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Daniel Rueckert

  1. Attention U-Net: Learning Where to Look for the Pancreas
    2018/04/11 by Ozan Oktay, Jo Schlemper, Oktay, Ozan +21 · 337 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  2. A generic framework for privacy preserving deep learning
    2018/11/09 by Theo Ryffel, Théo Ryffel, Andrew Trask +13 · 1 voice · 50 citations
    Computer Science · #Cryptography and Data Security #Privacy-Preserving Technologies in Data #Internet Traffic Analysis and Secure E-voting
  3. Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
    2016/09/16 by Wenzhe Shi, José Caballero, Shi, Wenzhe +13 · 152 citations
    Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Image Processing Techniques and Applications
  4. GAN Augmentation: Augmenting Training Data using Generative Adversarial Networks
    2018/10/25 by Christopher Bowles, Liang Chen, Bowles, Christopher +17 · 42 citations
    Computer Science · #Generative Adversarial Networks and Image Synthesis #Advanced Neural Network Applications #Human Pose and Action Recognition
  5. Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images
    2018/08/22 by Jo Schlemper, Schlemper, Jo, Ozan Oktay +11 · 23 citations
    Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
  6. A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction
    2017/04/08 by Jo Schlemper, José Caballero, Schlemper, Jo +7 · 20 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications
  7. MedVLM-R1: Incentivizing Medical Reasoning Capability of Vision-Language Models (VLMs) via Reinforcement Learning
    2025/02/26 by Jiazhen Pan, Pan, Jiazhen, Che Liu +16 · 1 voice · 88 citations
    Computer Science · #Multimodal Machine Learning Applications #cs.AI #cs.CV
  8. FUTURE-AI: International consensus guideline for trustworthy and deployable artificial intelligence in healthcare
    2023/08/11 by Karim Lekadir, Aasa Feragen, Lekadir, Karim +214 · 27 citations
    Economics, Econometrics and Finance · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #Ethics in Clinical Research #FOS: Computer and information sciences #Health Systems, Economic Evaluations, Quality of Life #I.2.0 #I.4.0 #I.5.0 #Machine Learning (cs.LG)
  9. Convolutional Recurrent Neural Networks for Dynamic MR Image Reconstruction
    2017/12/05 by Chen Qin, Jo Schlemper, Qin, Chen +9 · 14 citations
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques
  10. Causality-inspired Single-source Domain Generalization for Medical Image Segmentation
    2021/11/24 by Cheng Ouyang, Chen Chen, Ouyang, Cheng +11 · 17 citations
    Computer Science · Biochemistry, Genetics and Molecular Biology · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Cancer-related molecular mechanisms research
  11. Unsupervised domain adaptation in brain lesion segmentation with adversarial networks
    2016/12/28 by Konstantinos Kamnitsas, Kamnitsas, Konstantinos, Christian F. Baumgartner +19 · 11 citations
    Computer Science · Medicine · #Adversarial Robustness in Machine Learning #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  12. Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging
    2022/03/23 by Kerstin Hammernik, Thomas Küstner, Hammernik, Kerstin +11 · 16 citations
    Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #Signal Processing (eess.SP) #electronic engineering #information engineering
  13. Best of Both Worlds: Multimodal Contrastive Learning with Tabular and Imaging Data
    2023/03/24 by Paul Hager, Hager, Paul, Martin J. Menten +3 · 15 citations
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
  14. Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging: Combining physics and machine learning for improved medical imaging
    2023/01/01 by Kerstin Hammernik, Thomas Kustner, Thomas Küstner +7 · 14 citations
    Medicine · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  15. Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation
    2020/07/20 by Cheng Ouyang, Ouyang, Cheng, Carlo Biffi +9 · 9 citations
    Computer Science · Medicine · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Radiomics and Machine Learning in Medical Imaging
  16. Learning a Model-Driven Variational Network for Deformable Image Registration
    2021/05/25 by Xi Jia, A. Thorley, Jia, Xi +21 · 10 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  17. Mask, Stitch, and Re-Sample: Enhancing Robustness and Generalizability in Anomaly Detection through Automatic Diffusion Models
    2023/05/31 by Cosmin I. Bercea, Bercea, Cosmin I., Michael Neumayr +5 · 13 citations
    Computer Science · Mathematics · #Machine Learning in Healthcare #Generative Adversarial Networks and Image Synthesis #Statistical Methods and Inference
  18. SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan\n Planes in Freehand Ultrasound
