Michael Unser
École Polytechnique Fédérale de Lausanne
H-index: 113
Europe-Switzerland
Top articles of Michael Unser
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Learning weakly convex regularizers for convergent image-reconstruction algorithms | SIAM Journal on Imaging Sciences | Alexis Goujon Sebastian Neumayer Michael Unser | 2024/3/31 |
CRR: Convex Ridge Regularizer | Astrophysics Source Code Library | Alexis Goujon Sebastian Neumayer Pakshal Bohra Stanislas Ducotterd Michael Unser | 2024/1 |
On the number of regions of piecewise linear neural networks | Journal of Computational and Applied Mathematics | Alexis Goujon Arian Etemadi Michael Unser | 2024/5/15 |
On the Effect of Initialization: The Scaling Path of 2-Layer Neural Networks | Journal of Machine Learning Research | Sebastian Neumayer Lénaïc Chizat Michael Unser | 2024 |
Learning a Convex Patch-Based Synthesis Model via Deep Equilibrium | Stanislas Ducotterd Sebastian Neumayer Michael Unser | 2024/4/14 | |
Improving Lipschitz-constrained neural networks by learning activation functions | Journal of Machine Learning Research | Stanislas Ducotterd Alexis Goujon Pakshal Bohra Dimitris Perdios Sebastian Neumayer | 2024 |
Sensitivity-Aware Density Estimation in Multiple Dimensions | IEEE Transactions on Pattern Analysis and Machine Intelligence | Aleix Boquet-Pujadas Pol del Aguila Pla Michael Unser | 2024/4/12 |
Linear inverse problems with Hessian–Schatten total variation | Calculus of Variations and Partial Differential Equations | Luigi Ambrosio Shayan Aziznejad Camillo Brena Michael Unser | 2024/1 |
Complex-Order Scale-Invariant Operators and Self-Similar Processes | Applied and Computational Harmonic Analysis | Arash Amini Julien Fageot Michael Unser | 2024/4/4 |
Self-Supervised Isotropic Superresolution Fetal Brain MRI | Kay Lächler Hélène Lajous Michael Unser Meritxell Bach Cuadra Pol Del Aguila Pla | 2023/4/18 | |
Data for:" A Neural-Network-Based Convex Regularizer for Inverse Problems" | Alexis Goujon Sebastian Neumayer Pakshal Bohra Stanislas Ducotterd Michaël Unser | 2023 | |
Modulation Spaces and the Curse of Dimensionality | Rahul Parhi Michael Unser | 2023/7/10 | |
A Statistical Framework to Investigate the Optimality of Signal-Reconstruction Methods | IEEE Transactions on Signal Processing | Pakshal Bohra Pol del Aguila Pla Jean-François Giovannelli Michael Unser | 2023/6/1 |
Distributional Extension and Invertibility of the -Plane Transform and Its Dual | arXiv preprint arXiv:2310.01233 | Rahul Parhi Michael Unser | 2023/10/2 |
Boosting Weakly Convex Ridge Regularizers with Spatial Adaptivity | Sebastian Neumayer Mehrsa Pourya Alexis Goujon Michael Unser | 2023/11/3 | |
Ridges, neural networks, and the Radon transform | Journal of Machine Learning Research | Michael Unser | 2023 |
Delaunay-triangulation-based learning with Hessian total-variation regularization | IEEE Open Journal of Signal Processing | Mehrsa Pourya Alexis Goujon Michael Unser | 2023/2/28 |
A Mini-Batch Quasi-Newton Proximal Method for Constrained Total-Variation Nonlinear Image Reconstruction | arXiv preprint arXiv:2307.02043 | Tao Hong Thanh-an Pham Irad Yavneh Michael Unser | 2023/7/5 |
The sparsity of cycle spinning for wavelet-based solutions of linear inverse problems | IEEE Signal Processing Letters | Rahul Parhi Michael Unser | 2023/5/12 |
Explicit representations for Banach subspaces of Lizorkin distributions | Analysis and Applications | Sebastian Neumayer Michael Unser | 2023/9/1 |
Co-Authors
