Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects

10 October 2019

Ben Glocker

Robert Robinson

Daniel Coelho De Castro

Qi Dou

E. Konukoglu

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Papers citing "Machine Learning with Multi-Site Imaging Data: An Empirical Study on the Impact of Scanner Effects"

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Title
Robustness and Cybersecurity in the EU Artificial Intelligence Act Henrik Nolte Miriam Rateike Michèle Finck 103 2 0 22 Feb 2025
PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning Sarang Galada Tanurima Halder Kunal Deo Ram P Krish Kshitij Jadhav 34 0 0 10 Nov 2024
Brain Age Estimation with a Greedy Dual-Stream Model for Limited Datasets Iman Kianian H. Sajedi 74 4 0 05 Jul 2024
AI-Assisted Diagnosis for Covid-19 CXR Screening: From Data Collection to Clinical Validation C. Barbano Riccardo Renzulli M. Grosso Domenico Basile Marco Busso Marco Grangetto 45 1 0 19 May 2024
Shortcut Learning in Medical Image Segmentation Manxi Lin Nina Weng K. Mikolaj Zahra Bashir M. B. S. Svendsen M. Tolsgaard Anders Christensen Aasa Feragen SSeg VLM 79 3 0 11 Mar 2024
The METRIC-framework for assessing data quality for trustworthy AI in medicine: a systematic review Daniel Schwabe Katinka Becker Martin Seyferth Andreas Klass Tobias Schäffter 68 24 0 21 Feb 2024
Disentangled Latent Energy-Based Style Translation: An Image-Level Structural MRI Harmonization Framework Mengqi Wu Lintao Zhang P. Yap Hongtu Zhu Mingxia Liu MedIm 69 0 0 10 Feb 2024
Efficient Large Scale Medical Image Dataset Preparation for Machine Learning Applications Stefan Denner Jonas Scherer Klaus Kades Dimitrios Bounias Philipp Schader Lisa Kausch Markus Bujotzek Andreas Michael Bucher Tobias Penzkofer Klaus Maier-Hein 13 2 0 29 Sep 2023
Prompt-Based Tuning of Transformer Models for Multi-Center Medical Image Segmentation of Head and Neck Cancer Numan Saeed Muhammad Ridzuan Roba Al Majzoub Mohammad Yaqub VLM MedIm 72 3 0 30 May 2023
A quality assurance framework for real-time monitoring of deep learning segmentation models in radiotherapy Xiyao Jin Yao Hao J. Hilliard Zhehao Zhang M. Thomas Hua Li Abhinav K. Jha Geoffrey D. Hugo OOD 73 0 0 19 May 2023
SFHarmony: Source Free Domain Adaptation for Distributed Neuroimaging Analysis Nicola K. Dinsdale M. Jenkinson Ana I. L. Namburete 77 2 0 28 Mar 2023
Reverse Engineering Breast MRIs: Predicting Acquisition Parameters Directly from Images Nicholas Konz Maciej A. Mazurowski MedIm 102 7 0 08 Mar 2023
Promises and pitfalls of deep neural networks in neuroimaging-based psychiatric research Fabian Eitel Marc-Andre Schulz Moritz Seiler Henrik Walter K. Ritter AI4CE 81 44 0 20 Jan 2023
Contrastive learning for regression in multi-site brain age prediction C. Barbano Benoit Dufumier Edouard Duchesnay Marco Grangetto Pietro Gori 51 14 0 14 Nov 2022
How Robust is Unsupervised Representation Learning to Distribution Shift? Yuge Shi Imant Daunhawer Julia E. Vogt Philip Torr Amartya Sanyal OOD 109 28 0 17 Jun 2022
The Open Kidney Ultrasound Data Set Rohit Singla Cailin Ringstrom Grace Hu V. Lessoway Janice Reid C. Nguan R. Rohling 65 14 0 14 Jun 2022
Pseudo-Label Guided Multi-Contrast Generalization for Non-Contrast Organ-Aware Segmentation Ho Hin Lee Yucheng Tang Riqiang Gao Qi Yang Xin Yu Shunxing Bao J. Terry J. Carr Yuankai Huo Bennett A. Landman 36 1 0 12 May 2022
