Ruud J. G. van Sloun

1. KalmanNet: Neural Network Aided Kalman Filtering for Partially Known Dynamics
   2022/01/01 by Guy Revach, Nir Shlezinger, Xiaoyong Ni +4 · 28 citations
   Computer Science · #Target Tracking and Data Fusion in Sensor Networks #Neural Networks and Applications #Time Series Analysis and Forecasting
2. DA-MUSIC: Data-Driven DoA Estimation via Deep Augmented MUSIC Algorithm
   2023/09/28 by Julian P. Merkofer, Guy Revach, Nir Shlezinger +2 · 15 citations
   Computer Science · Earth and Planetary Sciences · #Speech and Audio Processing #Direction-of-Arrival Estimation Techniques #Underwater Acoustics Research
3. Deep Unfolded Robust PCA with Application to Clutter Suppression in\n Ultrasound
   2018/11/20 by Oren Solomon, Regev Cohen, Solomon, Oren +13 · 7 citations
   Engineering · Medicine · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Photoacoustic and Ultrasonic Imaging #Signal Processing (eess.SP) #Ultrasound Imaging and Elastography #Ultrasound and Hyperthermia Applications #electronic engineering #information engineering
4. Latent-KalmanNet: Learned Kalman Filtering for Tracking from High-Dimensional Signals
   2023/04/16 by Itay Buchnik, Damiano Steger, Buchnik, Itay +9 · 8 citations
   Computer Science · #FOS: Electrical engineering #Signal Processing (eess.SP) #Target Tracking and Data Fusion in Sensor Networks #Time Series Analysis and Forecasting #electronic engineering #information engineering
5. Adaptive Ultrasound Beamforming using Deep Learning
   2019/09/23 by Ben Luijten, Luijten, Ben, Regev Cohen +11 · 5 citations
   Computer Science · Engineering · Medicine · #FOS: Electrical engineering #Signal Processing (eess.SP) #Speech and Audio Processing #Ultrasonics and Acoustic Wave Propagation #Ultrasound Imaging and Elastography #electronic engineering #information engineering
6. Latent-KalmanNet: Learned Kalman Filtering for Tracking From High-Dimensional Signals
   2023/12/22 by Itay Buchnik, Guy Revach, Damiano Steger +3 · 6 citations
   Computer Science · #Target Tracking and Data Fusion in Sensor Networks #Time Series Analysis and Forecasting #Video Surveillance and Tracking Methods
7. Removing Structured Noise with Diffusion Models
   2023/01/20 by Tristan S. W. Stevens, Hans van Gorp, Stevens, Tristan S. W. +11 · 4 citations
   Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Gaussian Processes and Bayesian Inference #Generative Adversarial Networks and Image Synthesis
8. SubspaceNet: Deep Learning-Aided Subspace Methods for DoA Estimation
   2023/06/04 by Dor H. Shmuel, Shmuel, Dor H., Julian P. Merkofer +7 · 4 citations
   Computer Science · Engineering · #Direction-of-Arrival Estimation Techniques #Speech and Audio Processing #Structural Health Monitoring Techniques
9. Super-resolution Ultrasound Localization Microscopy through Deep\n Learning
   2018/04/20 by Ruud J. G. van Sloun, Oren Solomon, van Sloun, Ruud J. G. +11 · 2 citations
   Engineering · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Photoacoustic and Ultrasonic Imaging #Signal Processing (eess.SP) #Ultrasound Imaging and Elastography #Ultrasound and Hyperthermia Applications #electronic engineering #information engineering
10. Uncertainty in Data-Driven Kalman Filtering for Partially Known State-Space Models
    2021/10/10 by Itzik Klein, Guy Revach, Klein, Itzik +9 · 1 citation
    Computer Science · #FOS: Computer and information sciences #FOS: Electrical engineering #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Neural Networks and Applications #Signal Processing (eess.SP) #Target Tracking and Data Fusion in Sensor Networks #electronic engineering #information engineering
11. A Review of Machine Learning Applications for the Proton Magnetic Resonance Spectroscopy Workflow
    2023/05/16 by Dennis van de Sande, van de Sande, Dennis M. J., Julian P. Merkofer +15 · 1 citation
    Medicine · Biochemistry, Genetics and Molecular Biology · Physics and Astronomy · #Advanced MRI Techniques and Applications #Electron Spin Resonance Studies #Atomic and Subatomic Physics Research