    2016/12/16 by Christian F. Baumgartner, Baumgartner, Christian F., Konstantinos Kamnitsas +14 · 7 citations
    Medicine · Biochemistry, Genetics and Molecular Biology · Computer Science · #Fetal and Pediatric Neurological Disorders #Cleft Lip and Palate Research #Domain Adaptation and Few-Shot Learning
  19. CortexODE: Learning Cortical Surface Reconstruction by Neural ODEs
    2022/02/16 by Qiang Ma, Ma, Qiang, Liu Li +9 · 10 citations
    Engineering · Medicine · #3D Shape Modeling and Analysis #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #electronic engineering #information engineering
  20. Diffusion Models with Implicit Guidance for Medical Anomaly Detection
    2024/03/13 by Cosmin I. Bercea, Bercea, Cosmin I., Benedikt Wiestler +5 · 17 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  21. Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
    2022/12/16 by Wenqi Huang, Hongwei Li, Huang, Wenqi +9 · 11 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Signal Processing (eess.SP) #electronic engineering #information engineering
  22. The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography
    2023/12/29 by Kaiyuan Yang, Yang, Kaiyuan, Fabio Musio +225 · 17 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #cs.CV #cs.LG #q-bio.QM #q-bio.TO
  23. Joint Learning of Motion Estimation and Segmentation for Cardiac MR Image Sequences
    2018/06/11 by Chen Qin, Wenjia Bai, Qin, Chen +11 · 6 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications
  24. Single-subject Multi-contrast MRI Super-resolution via Implicit Neural Representations
    2023/03/27 by Julian McGinnis, McGinnis, Julian, Suprosanna Shit +21 · 11 citations
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications #Medical Imaging and Analysis
  25. Unsupervised Deformable Registration for Multi-Modal Images via Disentangled Representations
    2019/03/22 by Chen Qin, Qin, Chen, Bibo Shi +9 · 6 citations
    Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Image Processing Techniques and Applications
  26. DRINet for Medical Image Segmentation
    2018/11/01 by Liang Chen, Paul Bentley, Kensaku Mori +3 · 6 citations
  27. A Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction
    2017/03/01 by Jo Schlemper, J. A. Caballero, Schlemper, Jo +7 · 5 citations
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques
  28. AI-based Reconstruction for Fast MRI -- A Systematic Review and Meta-analysis
    2021/12/23 by Yutong Chen, Carola‐Bibiane Schönlieb, Chen, Yutong +15 · 7 citations
    Engineering · Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Artificial Intelligence (cs.AI) #Atomic and Subatomic Physics Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Medical Physics (physics.med-ph) #Sparse and Compressive Sensing Techniques #electronic engineering #information engineering
  29. DeepCut: Object Segmentation from Bounding Box Annotations using\n Convolutional Neural Networks
    2016/05/25 by Martin Rajchl, Rajchl, Martin, Matthew Chung Hai Lee +19 · 6 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Fetal and Pediatric Neurological Disorders
  30. Detecting Outliers with Poisson Image Interpolation
    2021/07/06 by Jeremy Tan, Benjamin Hou, Tan, Jeremy +9 · 6 citations
    Medicine · Computer Science · #COVID-19 diagnosis using AI #Streptococcal Infections and Treatments #Anomaly Detection Techniques and Applications
  31. Realistic Adversarial Data Augmentation for MR Image Segmentation
    2020/06/23 by Chen Chen, Chen Qin, Chen, Chen +15 · 5 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  32. MulViMotion: Shape-aware 3D Myocardial Motion Tracking from Multi-View Cardiac MRI
    2022/07/29 by Qingjie Meng, Chen Qin, Meng, Qingjie +11 · 6 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  33. NISF: Neural Implicit Segmentation Functions
    2023/09/15 by Nil Stolt-Ansó, Julian McGinnis, Stolt-Ansó, Nil +7 · 6 citations
    Computer Science · Engineering · Medicine · #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  34. Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound\n Using Fully Convolutional Neural Networks
    2018/04/24 by Matthew Sinclair, Christian F. Baumgartner, Sinclair, Matthew +21 · 3 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders
  35. Automatic View Planning with Multi-scale Deep Reinforcement Learning\n Agents
    2018/06/08 by Amir Alansary, Loïc Le Folgoc, Alansary, Amir +25 · 3 citations
    Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
  36. 3D Reconstruction in Canonical Co-ordinate Space from Arbitrarily Oriented 2D Images
    2017/09/19 by Benjamin Hou, Hou, Benjamin, Bishesh Khanal +17 · 3 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders #MRI in cancer diagnosis
  37. SoK: Differential Privacy on Graph-Structured Data
    2022/03/17 by Tamara T. Mueller, Mueller, Tamara T., Dmitrii Usynin +7 · 4 citations