Continual Active Learning Using Pseudo-Domains for Limited Labelling Resources and Changing Acquisition Characteristics Matthias Perkonigg J. Hofmanninger Christian Herold H. Prosch Georg Langs OOD 49 6 0 25 Nov 2021
Causality-inspired Single-source Domain Generalization for Medical Image Segmentation Cheng Ouyang Chen Chen Surui Li Zeju Li C. Qin Wenjia Bai Daniel Rueckert OOD 128 160 0 24 Nov 2021
Preventing dataset shift from breaking machine-learning biomarkers Jéroome Dockes Gaël Varoquaux J B Poline OOD 71 65 0 21 Jul 2021
Detecting when pre-trained nnU-Net models fail silently for Covid-19 lung lesion segmentation Camila González Karol Gotkowski A. Bucher Ricarda Fischbach Isabel Kaltenborn Anirban Mukhopadhyay 79 31 0 13 Jul 2021
Anatomy of Domain Shift Impact on U-Net Layers in MRI Segmentation Ivan Zakazov B. Shirokikh A. Chernyavskiy Mikhail Belyaev OOD 78 15 0 10 Jul 2021
Benchmarking CNN on 3D Anatomical Brain MRI: Architectures, Data Augmentation and Deep Ensemble Learning Benoit Dufumier Pietro Gori Ilaria Battaglia J. Victor Antoine Grigis Edouard Duchesnay 3DV 76 17 0 02 Jun 2021
Contrast Adaptive Tissue Classification by Alternating Segmentation and Synthesis Dzung L. Pham Y. Chou Blake E. Dewey Daniel Reich J. Butman Snehashis Roy 36 3 0 04 Mar 2021
Robust White Matter Hyperintensity Segmentation on Unseen Domain Xingchen Zhao Anthony Sicilia D. Minhas Erin O'Connor H. Aizenstein W. Klunk D. Tudorascu Seong Jae Hwang OOD 157 13 0 12 Feb 2021
Key Technology Considerations in Developing and Deploying Machine Learning Models in Clinical Radiology Practice V. Kulkarni M. Gawali A. Kharat VLM 108 21 0 03 Feb 2021
Harmonization and the Worst Scanner Syndrome Daniel Moyer Polina Golland 37 6 0 15 Jan 2021
What is Wrong with Continual Learning in Medical Image Segmentation? Camila González Nick Lemke G. Sakas Anirban Mukhopadhyay CLL 53 31 0 21 Oct 2020
Contrastive Cross-site Learning with Redesigned Net for COVID-19 CT Classification Zhao Wang Quande Liu Qi Dou OOD 80 166 0 15 Sep 2020
Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Pulkit Khandelwal Paul Yushkevich OOD 108 38 0 18 Aug 2020
Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks Robert Robinson Qi Dou Daniel Coelho De Castro K. Kamnitsas M. Groot Ronald M. Summers Daniel Rueckert Ben Glocker OOD MedIm 54 19 0 30 Jun 2020
AlignShift: Bridging the Gap of Imaging Thickness in 3D Anisotropic Volumes Jiancheng Yang Yi He Xiaoyang Huang Jingwei Xu X. Ye G. Tao Bingbing Ni MedIm 68 18 0 05 May 2020
MRQy: An Open-Source Tool for Quality Control of MR Imaging Data A. Sadri A. Janowczyk Ren-jian Zou R. Verma Niha G. Beig J. Antunes A. Madabhushi Pallavi Tiwari S. Viswanath 64 53 0 10 Apr 2020
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data Quande Liu Qi Dou Lequan Yu Pheng Ann Heng OOD 125 284 0 09 Feb 2020
Causality matters in medical imaging Daniel Coelho De Castro Ian Walker Ben Glocker CML 62 349 0 17 Dec 2019
Domain Generalization via Model-Agnostic Learning of Semantic Features Qi Dou Daniel Coelho De Castro Konstantinos Kamnitsas Ben Glocker OOD 113 703 0 29 Oct 2019
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 170 1,034 0 13 Jan 2019