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Sébastien Ourselin

  1. MONAI: An open-source framework for deep learning in healthcare
    2022/11/04 by M. Jorge Cardoso, Cardoso, M. Jorge, Wenqi Li +109 · 126 citations
    Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
  2. The future of digital health with federated learning
    2020/09/14 by Nicola Rieke, Jonny Hancox, Wenqi Li +14 · 89 citations
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Machine Learning in Healthcare #Privacy-Preserving Technologies in Data
  3. Brain Imaging Generation with Latent Diffusion Models
    2022/09/15 by Walter Hugo Lopez Pinaya, Pinaya, Walter H. L., Petru-Daniel Tudosiu +13 · 54 citations
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #Quantitative Methods (q-bio.QM) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
  4. TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning
    2021/06/17 by Fernando Pérez-García, Fernando Pérez‐García, Rachel Sparks +1 · 27 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Advanced Neural Network Applications #Cell Image Analysis Techniques #Radiomics and Machine Learning in Medical Imaging
  5. Evaluation of Algorithms for Multi-Modality Whole Heart Segmentation: An Open-Access Grand Challenge
    2019/02/21 by Xiahai Zhuang, Lei Li, Zhuang, Xiahai +65 · 18 citations
    Medicine · Engineering · #Cardiac Valve Diseases and Treatments #Cardiac Imaging and Diagnostics #Advanced X-ray and CT Imaging
  6. Denoising diffusion models for out-of-distribution detection
    2022/11/14 by Mark S. Graham, Walter Hugo Lopez Pinaya, Graham, Mark S. +9 · 20 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare
  7. Generative AI for Medical Imaging: extending the MONAI Framework
    2023/07/27 by Walter Hugo Lopez Pinaya, Walter H. L. Pinaya, Mark S. Graham +49 · 1 voice · 16 citations
    Computer Science · Engineering · #AI in cancer detection #Generative Adversarial Networks and Image Synthesis #Machine Learning in Healthcare #cs.CV #eess.IV
  8. LoViT: Long Video Transformer for Surgical Phase Recognition
    2023/05/15 by Yang Liu, Maxence Boels, Liu, Yang +11 · 12 citations
    Medicine · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Surgical Simulation and Training
  9. Equitable modelling of brain imaging by counterfactual augmentation with morphologically constrained 3D deep generative models
    2021/11/29 by Guilherme Pombo, Robert M. Gray, Pombo, Guilherme +11 · 8 citations
    Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning in Healthcare
  10. SAR-RARP50: Segmentation of surgical instrumentation and Action Recognition on Robot-Assisted Radical Prostatectomy Challenge
    2023/12/31 by Dimitrios Psychogyios, Emanuele Colleoni, Psychogyios, Dimitrios +97 · 13 citations
    Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Imaging and Analysis #Surgical Simulation and Training
  11. Privacy-preserving Federated Brain Tumour Segmentation
    2019/10/02 by Wenqi Li, Fausto Milletarì, Li, Wenqi +19 · 7 citations
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Radiomics and Machine Learning in Medical Imaging
  12. Unsupervised 3D out-of-distribution detection with latent diffusion models
    2023/07/07 by Mark S. Graham, Walter Hugo Lopez Pinaya, Graham, Mark S. +19 · 7 citations
    Computer Science · Medicine · #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #MRI in cancer diagnosis #Machine Learning in Healthcare
  13. Deep gray matter volume loss drives disability worsening in multiple sclerosis
    2018/01/13 by Arman Eshaghi, Ferrán Prados, Ferran Prados +35 · 4 citations
    Medicine · #Long-Term Effects of COVID-19 #Multiple Sclerosis Research Studies #Peripheral Neuropathies and Disorders
  14. Unsupervised Brain Anomaly Detection and Segmentation with Transformers
    2021/02/23 by Walter Hugo Lopez Pinaya, Petru-Daniel Tudosiu, Pinaya, Walter Hugo Lopez +11 · 4 citations
    Computer Science · Medicine · Neuroscience · #Brain Tumor Detection and Classification #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
  15. Morphology-preserving Autoregressive 3D Generative Modelling of the Brain
    2022/09/07 by Petru-Daniel Tudosiu, Tudosiu, Petru-Daniel, Walter Hugo Lopez Pinaya +23 · 4 citations
    Computer Science · #68T99 (Primary) 92C55 (Secondary) #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #I.2.1 #Image and Video Processing (eess.IV) #J.3 #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #electronic engineering #information engineering
  16. EndoOmni: Zero-Shot Cross-Dataset Depth Estimation in Endoscopy by Robust Self-Learning from Noisy Labels
    2024/09/09 by Qingyao Tian, Zhen Chen, Tian, Qingyao +11 · 9 citations
    Medicine · #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  17. MONAIfbs: MONAI-based fetal brain MRI deep learning segmentation
    2021/03/21 by Marta Bianca Maria Ranzini, Ranzini, Marta B. M., Lucas Fidon +7 · 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) #Machine Learning (cs.LG) #Neonatal and fetal brain pathology #electronic engineering #information engineering
  18. Current State of Community-Driven Radiological AI Deployment in Medical Imaging
    2022/12/29 by Vikas Gupta, Gupta, Vikash, Barbaros S. Erdal +49 · 2 citations
    Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computers and Society (cs.CY) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiology practices and education #Radiomics and Machine Learning in Medical Imaging #eess.IV #electronic engineering #information engineering