    Computer Science · Social Sciences · #Privacy-Preserving Technologies in Data #Privacy, Security, and Data Protection
  38. Explainable Anatomical Shape Analysis through Deep Hierarchical\n Generative Models
    2019/06/28 by Carlo Alberto Biffi, Juan J. Cerrolaza, Biffi, Carlo +27 · 3 citations
    Computer Science · Engineering · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Medical Imaging and Analysis #electronic engineering #information engineering
  39. Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry
    2018/05/02 by Benjamin Hou, Hou, Benjamin, Nina Miolane +17 · 3 citations
    Computer Science · Engineering · #Anatomy and Medical Technology #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
  40. VS-Net: Variable splitting network for accelerated parallel MRI reconstruction
    2019/07/19 by Jinming Duan, Jo Schlemper, Duan, Jinming +17 · 3 citations
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques
  41. MaxStyle: Adversarial Style Composition for Robust Medical Image Segmentation
    2022/06/02 by Chen Chen, Chen, Chen, Zeju Li +9 · 4 citations
    Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
  42. Cardiac Segmentation on Late Gadolinium Enhancement MRI: A Benchmark Study from Multi-Sequence Cardiac MR Segmentation Challenge
    2020/06/22 by Xiahai Zhuang, Jiahang Xu, Zhuang, Xiahai +43 · 3 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Cardiac Valve Diseases and Treatments #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  43. Biomechanics-informed Neural Networks for Myocardial Motion Tracking in MRI
    2020/06/08 by Chen Qin, Shuo Wang, Qin, Chen +9 · 3 citations
    Engineering · Medicine · #Advanced MRI Techniques and Applications #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  44. ChEX: Interactive Localization and Region Description in Chest X-rays
    2024/04/24 by Philip C. Müller, Müller, Philip, Georgios Kaissis +3 · 6 citations
    Medicine · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Lung Cancer Diagnosis and Treatment #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  45. CINA: Conditional Implicit Neural Atlas for Spatio-Temporal Representation of Fetal Brains
    2024/03/13 by Maik Dannecker, Vanessa Kyriakopoulou, Dannecker, Maik +9 · 6 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders #Machine Learning (cs.LG) #Neonatal and fetal brain pathology
  46. Mesh-based 3D Motion Tracking in Cardiac MRI using Deep Learning
    2022/09/05 by Qingjie Meng, Meng, Qingjie, Wenjia Bai +7 · 4 citations
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  47. VIBESegmentator: Full Body MRI Segmentation for the NAKO and UK Biobank
    2024/05/31 by Robert Graf, Graf, Robert, Paul-Sören Platzek +37 · 6 citations
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Diet and metabolism studies #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  48. Reverse Classification Accuracy: Predicting Segmentation Performance in the Absence of Ground Truth
    2017/02/11 by Vanya V. Valindria, Ioannis Lavdas, Valindria, Vanya V. +13 · 3 citations
    Computer Science · Medicine · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Radiomics and Machine Learning in Medical Imaging
  49. PVR: Patch-to-Volume Reconstruction for Large Area Motion Correction of\n Fetal MRI
    2016/11/22 by Amir Alansary, Bernhard Kainz, Alansary, Amir +20 · 2 citations
    Medicine · #Fetal and Pediatric Neurological Disorders #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications
  50. Distance Metric Learning using Graph Convolutional Networks: Application\n to Functional Brain Networks
    2017/03/06 by Sofia Ira Ktena, Ktena, Sofia Ira, Sarah Parisot +11 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Neuroscience · #Advanced Graph Neural Networks #Autism Spectrum Disorder Research #Bioinformatics and Genomic Networks #Computer Vision and Pattern Recognition (cs.CV) #Epigenetics and DNA Methylation #FOS: Computer and information sciences #Genetic Associations and Epidemiology #Machine Learning (cs.LG)
  51. Generative Myocardial Motion Tracking via Latent Space Exploration with Biomechanics-informed Prior
    2022/06/08 by Chen Qin, Qin, Chen, Shuo Wang +7 · 3 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Valve Diseases and Treatments #Cardiac Imaging and Diagnostics
  52. Predicting Slice-to-Volume Transformation in Presence of Arbitrary Subject Motion
    2017/02/28 by Benjamin Hou, Amir Alansary, Hou, Benjamin +15 · 3 citations
    Medicine · Computer Science · #Fetal and Pediatric Neurological Disorders #Domain Adaptation and Few-Shot Learning #Advanced Neuroimaging Techniques and Applications
  53. Enhancing MR Image Segmentation with Realistic Adversarial Data Augmentation
    2021/08/07 by Chen Chen, Chen Qin, Chen, Chen +17 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Radiomics and Machine Learning in Medical Imaging
