Kerstin Hammernik
- Learning a Variational Network for Reconstruction of Accelerated MRI\n Data
2017/04/03 by Kerstin Hammernik, Hammernik, Kerstin, Teresa Klatzer +11 · 31 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
- Deep-Learning Methods for Parallel Magnetic Resonance Imaging Reconstruction: A Survey of the Current Approaches, Trends, and Issues
2020/01/01 by Florian Knöll, Florian Knoll, Kerstin Hammernik +6 · 21 citations
Medicine · Engineering · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Photoacoustic and Ultrasonic Imaging
- Deep Learning Methods for Parallel Magnetic Resonance Image\n Reconstruction
2019/04/01 by Florian Knöll, Knoll, Florian, Kerstin Hammernik +11 · 17 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
- Physics-Driven Deep Learning for Computational Magnetic Resonance Imaging
2022/03/23 by Kerstin Hammernik, Hammernik, Kerstin, Thomas Küstner +11 · 11 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
- 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 · 9 citations
Medicine · #Advanced MRI Techniques and Applications #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
- Neural Implicit k-Space for Binning-free Non-Cartesian Cardiac MR Imaging
2022/12/16 by Wenqi Huang, Hongwei Li, Huang, Wenqi +9 · 6 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
- 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
- Subspace Implicit Neural Representations for Real-Time Cardiac Cine MR Imaging
2024/12/17 by Wenqi Huang, Veronika Spieker, Huang, Wenqi +17 · 1 voice · 3 citations
Computer Science · Engineering · Medicine · #Advanced MRI Techniques and Applications #cs.AI #cs.LG #eess.IV
- Shortcut to Chemically Accurate Quantum Computing via Density-based Basis-set Correction
2024/05/19 by Diata Traore, Olivier Adjoua, César Feniou +8 · 1 voice · 2 citations
Physics and Astronomy · #physics.chem-ph #quant-ph
- Complementary Time-Frequency Domain Networks for Dynamic Parallel MR Image Reconstruction
2020/12/22 by Chen Qin, Qin, Chen, Jinming Duan +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
- PISCO: Self-Supervised k-Space Regularization for Improved Neural Implicit k-Space Representations of Dynamic MRI
2025/01/16 by Veronika Spieker, Hannah Eichhorn, Spieker, Veronika +21 · 3 citations
Medicine · Computer Science · #Medical Imaging Techniques and Applications #Neural Networks and Applications #Advanced MRI Techniques and Applications
- The Impact of Domain Shift on Left and Right Ventricle Segmentation in Short Axis Cardiac MR Images
2021/09/22 by Devran Uğurlu, Ugurlu, Devran, Esther Puyol‐Antón +13 · 1 citation
Medicine · #Cardiac Imaging and Diagnostics #Cardiac Valve Diseases and Treatments #Cardiovascular Function and Risk Factors #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
- 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
- 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
- ICoNIK: Generating Respiratory-Resolved Abdominal MR Reconstructions Using Neural Implicit Representations in k-Space
2023/08/17 by Veronika Spieker, Wenqi Huang, Spieker, Veronika +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