consistent Generative Adversarial Networks Gourav Modanwal Adithya Vellal Maciej A. Mazurowski MedIm 60 28 0 16 Dec 2019
The reliability of a deep learning model in clinical out-of-distribution MRI data: a multicohort study G. Mårtensson D. Ferreira T. Granberg L. Cavallin K. Oppedal ... H. Soininen S. Lovestone A. Simmons D. Aarsland E. Westman OOD 82 137 0 01 Nov 2019