Unser, Michael

16 publications

ICML 2025 DEALing with Image Reconstruction: Deep Attentive Least Squares Mehrsa Pourya, Erich Kobler, Michael Unser, Sebastian Neumayer

CPAL 2025 Learning of Patch-Based Smooth-Plus-Sparse Models for Image Reconstruction Stanislas Ducotterd, Sebastian Neumayer, Michael Unser

JMLR 2025 Random ReLU Neural Networks as Non-Gaussian Processes Rahul Parhi, Pakshal Bohra, Ayoub El Biari, Mehrsa Pourya, Michael Unser

ICCV 2025 Self-Calibrated Variance-Stabilizing Transformations for Real-World Image Denoising Sébastien Herbreteau, Michael Unser

JMLR 2024 Improving Lipschitz-Constrained Neural Networks by Learning Activation Functions Stanislas Ducotterd, Alexis Goujon, Pakshal Bohra, Dimitris Perdios, Sebastian Neumayer, Michael Unser

JMLR 2024 On the Effect of Initialization: The Scaling Path of 2-Layer Neural Networks Sebastian Neumayer, Lénaïc Chizat, Michael Unser

NeurIPSW 2023 Boosting Weakly Convex Ridge Regularizers with Spatial Adaptivity Sebastian Neumayer, Mehrsa Pourya, Alexis Goujon, Michael Unser

JMLR 2023 Ridges, Neural Networks, and the Radon Transform Michael Unser

NeurIPSW 2021 Learning Lipschitz-Controlled Activation Functions in Neural Networks for Plug-and-Play Image Reconstruction Methods Pakshal Bohra, Dimitris Perdios, Alexis Goujon, Sébastien Emery, Michael Unser

ECCVW 2020 Multi-CryoGAN: Reconstruction of Continuous Conformations in Cryo-EM Using Generative Adversarial Networks Harshit Gupta, Thong H. Phan, Jaejun Yoo, Michael Unser

JMLR 2019 A Representer Theorem for Deep Neural Networks Michael Unser

ICML 2017 Dictionary Learning Based on Sparse Distribution Tomography Pedram Pad, Farnood Salehi, Elisa Celis, Patrick Thiran, Michael Unser

NeurIPS 2012 Approximate Message Passing with Consistent Parameter Estimation and Applications to Sparse Learning Ulugbek Kamilov, Sundeep Rangan, Michael Unser, Alyson K. Fletcher

CVPR 1993 Texture Discrimination Using Wavelets Michael Unser

CVPR 1988 A Multi-Resolution Feature Reduction Technique for Image Segmentation with Multiple Components Michael Unser, Murray Eden

CVPR 1988 Karhunen-Loeve Analysis of Dynamic Sequences of Thermographic Images for Early Breast Cancer Detection Michael Unser, Hugo Van hamme, Patrick de Muynck, E. Van Denhaute, Jan Cornelis