v1v2 (latest)

Detect and Correct Bias in Multi-Site Neuroimaging Datasets

12 February 2020

Christian Wachinger

A. Rieckmann

Sebastian Polsterl

ArXiv (abs)PDF HTML Github (5★)

Papers citing "Detect and Correct Bias in Multi-Site Neuroimaging Datasets"

30 / 30 papers shown

Title
Moment Alignment: Unifying Gradient and Hessian Matching for Domain Generalization Yuen Chen Haozhe Si Guojun Zhang Han Zhao OOD 22 0 0 09 Jun 2025
Active Sampling for MRI-based Sequential Decision Making Yuning Du Jingshuai Liu R. Dharmakumar Sotirios A. Tsaftaris 59 0 0 07 May 2025
Towards contrast- and pathology-agnostic clinical fetal brain MRI segmentation using SynthSeg Ziyao Shang Misha P.T Kaandorp K. Payette Marina Fernandez Garcia Roxane Licandro ... Jana Hutter Bjoern Menze Gregor Kasprian Meritxell Bach Cuadra Andras Jakab 76 0 0 14 Apr 2025
Domain-invariant feature learning in brain MR imaging for content-based image retrieval Shuya Tobari Shuhei Tomoshige Hayato Muraki K. Oishi Hitoshi Iyatomi MedIm OOD 93 0 0 03 Jan 2025
Invariant Shape Representation Learning For Image Classification Tonmoy Hossain Jing Ma Jundong Li Miaomiao Zhang 135 2 0 19 Nov 2024
A Natural Language Processing Approach to Support Biomedical Data Harmonization: Leveraging Large Language Models Zexu Li Suraj P. Prabhu Zachary T. Popp Shubhi S. Jain Vijetha Balakundi T. F. Ang R. Au Jinying Chen 34 0 0 05 Nov 2024
Impact of Leakage on Data Harmonization in Machine Learning Pipelines in Class Imbalance Across Sites Nicolás Nieto Simon B. Eickhoff Christian Jung M. Reuter K. Diers Malte Kelm Artur Lichtenberg F. Raimondo K. Patil 94 0 0 25 Oct 2024
Federated brain tumor segmentation: an extensive benchmark Matthis Manthe Stefan Duffner Carole Lartizien OOD FedML 92 5 0 07 Oct 2024
Debiasing Cardiac Imaging with Controlled Latent Diffusion Models Grzegorz Skorupko Richard Osuala Zuzanna Szafranowska Kaisar Kushibar N. Aung Steffen E. Petersen Karim Lekadir P. Gkontra MedIm AI4CE 70 2 0 28 Mar 2024
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 92 2 0 10 Mar 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
RegBN: Batch Normalization of Multimodal Data with Regularization Morteza Ghahremani Christian Wachinger 86 7 0 01 Oct 2023
A Lightweight Generative Model for Interpretable Subject-level Prediction C. Mauri Stefano Cerri Oula Puonti Mark Muhlau Koen van Leemput MedIm AI4CE 97 0 0 19 Jun 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
Efficacy of MRI data harmonization in the age of machine learning. A multicenter study across 36 datasets C. Marzi M. Giannelli A. Barucci C. Tessa M. Mascalchi S. Diciotti 51 24 0 08 Nov 2022
Addressing Fairness Issues in Deep Learning-Based Medical Image Analysis: A Systematic Review Zikang Xu Jun Li Yongshuo Zong Han Li Qingsong Yao S. Kevin Zhou 170 19 0 27 Sep 2022
GAN-based generative modelling for dermatological applications -- comparative study Sandra Carrasco Limeros Sylwia Majchrowska Mohamad Khir Zoubi Anna Rosén Juulia Suvilehto Lisa Sjöblom Magnus Kjellberg MedIm 28 2 0 24 Aug 2022
A First Look at Dataset Bias in License Plate Recognition Rayson Laroca Marcelo Santos Valter Estevam Eduardo José da S. Luz David Menotti 56 14 0 23 Aug 2022
Probable Domain Generalization via Quantile Risk Minimization Cian Eastwood Alexander Robey Shashank Singh Julius von Kügelgen Hamed Hassani George J. Pappas Bernhard Schölkopf OOD 119 67 0 20 Jul 2022
Accelerated functional brain aging in major depressive disorder: evidence from a large scale fMRI analysis of Chinese participants Yu Luo Wenyu Chen Jiang Qiu Tao Jia 42 15 0 08 May 2022
Intrinsic Bias Identification on Medical Image Datasets Shijie Zhang Lanjun Wang Liangjing Ding An-an Liu Senhua Zhu Dandan Tu 115 1 0 24 Mar 2022
Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions Yang Nan Javier Del Ser Simon Walsh Carola Schönlieb M. Roberts ... Philippe Lambin Leonor Cerdá Alberich L. Martí-Bonmatí Francisco Herrera Guang Yang 95 109 0 17 Jan 2022
Disease-oriented image embedding with pseudo-scanner standardization for content-based image retrieval on 3D brain MRI Hayato Arai Yuto Onga Kumpei Ikuta Yusuke Chayama Hitoshi Iyatomi K. Oishi MedIm 55 6 0 14 Aug 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 203 128 0 16 Jul 2021
Harmonization with Flow-based Causal Inference Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD CML 54 28 0 12 Jun 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
Metadata Normalization Mandy Lu Qingyu Zhao Jiequan Zhang K. Pohl L. Fei-Fei Juan Carlos Niebles Ehsan Adeli 70 20 0 19 Apr 2021
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD 128 52 0 23 Mar 2021
Reducing bias and increasing utility by federated generative modeling of medical images using a centralized adversary Jean-Francois Rajotte Soumendu Sundar Mukherjee Caleb Robinson Anthony Ortiz Christopher West J. L. Ferres R. Ng FedML MedIm 182 41 0 18 Jan 2021
Estimation of Causal Effects in the Presence of Unobserved Confounding in the Alzheimer's Continuum Sebastian Polsterl Christian Wachinger CML 16 11 0 23 Jun 2020