  54. Employing Weak Annotations for Medical Image Analysis Problems
    2017/08/21 by Martin Rajchl, Rajchl, Martin, Lisa M. Koch +11 · 2 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Mobile Crowdsensing and Crowdsourcing
  55. What do we learn? Debunking the Myth of Unsupervised Outlier Detection
    2022/06/08 by Cosmin I. Bercea, Daniel Rueckert, Bercea, Cosmin I. +3 · 3 citations
    Computer Science · Medicine · #AI in cancer detection #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  56. Metadata-enhanced contrastive learning from retinal optical coherence tomography images
    2022/08/04 by Robbie Holland, Holland, Robbie, Oliver Leingang +21 · 3 citations
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Retinal Diseases and Treatments #Retinal Imaging and Analysis
  57. Automatic CNN-based detection of cardiac MR motion artefacts using\n k-space data augmentation and curriculum learning
    2018/10/29 by İlkay Öksüz, Oksuz, Ilkay, Bram Ruijsink +19 · 2 citations
    Engineering · Medicine · #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  58. Learning Interpretable Anatomical Features Through Deep Generative\n Models: Application to Cardiac Remodeling
    2018/07/18 by Carlo Biffi, Biffi, Carlo, Ozan Oktay +22 · 2 citations
    Medicine · #Cardiac Valve Diseases and Treatments #Cardiomyopathy and Myosin Studies #Cardiovascular Function and Risk Factors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
  59. 3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views\n using Conditional Variational Autoencoders
    2019/02/28 by Carlo Biffi, Biffi, Carlo, Juan J. Cerrolaza +11 · 2 citations
    Medicine · #Radiomics and Machine Learning in Medical Imaging #Cardiac Valve Diseases and Treatments #Advanced MRI Techniques and Applications
  60. Motion-compensated MR CINE reconstruction with reconstruction-driven motion estimation
    2023/02/05 by Jiazhen Pan, Pan, Jiazhen, Wenqi Huang +7 · 3 citations
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  61. Self-Supervised Learning for Cardiac MR Image Segmentation by Anatomical Position Prediction
    2019/07/05 by Wenjia Bai, Bai, Wenjia, Chen Chen +15 · 3 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
  62. Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation
    2017/11/04 by Konstantinos Kamnitsas, Wenjia Bai, Kamnitsas, Konstantinos +19 · 3 citations
    Computer Science · Medicine · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  63. Data Efficient Unsupervised Domain Adaptation for Cross-Modality Image Segmentation
    2019/07/05 by Cheng Ouyang, Konstantinos Kamnitsas, Ouyang, Cheng +7 · 2 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Multimodal Machine Learning Applications #electronic engineering #information engineering
  64. Bounding data reconstruction attacks with the hypothesis testing interpretation of differential privacy
    2023/07/08 by Georgios Kaissis, Kaissis, Georgios, Jamie Hayes +5 · 4 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  65. MAD: Modality Agnostic Distance Measure for Image Registration
    2023/09/06 by Vasiliki Sideri‐Lampretsa, Veronika A. Zimmer, Sideri-Lampretsa, Vasiliki +7 · 3 citations
    Computer Science · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques
  66. Robust Aggregation for Adaptive Privacy Preserving Federated Learning in Healthcare
    2020/09/17 by Matei Grama, Grama, Matei, Maria Musat +9 · 2 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
  67. Whole Heart 3D+T Representation Learning Through Sparse 2D Cardiac MR Images
    2024/06/01 by Yundi Zhang, Chen Chen, Zhang, Yundi +9 · 6 citations
    Medicine · Computer Science · Engineering · #Radiomics and Machine Learning in Medical Imaging #Medical Image Segmentation Techniques #Advanced X-ray and CT Imaging
  68. Differentially private training of residual networks with scale normalisation
    2022/03/01 by Helena Klause, Alexander Ziller, Klause, Helena +7 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  69. Subspace Implicit Neural Representations for Real-Time Cardiac Cine MR Imaging
    2024/12/17 by Wenqi Huang, Veronika Spieker, Huang, Wenqi +17 · 1 voice · 5 citations
    Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #cs.AI #cs.LG #eess.IV
  70. A skeletonization algorithm for gradient-based optimization
    2023/09/05 by Martin J. Menten, Johannes C. Paetzold, Menten, Martin J. +15 · 3 citations
    Computer Science · Engineering · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
  71. Physiology-based simulation of the retinal vasculature enables annotation-free segmentation of OCT angiographs
    2022/07/22 by Martin J. Menten, Menten, Martin J., Johannes C. Paetzold +9 · 2 citations
    Medicine · Engineering · #Retinal Imaging and Analysis #Optical Coherence Tomography Applications #Retinal Diseases and Treatments