  19. VideoSum: A Python Library for Surgical Video Summarization
    2023/02/15 by Luis C. García-Peraza-Herrera, Sébastien Ourselin, Garcia-Peraza-Herrera, Luis C. +3 · 2 citations
    Medicine · Computer Science · Biochemistry, Genetics and Molecular Biology · #Colorectal Cancer Screening and Detection #Generative Adversarial Networks and Image Synthesis #Cancer-related molecular mechanisms research
  20. Boosted Training of Convolutional Neural Networks for Multi-Class Segmentation
    2018/06/13 by Lorenz Berger, Eoin Hyde, Berger, Lorenz +11 · 1 citation
    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
  21. Neuromorphologicaly-preserving Volumetric data encoding using VQ-VAE
    2020/02/13 by Petru-Daniel Tudosiu, Thomas Varsavsky, Tudosiu, Petru-Daniel +13 · 1 citation
    Computer Science · Medicine · #Medical Image Segmentation Techniques #Advanced Neuroimaging Techniques and Applications #Advanced Vision and Imaging
  22. SWAG: Long-term Surgical Workflow Prediction with Generative-based Anticipation
    2024/12/25 by Maxence Boels, Yan Liu, Boels, Maxence +7 · 4 citations
    Health Professions · Medicine · #Clinical practice guidelines implementation #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Healthcare Operations and Scheduling Optimization #Machine Learning (cs.LG) #Surgical Simulation and Training
  23. Generative Medical Segmentation
    2024/03/27 by Jiayu Huo, Huo, Jiayu, Xi Ouyang +5 · 2 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #electronic engineering #information engineering
  24. An MRF-UNet Product of Experts for Image Segmentation
    2021/04/12 by Mikael Brudfors, Brudfors, Mikael, Yaël Balbastre +11 · 1 citation
    Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis
  25. CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data
    2021/04/08 by Mostafa Mehdipour Ghazi, Ghazi, Mostafa Mehdipour, Lauge Sørensen +5 · 1 citation
    Computer Science · #Machine Learning in Healthcare #Time Series Analysis and Forecasting
  26. Deep forecasting of translational impact in medical research
    2021/10/17 by Amy PK Nelson, Nelson, Amy PK, Malcolm H. Ray +23 · 1 citation
    Computer Science · Decision Sciences · #Digital Libraries (cs.DL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Meta-analysis and systematic reviews #scientometrics and bibliometrics research
  27. Fast PET reconstruction using Multi-scale Fully Convolutional Neural Networks
    2017/04/24 by Jieqing Jiao, Jiao, Jieqing, Sébastien Ourselin +1 · 1 citation
    Medicine · Physics and Astronomy · #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #Nuclear Physics and Applications
  28. Automated triaging of head MRI examinations using convolutional neural\n networks
    2021/06/15 by David Wood, Sina Kafiabadi, Wood, David A. +21 · 1 citation
    Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #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 in Healthcare #electronic engineering #information engineering
  29. WeakMCN: Multi-task Collaborative Network for Weakly Supervised Referring Expression Comprehension and Segmentation
    2025/05/24 by Yang Liu, Silin Cheng, Liu, Yang +9 · 4 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Speech and dialogue systems #Topic Modeling
  30. ApoE influences regional white-matter axonal density loss in Alzheimer's disease
    2017/05/03 by Catherine F. Slattery, Jiaying Zhang, Ross W. Paterson +19 · 1 citation
    Medicine · #Advanced Neuroimaging Techniques and Applications #Alzheimer's disease research and treatments #Dementia and Cognitive Impairment Research
  31. SuPRA: Surgical Phase Recognition and Anticipation for Intra-Operative Planning
    2024/03/10 by Maxence Boels, Boels, Maxence, Yang Liu +7 · 1 citation
    Medicine · #Aortic aneurysm repair treatments #Colorectal Cancer Surgical Treatments #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  32. SurgPLAN++: Universal Surgical Phase Localization Network for Online and Offline Inference
    2024/09/19 by Zhen Chen, Xingjian Luo, Chen, Zhen +13 · 2 citations
    Physics and Astronomy · Medicine · #Advanced X-ray Imaging Techniques #Nuclear Physics and Applications #Advanced MRI Techniques and Applications
  33. Motion-Boundary-Driven Unsupervised Surgical Instrument Segmentation in Low-Quality Optical Flow
    2024/03/15 by Yang Liu, Liu, Yang, Peiran Wu +16 · 1 citation
    Engineering · Medicine · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Retinal Imaging and Analysis #Surgical Simulation and Training
  34. DDSB: An Unsupervised and Training-free Method for Phase Detection in Echocardiography
    2024/03/19 by Zhenyu Bu, Yang Liu, Bu, Zhenyu +17 · 1 citation
    Engineering · Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hemodynamic Monitoring and Therapy #Non-Invasive Vital Sign Monitoring
  35. A self-supervised text-vision framework for automated brain abnormality detection
    2024/05/05 by David Wood, Wood, David A., Emily Guilhem +29 · 1 citation
    Biochemistry, Genetics and Molecular Biology · Neuroscience · #Biomedical Text Mining and Ontologies #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  36. VS-Assistant: Versatile Surgery Assistant on the Demand of Surgeons
    2024/05/14 by Zhen Chen, Xingjian Luo, Chen, Zhen +13 · 2 citations
    Health Professions · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Global Health Workforce Issues #Medical Education and Admissions #Nursing Roles and Practices