Schwab, Johannes
- NETT: solving inverse problems with deep neural networks
2018/02/28 by Housen Li, Johannes Schwab, Li, Housen +5 · 7 citations
Engineering · Mathematics · #Numerical methods in inverse problems #Photoacoustic and Ultrasonic Imaging #Sparse and Compressive Sensing Techniques
- Deep Learning for Photoacoustic Tomography from Sparse Data
2017/04/15 by Antholzer, Stephan, Haltmeier, Markus, Schwab, Johannes · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Regularization of Inverse Problems by Filtered Diagonal Frame Decomposition
2020/08/14 by Andrea Ebner, Ebner, Andrea, Jürgen Frikel +7 · 2 citations
Mathematics · Engineering · #Numerical methods in inverse problems #Sparse and Compressive Sensing Techniques #Photoacoustic and Ultrasonic Imaging
- Sparse2Inverse: Self-supervised inversion of sparse-view CT data
2024/02/26 by Gruber, Nadja, Schwab, Johannes, Gizewski, Elke +1 · 2 citations
#FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Chern classes of linear submanifolds with application to spaces of k-differentials and ball quotients
2023/03/31 by Matteo Costantini, Martin Möller, Costantini, Matteo +3 · 1 citation
Mathematics · #Advanced Algebra and Geometry #Algebraic Geometry (math.AG) #FOS: Mathematics #Geometric and Algebraic Topology #Homotopy and Cohomology in Algebraic Topology
- Learning Regularization Functionals for Inverse Problems: A Comparative Study
2025/10/02 by Hertrich, Johannes, Wong, Hok Shing, Denker, Alexander +16 · 3 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Optimization and Control (math.OC)
- Noisier2Inverse: Self-Supervised Learning for Image Reconstruction with Correlated Noise
2025/03/25 by Gruber, Nadja, Schwab, Johannes, Haltmeier, Markus +3 · 1 citation
#92C55 #94A08 #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #G.3 #I.2.10 #I.4.4 #I.4.5 #Image and Video Processing (eess.IV) #Optimization and Control (math.OC) #electronic engineering #information engineering