  72. CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI
    2022/05/17 by Liu Li, Qiang Ma, Li, Liu +15 · 2 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Neonatal and fetal brain pathology #electronic engineering #information engineering
  73. Real-time Prediction of Segmentation Quality
    2018/06/16 by R. H. Robinson, Robinson, Robert, Ozan Oktay +37 · 2 citations
    Computer Science · Engineering · Medicine · #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
  74. PISCO: Self-Supervised k-Space Regularization for Improved Neural Implicit k-Space Representations of Dynamic MRI
    2025/01/16 by Veronika Spieker, Spieker, Veronika, Hannah Eichhorn +21 · 4 citations
    Medicine · Computer Science · #Medical Imaging Techniques and Applications #Neural Networks and Applications #Advanced MRI Techniques and Applications
  75. Reversing the Abnormal: Pseudo-Healthy Generative Networks for Anomaly Detection
    2023/03/15 by Cosmin I. Bercea, Benedikt Wiestler, Bercea, Cosmin I +5 · 2 citations
    Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning in Healthcare #electronic engineering #information engineering
  76. Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
    2024/11/05 by Laurin Lux, Alexander H. Berger, Lux, Laurin +11 · 4 citations
    Computer Science · #Image Retrieval and Classification Techniques #Advanced Image and Video Retrieval Techniques #Medical Image Segmentation Techniques
  77. Spectral Graph Convolutions for Population-based Disease Prediction
    2017/03/08 by Sarah Parisot, Sofia Ira Ktena, Parisot, Sarah +11 · 1 citation
    Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  78. Does DINOv3 Set a New Medical Vision Standard? Benchmarking 2D and 3D Classification, Segmentation, and Registration
    2025/09/08 by Che Liu, Yinda Chen, Liu, Che +39 · 11 citations
    Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Infrared Thermography in Medicine
  79. Graph Saliency Maps through Spectral Convolutional Networks: Application\n to Sex Classification with Brain Connectivity
    2018/06/05 by Salim Arslan, Sofia Ira Ktena, Arslan, Salim +5 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Environmental Science · Neuroscience · Psychology · #Bioinformatics and Genomic Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Health, Environment, Cognitive Aging #Mental Health Research Topics
  80. Anatomy-Driven Pathology Detection on Chest X-rays
    2023/09/05 by Philip C. Müller, Müller, Philip, Felix Meissen +7 · 2 citations
    Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #Machine Learning (cs.LG)
  81. Towards Universal Unsupervised Anomaly Detection in Medical Imaging
    2024/01/19 by Cosmin I. Bercea, Bercea, Cosmin I., Benedikt Wiestler +5 · 2 citations
    Computer Science · Medicine · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  82. Improved Localized Machine Unlearning Through the Lens of Memorization
    2024/12/03 by Reihaneh Torkzadehmahani, Torkzadehmahani, Reihaneh, Reza Nasirigerdeh +9 · 4 citations
    Computer Science · Engineering · #Educational Technology and Assessment #Experimental Learning in Engineering #FOS: Computer and information sciences #Machine Learning (cs.LG)
  83. 3D Arterial Segmentation via Single 2D Projections and Depth Supervision in Contrast-Enhanced CT Images
    2023/09/15 by Alina F. Dima, Veronika A. Zimmer, Dima, Alina F. +19 · 2 citations
    Computer Science · Medicine · #Acute Ischemic Stroke Management #Cerebrovascular and Carotid Artery Diseases #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques
  84. A Comprehensive Approach for Learning-based Fully-Automated Inter-slice\n Motion Correction for Short-Axis Cine Cardiac MR Image Stacks
    2018/10/03 by Giacomo Tarroni, Ozan Oktay, Tarroni, Giacomo +17 · 1 citation
    Computer Science · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
  85. Bias in Unsupervised Anomaly Detection in Brain MRI
    2023/08/26 by Cosmin I. Bercea, Esther Puyol‐Antón, Bercea, Cosmin I. +9 · 2 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning #SARS-CoV-2 detection and testing
  86. Privacy-preserving medical image analysis
    2020/12/10 by Alexander Ziller, Jonathan Passerat‐Palmbach, Ziller, Alexander +18 · 2 citations
    Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
  87. Approaching Peak Ground Truth
    2022/12/31 by Florian Kofler, Johannes Wahle, Kofler, Florian +33 · 2 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Topic Modeling
  88. Learning Visual Prompts for Guiding the Attention of Vision Transformers
    2024/06/05 by Razieh Rezaei, Rezaei, Razieh, Masoud Jalili Sabet +9 · 2 citations
    Computer Science · #Neural Networks and Applications
  89. Towards Cardiac MRI Foundation Models: Comprehensive Visual-Tabular Representations for Whole-Heart Assessment and Beyond
