TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning

• Generalizable and explainable deep learning for brain MRI: a multi-cohort evaluation of 3D architectures for age and sex prediction

  2026 Brain Informatics article Medicine Advanced MRI Techniques and Applications Open access

  0

  citations
• Atlas-Augmented Semantic Segmentation for Robust Ultra-Low-Field Pediatric Brain Imaging

  2026 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques Open access

  0

  citations
• Extreme cardiac MRI analysis under respiratory motion: Results of the CMRxMotion challenge

  2025 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access

  7

  citations
• Continual learning in medical image analysis: A comprehensive review of recent advancements and future prospects

  2025 Medical Image Analysis article Computer Science Domain Adaptation and Few-Shot Learning Open access

  26

  citations
• AI in motion: the impact of data augmentation strategies on mitigating MRI motion artifacts

  2025 European Radiology article Computer Science Medical Image Segmentation Techniques 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

  1

  citations
• MRI Scan Synthesis Methods Based on Clustering and Pix2Pix

  2024 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques

  4

  citations
• Fibroglandular tissue segmentation in breast MRI using vision transformers: a multi-institutional evaluation

  2023 Scientific Reports article Computer Science Medical Image Segmentation Techniques Open access

  18

  citations
• Unsupervised deep learning for defect detection on CT parts using simulated data

  2023 Research and Review Journal of Nondestructive Testing article Engineering Industrial Vision Systems and Defect Detection Open access

  0

  citations
• Real‐time fetal brain tracking for functional fetal MRI

  2023 Magnetic Resonance in Medicine article Medicine Advanced MRI Techniques and Applications Open access cited by 1 patent

  21

  citations
• Denoising diffusion probabilistic models for 3D medical image generation

  2023 Scientific Reports article Computer Science Generative Adversarial Networks and Image Synthesis Open access cited by 2 patents

  343

  citations
• Diffusion MRI Specific Pretraining by Self-supervision on an Auxiliary Dataset

  2022 Informatik aktuell book-chapter Medicine Advanced Neuroimaging Techniques and Applications

  1

  citations
• Artificial intelligence-based automatic assessment of lower limb torsion on MRI

  2021 Scientific Reports article Engineering Medical Imaging and Analysis Open access

  13

  citations
• Assessment of Regional Cortical Development Through Fissure Based Gestational Age Estimation in 3D Fetal Ultrasound

  2021 Lecture notes in computer science conference-paper Medicine Fetal and Pediatric Neurological Disorders

  9

  citations

14 results

• batchgenerators - a python framework for data augmentation

  2020 Zenodo (CERN European Organization for Nuclear Research) software Computer Science Medical Image Segmentation Techniques Open access

  59

  citations

1 result