nnU-Net: a self-configuring method for deep learning-based biomedical image segmentation

• Automated segmentation of large image datasets using artificial intelligence for microstructure characterisation and damage analysis

  2024 Materials & Design article Computer Science Advanced Neural Network Applications Open access

  16

  citations
• Denoising diffusion probabilistic models for generation of realistic fully-annotated microscopy image datasets

  2024 PLoS Computational Biology article Biochemistry, Genetics and Molecular Biology Cell Image Analysis Techniques Open access

  33

  citations
• Deep learning-based auto-segmentation of paraganglioma for growth monitoring

  2024 SPIE Medical Imaging: Image Perception, Observer Performance, and Technology Assessment conference-paper Computer Science Medical Image Segmentation Techniques Open access

  2

  citations
• Rheumatoid arthritis classification and prediction by consistency-based deep learning using extremity MRI scans

  2024 Biomedical Signal Processing and Control article Medicine Rheumatoid Arthritis Research and Therapies Open access

  16

  citations
• GAN-based generation of realistic 3D volumetric data: A systematic review and taxonomy

  2024 Medical Image Analysis review Computer Science Generative Adversarial Networks and Image Synthesis Open access

  45

  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
• Vestibular Schwannoma Growth Prediction from Longitudinal MRI by Time-Conditioned Neural Fields

  2024 Lecture notes in computer science conference-paper Neuroscience Brain Tumor Detection and Classification Open access

  5

  citations
• A deep learning-based comparative MRI model to detect inflammatory changes in rheumatoid arthritis

  2023 Biomedical Signal Processing and Control article Computer Science Medical Image Segmentation Techniques Open access

  10

  citations
• Advances in medical image analysis with vision Transformers: A comprehensive review

  2023 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques

  482

  citations
• Automated segmentation of 3D cine cardiovascular magnetic resonance imaging

  2023 Frontiers in Cardiovascular Medicine article Computer Science Medical Image Segmentation Techniques Open access

  15

  citations
• Distributed Privacy-Preserving Data Analysis in NFDI4Health With the Personal Health Train

  2023 Proceedings of the Conference on Research Data Infrastructure conference-paper Computer Science Privacy-Preserving Technologies in Data Open access

  2

  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
• Automated Brain Tumor Detection and Segmentation for Treatment Response Assessment Using Amino Acid PET

  2023 Journal of Nuclear Medicine article Neuroscience Brain Tumor Detection and Classification Open access

  30

  citations
• Automated 2‐Dimensional Measurement of Vestibular Schwannoma: Validity and Accuracy of an Artificial Intelligence Algorithm

  2023 Otolaryngology article Medicine Meningioma and schwannoma management Open access

  6

  citations
• Ultrasound-Based Registration for the Computer-Assisted Navigated Percutaneous Scaphoid Fixation

  2023 IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control article Computer Science Medical Image Segmentation Techniques

  10

  citations
• Knee Bone Models From Ultrasound

  2023 IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control article Computer Science Medical Image Segmentation Techniques Open access

  8

  citations
• Diffusion models in medical imaging: A comprehensive survey

  2023 Medical Image Analysis article Computer Science Generative Adversarial Networks and Image Synthesis cited by 3 patents

  769

  citations
• Validation of a deep learning model for automatic segmentation of skeletal muscle and adipose tissue on L3 abdominal CT images

  2023 medRxiv preprint Computer Science Medical Image Segmentation Techniques Open access

  5

  citations
• Deep Learning Segmentation of the Right Ventricle in Cardiac MRI: The M&Ms Challenge

  2023 IEEE Journal of Biomedical and Health Informatics article Computer Science Medical Image Segmentation Techniques Open access

  90

  citations
• MR Vascular Fingerprinting with Hybrid Gradient–Spin Echo Dynamic Susceptibility Contrast MRI for Characterization of Microvasculature in Gliomas

  2023 Cancers article Medicine Advanced MRI Techniques and Applications Open access

  9

  citations

• 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

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