    2025/04/17 by Yundi Zhang, Paul Hager, Zhang, Yundi +11 · 1 voice · 5 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #cs.AI #cs.CV #eess.IV #electronic engineering #information engineering
  90. Towards Generalisable Time Series Understanding Across Domains
    2024/10/09 by Özgün Turgut, Turgut, Özgün, Philip Müller +5 · 3 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Time Series Analysis and Forecasting
  91. Addressing Benchmarking Gaps in Large Language Models for Health and Medicine with Dynamic Red-Teaming
    2025/07/30 by Jiazhen Pan, Bailiang Jian, Pan, Jiazhen +42 · 1 voice · 7 citations
    Computer Science · Medicine · Social Sciences · #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education #Ethics and Social Impacts of AI
  92. Differentially private federated deep learning for multi-site medical image segmentation
    2021/07/06 by Alexander Ziller, Ziller, Alexander, Dmitrii Usynin +13 · 1 citation
    Computer Science · Engineering · Medicine · #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging and Analysis #Privacy-Preserving Technologies in Data #electronic engineering #information engineering
  93. Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image Reconstruction
    2020/12/22 by Chen Qin, Jinming Duan, Qin, Chen +17 · 1 citation
    Medicine · #Advanced MRI Techniques and Applications #Cardiac Imaging and Diagnostics #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  94. NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation Pipelines
    2018/06/11 by Martin Rajchl, Rajchl, Martin, Nick Pawlowski +7 · 3 citations
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques
  95. Weakly Supervised Learning of Cortical Surface Reconstruction from Segmentations
    2024/06/18 by Qiang Ma, Ma, Qiang, Liu Li +7 · 2 citations
    Computer Science · Medicine · #Gaze Tracking and Assistive Technology #Retinal Imaging and Analysis
  96. Improving Phenotype Prediction using Long-Range Spatio-Temporal Dynamics\n of Functional Connectivity
    2021/09/07 by Simon Dahan, Logan Z. J. Williams, Dahan, Simon +5 · 1 citation
    Environmental Science · Neuroscience · Psychology · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Functional Brain Connectivity Studies #Health, Environment, Cognitive Aging #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Mental Health Research Topics #Neurons and Cognition (q-bio.NC) #electronic engineering #information engineering
  97. Multi-modal unsupervised brain image registration using edge maps
    2022/02/09 by Vasiliki Sideri‐Lampretsa, Georgios Kaissis, Sideri-Lampretsa, Vasiliki +3 · 1 citation
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  98. Data and Physics Driven Learning Models for Fast MRI -- Fundamentals and Methodologies from CNN, GAN to Attention and Transformers
    2022/04/01 by Jiahao Huang, Yingying Fang, Huang, Jiahao +21 · 1 citation
    Engineering · Medicine · #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  99. Complex-valued Federated Learning with Differential Privacy and MRI Applications
    2021/10/07 by Anneliese Riess, Alexander Ziller, Riess, Anneliese +9 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
  100. Specialized curricula for training vision-language models in retinal image analysis
    2024/07/11 by Robbie Holland, Holland, Robbie, Thomas R. Taylor +29 · 2 citations
    Medicine · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Medical and Biological Sciences
  101. Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps
    2023/12/05 by Florian Kofler, Hendrik Möller, Kofler, Florian +39 · 2 citations
    Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  102. SmoothNets: Optimizing CNN architecture design for differentially private deep learning
    2022/05/09 by Nicolas W. Remerscheid, Alexander Ziller, Remerscheid, Nicolas W. +5 · 1 citation
    Computer Science · #Privacy-Preserving Technologies in Data #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications
  103. Surface Analysis with Vision Transformers
    2022/05/31 by Simon Dahan, Logan Z. J. Williams, Dahan, Simon +7 · 1 citation
    Computer Science · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #Face Recognition and Perception #Gaze Tracking and Assistive Technology #Machine Learning (cs.LG) #Neurons and Cognition (q-bio.NC) #Visual Attention and Saliency Detection
  104. Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View
    2022/06/29 by Veronika A. Zimmer, Zimmer, Veronika A., Alberto Gómez +23 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Medicine · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Prenatal Screening and Diagnostics #electronic engineering #information engineering
  105. The Role of Local Alignment and Uniformity in Image-Text Contrastive Learning on Medical Images
    2022/11/14 by Philip C. Müller, Müller, Philip, Georgios Kaissis +3 · 1 citation
