Image and Video Processing · Electrical Eng. & Systems
Iterative training of robust k-space interpolation networks for improved image reconstruction with limited scan specific training samples
Peter Dawood, Felix Breuer, Paul R. Burd, István Homolya +3
2022-07-15
Image and Video Processing · Electrical Eng. & Systems
Accelerated Coronary MRI with sRAKI: A Database-Free Self-Consistent Neural Network k-space Reconstruction for Arbitrary Undersampling
Seyed Amir Hossein Hosseini, Chi Zhang, Sebastian Weingärtner, Steen Moeller +3
2020-07-01
Medical Physics · Physics
Application of a k-Space Interpolating Artificial Neural Network to In-Plane Accelerated Simultaneous Multislice Imaging
Nikolai J. Mickevicius, Eric S. Paulson, L. Tugan Muftuler, Andrew S. Nencka
2019-02-25
Image and Video Processing · Electrical Eng. & Systems
Multi-Weight Respecification of Scan-specific Learning for Parallel Imaging
Hui Tao, Haifeng Wang, Shanshan Wang, Dong Liang +2
2022-04-06
Signal Processing · Electrical Eng. & Systems
APIR-Net: Autocalibrated Parallel Imaging Reconstruction using a Neural Network
Chaoping Zhang, Florian Dubost, Marleen de Bruijne, Stefan Klein +1
2019-09-20
Medical Physics · Physics
Controlling spatial correlation in k-space interpolation networks for MRI reconstruction: denoising versus apparent blurring
Istvan Homolya, Jannik Stebani, Felix Breuer, Grit Hein +3
2026-02-17
Computer Vision and Pattern Recognition · Computer Science
Image space formalism of convolutional neural networks for k-space interpolation
Peter Dawood, Felix Breuer, Istvan Homolya, Maximilian Gram +3
2025-05-12
Image and Video Processing · Electrical Eng. & Systems
A scan-specific unsupervised method for parallel MRI reconstruction via implicit neural representation
Ruimin Feng, Qing Wu, Yuyao Zhang, Hongjiang Wei
2022-10-20
Image and Video Processing · Electrical Eng. & Systems
GrappaNet: Combining Parallel Imaging with Deep Learning for Multi-Coil MRI Reconstruction
Anuroop Sriram, Jure Zbontar, Tullie Murrell, C. Lawrence Zitnick +2
2020-04-01
Medical Physics · Physics
Group-kernel auto-calibration and group-patch k-space reconstruction: Fast MRI with time-variant B0 kernels partitioned into time-invariant subsets
Rui Tian, Martin Uecker, Oliver Holder, Pavel Povolni +2
2026-01-12
Image and Video Processing · Electrical Eng. & Systems
Efficient MRI Parallel Imaging Reconstruction by K-Space Rendering via Generalized Implicit Neural Representation
Hao Li, Yusheng Zhou, Jianan Liu, Xiling Liu +4
2025-06-10
Signal Processing · Electrical Eng. & Systems
Deep Learning Methods for Parallel Magnetic Resonance Image Reconstruction
Florian Knoll, Kerstin Hammernik, Chi Zhang, Steen Moeller +3
2019-04-03
Image and Video Processing · Electrical Eng. & Systems
Continuous K-space Recovery Network with Image Guidance for Fast MRI Reconstruction
Yucong Meng, Zhiwei Yang, Minghong Duan, Yonghong Shi +1
2025-03-14
Image and Video Processing · Electrical Eng. & Systems
Deep MRI Reconstruction: Unrolled Optimization Algorithms Meet Neural Networks
Dong Liang, Jing Cheng, Ziwen Ke, Leslie Ying
2019-07-30
Image and Video Processing · Electrical Eng. & Systems
Improving Deep Learning for Accelerated MRI With Data Filtering
Kang Lin, Anselm Krainovic, Kun Wang, Reinhard Heckel
2025-08-20
Computer Vision and Pattern Recognition · Computer Science
Enhancing and Accelerating Brain MRI through Deep Learning Reconstruction Using Prior Subject-Specific Imaging
Amirmohammad Shamaei, Alexander Stebner, Salome, Bosshart +4
2025-07-30
Image and Video Processing · Electrical Eng. & Systems
A Faithful Deep Sensitivity Estimation for Accelerated Magnetic Resonance Imaging
Zi Wang, Haoming Fang, Chen Qian, Boxuan Shi +7
2023-12-27
Image and Video Processing · Electrical Eng. & Systems
HyperCoil-Recon: A Hypernetwork-based Adaptive Coil Configuration Task Switching Network for MRI Reconstruction
Sriprabha Ramanarayanan, Mohammad Al Fahim, Rahul G. S., Amrit Kumar Jethi +2
2023-08-10
Image and Video Processing · Electrical Eng. & Systems
Implicit Neural Representation-Based MRI Reconstruction Method with Sensitivity Map Constraints
Lixuan Rao, Xinlin Zhang, Yiman Huang, Tao Tan +1
2025-06-09