Detect and Correct Bias in Multi-Site Neuroimaging Datasets

12 February 2020

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

14 / 14 papers shown

Title
Active Sampling for MRI-based Sequential Decision Making Yuning Du Jingshuai Liu R. Dharmakumar Sotirios A. Tsaftaris 52 0 0 07 May 2025
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 54 0 0 25 Oct 2024
Debiased Noise Editing on Foundation Models for Fair Medical Image Classification Ruinan Jin Wenlong Deng Minghui Chen Xiaoxiao Li MedIm 45 1 0 10 Mar 2024
Contrastive learning for regression in multi-site brain age prediction C. Barbano Benoit Dufumier Edouard Duchesnay Marco Grangetto Pietro Gori 30 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 16 22 0 08 Nov 2022
A First Look at Dataset Bias in License Plate Recognition Rayson Laroca Marcelo Santos Valter Estevam Eduardo José da S. Luz David Menotti 22 14 0 23 Aug 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 11 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 42 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 47 107 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 22 6 0 14 Aug 2021
A Survey on Bias in Visual Datasets Simone Fabbrizzi Symeon Papadopoulos Eirini Ntoutsi Y. Kompatsiaris 132 122 0 16 Jul 2021
Embracing the Disharmony in Medical Imaging: A Simple and Effective Framework for Domain Adaptation Rongguang Wang Pratik Chaudhari Christos Davatzikos OOD 47 50 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 130 40 0 18 Jan 2021
Gaussian Process Uncertainty in Age Estimation as a Measure of Brain Abnormality B. Gutiérrez-Becker T. Klein Christian Wachinger 34 48 0 04 Apr 2018