Mattias P. Heinrich
- Attention U-Net: Learning Where to Look for the Pancreas
2018/04/11 by Ozan Oktay, Jo Schlemper, Oktay, Ozan +21 · 335 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
- Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images
2018/08/22 by Jo Schlemper, Ozan Oktay, Schlemper, Jo +11 · 22 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
- Learn2Reg: comprehensive multi-task medical image registration\n challenge, dataset and evaluation in the era of deep learning
2021/12/08 by Alessa Hering, Lasse Hansen, Hering, Alessa +97 · 25 citations
Engineering · Medicine · #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 #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- 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
- Closing the Gap between Deep and Conventional Image Registration using\n Probabilistic Dense Displacement Networks
2019/07/25 by Mattias P. Heinrich, Heinrich, Mattias P. · 6 citations
Computer Science · Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Medical Imaging and Analysis
- Fast 3D registration with accurate optimisation and little learning for\n Learn2Reg 2021
2021/12/06 by Hanna Siebert, Lasse Hansen, Siebert, Hanna +3 · 7 citations
Computer Science · Engineering · Medicine · #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 and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Voxelmorph++ Going beyond the cranial vault with keypoint supervision and multi-channel instance optimisation
2022/02/28 by Mattias P. Heinrich, Heinrich, Mattias P., Lasse Hansen +1 · 6 citations
Medicine · #Lung Cancer Diagnosis and Treatment #Radiomics and Machine Learning in Medical Imaging #Medical Imaging Techniques and Applications
- Deep learning based geometric registration for medical images: How\n accurate can we get without visual features?
2021/03/01 by Lasse Hansen, Hansen, Lasse, Mattias P. Heinrich +1 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
- Automatic Generation of Synthetic Colonoscopy Videos for Domain Randomization
2022/05/20 by Abhishek Dinkar Jagtap, Mattias P. Heinrich, Jagtap, Abhishek Dinkar +3 · 2 citations
Computer Science · Medicine · #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Biomedical image analysis competitions: The state of current participation practice
2022/12/16 by Matthias Eisenmann, Eisenmann, Matthias, Annika Reinke +452 · 2 citations
Engineering · Medicine · #Artificial Intelligence in Healthcare and Education #Biomedical and Engineering Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time Adaptation
2023/12/11 by Christian Weihsbach, Weihsbach, Christian, Christian Kruse +5 · 1 citation
Engineering · Medicine · #68T07 (Secondary) #92C55 (Primary) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #I.2.6 #I.4.6 #Machine Learning (cs.LG) #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging