Deep learning-based unlearning of dataset bias for MRI harmonisation and confound removal

• Repeatability analysis of ICA-based harmonization for multi-site MRI data using dual projection models

  2026 NeuroImage article Computer Science Blind Source Separation Techniques Open access

  1

  citations
• Classification of major depressive disorder using vertex-wise brain sulcal depth, curvature, and thickness with a deep and a shallow learning model

  2025 Molecular Psychiatry article Medicine Treatment of Major Depression Open access

  6

  citations
• Exploring Test Time Adaptation for Subcortical Segmentation of the Fetal Brain in 3D Ultrasound

  2025 IEEE International Symposium on Biomedical Imaging (ISBI) conference-paper Computer Science Medical Image Segmentation Techniques Open access

  1

  citations
• Sensorless volumetric reconstruction of fetal brain freehand ultrasound scans with deep implicit representation

  2024 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent

  20

  citations
• Neuroimaging-based classification of PTSD using data-driven computational approaches: A multisite big data study from the ENIGMA-PGC PTSD consortium

  2023 NeuroImage article Psychology Posttraumatic Stress Disorder Research Open access

  22

  citations
• Confound-leakage: confound removal in machine learning leads to leakage

  2022 GigaScience article Mathematics Advanced Causal Inference Techniques Open access

  21

  citations
• A Comparison of Methods to Harmonize Cortical Thickness Measurements Across Scanners and Sites

  2021 bioRxiv (Cold Spring Harbor Laboratory) preprint Medicine Advanced MRI Techniques and Applications Open access

  10

  citations
• Making Radiomics More Reproducible across Scanner and Imaging Protocol Variations: A Review of Harmonization Methods

  2021 Journal of Personalized Medicine article Medicine Radiomics and Machine Learning in Medical Imaging Open access cited by 2 patents

  213

  citations

8 results