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging #Topic Modeling
  106. Language Models Meet Anomaly Detection for Better Interpretability and Generalizability
    2024/04/11 by Jun Li, Li, Jun, Philip Müller +12 · 2 citations
    Computer Science · Medicine · #Anomaly Detection Techniques and Applications #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Viral Infections and Outbreaks Research
  107. The Developing Human Connectome Project: A Fast Deep Learning-based Pipeline for Neonatal Cortical Surface Reconstruction
    2024/05/14 by Qiang Ma, Ma, Qiang, Kaili Liang +15 · 1 voice · 1 citation
    Computer Science · #Biometric Identification and Security
  108. Learning under Distributed Weak Supervision
    2016/06/03 by Martin Rajchl, Rajchl, Martin, Matthew Chung Hai Lee +17 · 1 citation
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders
  109. A Domain-specific Perceptual Metric via Contrastive Self-supervised Representation: Applications on Natural and Medical Images
    2022/12/03 by Hongwei Li, Chinmay Prabhakar, Li, Hongwei Bran +17 · 1 citation
    Computer Science · Biochemistry, Genetics and Molecular Biology · Engineering · #Domain Adaptation and Few-Shot Learning #Cell Image Analysis Techniques #Image Processing Techniques and Applications
  110. Robust Detection Outcome: A Metric for Pathology Detection in Medical Images
    2023/03/03 by Felix Meissen, Philip C. Müller, Meissen, Felix +5 · 1 citation
    Engineering · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
  111. The Multiscale Surface Vision Transformer
    2023/03/21 by Simon Dahan, Logan Z. J. Williams, Dahan, Simon +5 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Neurons and Cognition (q-bio.NC) #electronic engineering #information engineering
  112. Towards a vision foundation model for comprehensive assessment of Cardiac MRI
    2024/10/02 by Athira Jacob, Jacob, Athira J, Indraneel Borgohain +9 · 2 citations
    Engineering · Medicine · #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #Cardiac Imaging and Diagnostics #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  113. Spatio-Temporal Encoding of Brain Dynamics with Surface Masked Autoencoders
    2023/08/10 by Simon Dahan, Dahan, Simon, Williams, Logan Z. J. +5 · 1 citation
    Environmental Science · Neuroscience · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Functional Brain Connectivity Studies #Health, Environment, Cognitive Aging #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  114. DCSM 2.0: Deep Conditional Shape Models for Data Efficient Segmentation
    2024/06/28 by Athira Jacob, Puneet Sharma, Jacob, Athira J +3 · 1 citation
    Engineering · Computer Science · #Industrial Vision Systems and Defect Detection #Medical Image Segmentation Techniques #Image Processing and 3D Reconstruction
  115. Beyond the Calibration Point: Mechanism Comparison in Differential Privacy
    2024/06/13 by Georgios Kaissis, Stefan Kolek, Kaissis, Georgios +7 · 2 voices · 2 citations
    Computer Science · Mathematics · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST) #cs.AI #cs.CR #cs.LG #math.ST #stat.ML
  116. Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)
    2024/03/12 by Robbie Holland, Holland, Robbie, Rebecca Kaye +21 · 1 citation
    Medicine · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Retinal Imaging and Analysis #electronic engineering #information engineering
  117. Σ-net: Systematic Evaluation of Iterative Deep Neural Networks for Fast Parallel MR Image Reconstruction
    2019/12/18 by Kerstin Hammernik, Hammernik, Kerstin, Jo Schlemper +9 · 1 citation
    Engineering · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Imaging Techniques and Applications #Sparse and Compressive Sensing Techniques #electronic engineering #information engineering
  118. Joint Motion Correction and Super Resolution for Cardiac Segmentation via Latent Optimisation
    2021/07/08 by Shuo Wang, Wang, Shuo, Chen Qin +15 · 1 citation
    Computer Science · Medicine · #Advanced Image Processing Techniques #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  119. Pixel-Level Explanation of Multiple Instance Learning Models in Biomedical Single Cell Images
    2023/03/15 by Ario Sadafi, Oleksandra Adonkina, Sadafi, Ario +13 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
  120. Unsupervised Analysis of Alzheimer's Disease Signatures using 3D Deformable Autoencoders
    2024/07/04 by Mehmet Yigit Avci, Emily Chan, Avci, Mehmet Yigit +11 · 1 citation
    Computer Science · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  121. A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
    2025/03/21 by David Mildenberger, Mildenberger, David, Paul Hager +6 · 1 voice · 1 citation
    Computer Science · #cs.LG #cs.CV
  122. How Far Have Medical Vision-Language Models Come? A Comprehensive Benchmarking Study
