Global Guarantees for Blind Demodulation with Generative Priors

29 May 2019

Papers citing "Global Guarantees for Blind Demodulation with Generative Priors"

19 / 19 papers shown

Title
Towards Lensless Image Deblurring with Prior-Embedded Implicit Neural Representations in the Low-Data Regime Abeer Banerjee S. Singh 107 0 0 27 Nov 2024
Med-Real2Sim: Non-Invasive Medical Digital Twins using Physics-Informed Self-Supervised Learning Keying Kuang Frances Dean Jack B. Jedlicki David Ouyang Anthony Philippakis David Sontag Ahmed M. Alaa SyDa PINN 80 2 0 29 Feb 2024
QCM-SGM+: Improved Quantized Compressed Sensing With Score-Based Generative Models Xiangming Meng Y. Kabashima 128 1 0 02 Feb 2023
Diffusion Model Based Posterior Sampling for Noisy Linear Inverse Problems Xiangming Meng Y. Kabashima DiffM 134 54 0 20 Nov 2022
Quantized Compressed Sensing with Score-based Generative Models Xiangming Meng Y. Kabashima DiffM 103 12 0 02 Nov 2022
A coherence parameter characterizing generative compressed sensing with Fourier measurements Aaron Berk Simone Brugiapaglia Babhru Joshi Y. Plan Matthew Scott Özgür Yilmaz 97 7 0 19 Jul 2022
Signal Recovery with Non-Expansive Generative Network Priors Jorio Cocola 61 1 0 24 Apr 2022
Robust 1-bit Compressive Sensing with Partial Gaussian Circulant Matrices and Generative Priors Zhaoqiang Liu Subhro Ghosh J. Han Jonathan Scarlett 63 8 0 08 Aug 2021
Robust Compressed Sensing MRI with Deep Generative Priors A. Jalal Marius Arvinte Giannis Daras Eric Price A. Dimakis Jonathan I. Tamir MedIm 104 339 0 03 Aug 2021
Instance-Optimal Compressed Sensing via Posterior Sampling A. Jalal Sushrut Karmalkar A. Dimakis Eric Price 79 52 0 21 Jun 2021
Optimal Sample Complexity of Subgradient Descent for Amplitude Flow via Non-Lipschitz Matrix Concentration Paul Hand Oscar Leong V. Voroninski 59 1 0 31 Oct 2020
Compressive Phase Retrieval: Optimal Sample Complexity with Deep Generative Priors Paul Hand Oscar Leong V. Voroninski 66 7 0 24 Aug 2020
Generative Patch Priors for Practical Compressive Image Recovery Rushil Anirudh Suhas Lohit Pavan Turaga GAN 114 4 0 18 Jun 2020
Robust Compressed Sensing using Generative Models A. Jalal Liu Liu A. Dimakis Constantine Caramanis 96 41 0 16 Jun 2020
Nonasymptotic Guarantees for Spiked Matrix Recovery with Generative Priors Jorio Cocola Paul Hand V. Voroninski 103 4 0 14 Jun 2020
Deep Learning Techniques for Inverse Problems in Imaging Greg Ongie A. Jalal Christopher A. Metzler Richard G. Baraniuk A. Dimakis Rebecca Willett 128 537 0 12 May 2020
Deep S $^3$ PR: Simultaneous Source Separation and Phase Retrieval Using Deep Generative Models Christopher A. Metzler Gordon Wetzstein 82 11 0 14 Feb 2020
Sub-Gaussian Matrices on Sets: Optimal Tail Dependence and Applications Halyun Jeong Xiaowei Li Y. Plan Özgür Yilmaz 70 18 0 28 Jan 2020
Low Shot Learning with Untrained Neural Networks for Imaging Inverse Problems Oscar Leong W. Sakla GAN 66 7 0 23 Oct 2019