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Hammernik, Kerstin

  1. Learning a Variational Network for Reconstruction of Accelerated MRI\n Data
    2017/04/03 by Kerstin Hammernik, Hammernik, Kerstin, Teresa Klatzer +11 · 28 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 #Medical Imaging Techniques and Applications
  2. Deep Learning Methods for Parallel Magnetic Resonance Image\n Reconstruction
    2019/04/01 by Florian Knöll, Knoll, Florian, Kerstin Hammernik +11 · 14 citations
    Medicine · Physics and Astronomy · #Advanced MRI Techniques and Applications #Atomic and Subatomic Physics Research #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
  3. Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging
    2022/03/23 by Kerstin Hammernik, Hammernik, Kerstin, Thomas Küstner +11 · 10 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
  4. Bayesian Uncertainty Estimation of Learned Variational MRI Reconstruction
    2021/02/12 by Narnhofer, Dominik, Effland, Alexander, Kobler, Erich +3 · 4 citations
    #65D19 #65K10 #68T45 #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
  5. Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
    2022/12/16 by Wenqi Huang, Hongwei Li, Huang, Wenqi +9 · 5 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
  6. NISF: Neural Implicit Segmentation Functions
    2023/09/15 by Stolt-Ansó, Nil, McGinnis, Julian, Pan, Jiazhen +2 · 4 citations
    #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
  7. Embedding Gradient-based Optimization in Image Registration Networks
    2021/12/07 by Qiu, Huaqi, Hammernik, Kerstin, Qin, Chen +2 · 2 citations
    #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
  8. Motion-compensated MR CINE reconstruction with reconstruction-driven motion estimation
    2023/02/05 by Jiazhen Pan, Wenqi Huang, Pan, Jiazhen +7 · 2 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
  9. Subspace Implicit Neural Representations for Real-Time Cardiac Cine MR Imaging
    2024/12/17 by Wenqi Huang, Huang, Wenqi, Veronika Spieker +17 · 1 voice · 3 citations
    Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #cs.AI #cs.LG #eess.IV
  10. 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
  11. 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 · 3 citations
    Medicine · Computer Science · #Medical Imaging Techniques and Applications #Neural Networks and Applications #Advanced MRI Techniques and Applications
  12. The Impact of Domain Shift on Left and Right Ventricle Segmentation in Short Axis Cardiac MR Images
    2021/09/22 by Ugurlu, Devran, Puyol-Anton, Esther, Ruijsink, Bram +5 · 1 citation
    #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
  13. Differentially private training of residual networks with scale normalisation
    2022/03/01 by Helena Klause, Klause, Helena, Alexander Ziller +7 · 1 citation
    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
  14. 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, Kerstin Hammernik, Xu, Siying +13 · 1 citation
    Medicine · Engineering · #Advanced MRI Techniques and Applications #Advanced X-ray and CT Imaging
  15. ICoNIK: Generating Respiratory-Resolved Abdominal MR Reconstructions Using Neural Implicit Representations in k-Space
    2023/08/17 by Veronika Spieker, Spieker, Veronika, Wenqi Huang +17 · 1 citation
    Medicine · #Advanced MRI Techniques and Applications #Advanced Neuroimaging 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 Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #Signal Processing (eess.SP) #electronic engineering #information engineering