    2025/07/15 by Che Liu, Jiazhen Pan, Liu, Che +9 · 1 voice · 1 citation
    Computer Science · Nursing · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Nursing Diagnosis and Documentation #cs.CV
  123. Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
    2024/03/12 by Chengzhi Shen, Shen, Chengzhi, Martin J. Menten +17 · 1 citation
    Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Machine Learning in Healthcare
  124. Attention Incorporated Network for Sharing Low-rank, Image and K-space Information during MR Image Reconstruction to Achieve Single Breath-hold Cardiac Cine Imaging
    2024/07/03 by Siying Xu, Xu, Siying, Kerstin Hammernik +13 · 1 citation
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Advanced X-ray and CT Imaging
  125. Laplace Sample Information: Data Informativeness Through a Bayesian Lens
    2025/05/21 by Johannes Kaiser, Kaiser, Johannes, Kristian Schwethelm +5 · 1 citation
    Decision Sciences · Mathematics · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Forecasting Techniques and Applications #Information Theory (cs.IT) #Machine Learning (cs.LG) #Statistics Education and Methodologies
  126. Efficient numeracy in language models through single-token number embeddings
    2025/10/08 by Linus Kreitner, Paul Hager, Kreitner, Linus +9 · 1 voice · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling #cs.LG
  127. Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis
    2024/09/15 by Chaoshun Li, Hanchun Wang, Li, Liu +13 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  128. Pitfalls of topology-aware image segmentation
    2024/12/19 by Alexander H. Berger, Berger, Alexander H., Laurin Lux +10 · 1 voice · 1 citation
    Computer Science · Medicine · #Image Retrieval and Classification Techniques #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #cs.AI #cs.CV #cs.LG
  129. Parametric shape models for vessels learned from segmentations via differentiable voxelization
    2025/07/03 by Alina F. Dima, Suprosanna Shit, Dima, Alina F. +19 · 1 voice · 1 citation
    Computer Science · #cs.CV
  130. Classification, Regression and Segmentation directly from k-Space in Cardiac MRI
    2024/07/29 by Ruochen Li, Li, Ruochen, Jiazhen Pan +7 · 1 citation
    Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  131. Meta-learning Slice-to-Volume Reconstruction in Fetal Brain MRI using Implicit Neural Representations
    2025/05/14 by Maik Dannecker, Dannecker, Maik, Thomas Sanchez +15 · 2 citations
    Medicine · #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  132. Estimating Neural Orientation Distribution Fields on High Resolution Diffusion MRI Scans
    2024/09/14 by Mohammed Munzer Dwedari, William Consagra, Dwedari, Mohammed Munzer +9 · 1 citation
    Medicine · #Advanced Neuroimaging Techniques and Applications #MRI in cancer diagnosis #Advanced MRI Techniques and Applications
  133. A Graph-Based Framework for Interpretable Whole Slide Image Analysis
    2025/03/14 by Alexander Weers, Alexander H. Berger, Weers, Alexander +9 · 1 citation
    Medicine · Computer Science · #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #Medical Image Segmentation Techniques
  134. dAUTOMAP: decomposing AUTOMAP to achieve scalability and enhance performance
    2019/09/24 by Jo Schlemper, Schlemper, Jo, İlkay Öksüz +13 · 1 citation
    Computer Science · #Context-Aware Activity Recognition Systems #Embedded Systems Design Techniques #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel Computing and Optimization Techniques #electronic engineering #information engineering
  135. Intensity-based 3D motion correction for cardiac MR images
    2024/03/31 by Nil Stolt-Ansó, Vasiliki Sideri‐Lampretsa, Stolt-Ansó, Nil +5 · 1 citation
    Computer Science · Medicine · Engineering · #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Medical Imaging and Analysis
  136. TimeFlow: Temporal Conditioning for Longitudinal Brain MRI Registration and Aging Analysis
    2025/01/15 by Bailiang Jian, Jian, Bailiang, Jiazhen Pan +13 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #electronic engineering #information engineering
  137. PRIME-SVR: Physics-infoRmed Implicit Multi-Echo Slice-to-Volume Reconstruction for Fetal T2 mapping
    2026/07/22 by Busra Bulut, Maik Dannecker, Thomas Sanchez +14 · 1 voice
    Computer Science · Physics and Astronomy · #physics.med-ph #cs.AI
  138. RadPRISM: Schema-stratified radiology-report supervision for concept-disentangled image representations and visual grounding
    2026/07/31 by Fabian Drexel, Marlene Fritzsche, Era Stambollxhiu +15
    Computer Science · #cs.CV #cs.LG
  139. NISF++: Geometrically-grounded implicit representations of 3D+time cardiac function from 2D short- and long-axis MR views
    2026/08/01 by Nil Stolt-Ansó, Maik Dannecker, Steven Jia +2
    Computer Science · #cs.CV