Deep Learning Techniques for Automatic MRI Cardiac Multi-Structures Segmentation and Diagnosis: Is the Problem Solved?

• 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
• Sparse Bayesian learning for label efficiency in cardiac real-time MRI

  2025 Statistics and Computing article Computer Science Medical Image Segmentation Techniques Open access

  0

  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
• Uncertainty Quantification in Machine Learning Based Segmentation: A Post-Hoc Approach for Left Ventricle Volume Estimation in MRI

  2025 SIAM/ASA Journal on Uncertainty Quantification article Computer Science Medical Image Segmentation Techniques Open access

  1

  citations
• Medical Image Segmentation Review: The Success of U-Net

  2024 IEEE Transactions on Pattern Analysis and Machine Intelligence article Computer Science Medical Image Segmentation Techniques cited by 1 patent

  925

  citations
• The role of artificial intelligence in cardiovascular magnetic resonance imaging

  2024 Progress in Cardiovascular Diseases article Medicine Cardiac Imaging and Diagnostics Open access

  19

  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
• 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
• 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
• Transformer vs. CNN – A Comparison on Knee Segmentation in Ultrasound Images

  2022 EPiC series in health sciences conference-paper Computer Science Medical Image Segmentation Techniques Open access

  5

  citations
• Heed the noise in performance evaluations in neural architecture search

  2022 Genetic and Evolutionary Computation Conference Companion (GECCO Companion) conference-paper Computer Science Machine Learning and Data Classification Open access

  3

  citations
• Mixed-block neural architecture search for medical image segmentation

  2022 SPIE Medical Imaging: Image Processing conference-paper Computer Science Medical Image Segmentation Techniques Open access

  9

  citations
• Training and clinical testing of artificial intelligence derived right atrial cardiovascular magnetic resonance measurements

  2022 Journal of Cardiovascular Magnetic Resonance article Medicine Pulmonary Hypertension Research and Treatments Open access

  24

  citations
• Artificial Intelligence-Based Evaluation of Functional Cardiac Magnetic Resonance Imaging

  2022 Contemporary medical imaging book-chapter Computer Science Medical Image Segmentation Techniques

  0

  citations
• SAUN: Stack attention U‐Net for left ventricle segmentation from cardiac cine magnetic resonance imaging

  2021 Medical Physics article Computer Science Medical Image Segmentation Techniques Open access

  29

  citations
• Adaptive Preprocessing for Generalization in Cardiac MR Image Segmentation

  2021 Lecture notes in computer science conference-paper Computer Science Medical Image Segmentation Techniques

  10

  citations
• A global benchmark of algorithms for segmenting the left atrium from late gadolinium-enhanced cardiac magnetic resonance imaging

  2020 Medical Image Analysis article Computer Science Medical Image Segmentation Techniques Open access cited by 1 patent

  524

  citations
• MRI Manufacturer Shift and Adaptation: Increasing the Generalizability of Deep Learning Segmentation for MR Images Acquired with Different Scanners

  2020 Radiology Artificial Intelligence article Computer Science Medical Image Segmentation Techniques Open access cited by 5 patents

  68

  citations
• Reference ranges (“normal values”) for cardiovascular magnetic resonance (CMR) in adults and children: 2020 update

  2020 Journal of Cardiovascular Magnetic Resonance article Medicine Cardiac Imaging and Diagnostics Open access cited by 3 patents

  629

  citations

20 results