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compressed sensing

198 papers

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Also known as

OBCS 1BCS CS

Co-occurring keywords

sparse recovery (113) signal recovery (54) image reconstruction (663) compressive sensing (126) generative model (2889) convex optimization (1320) sparse optimization (246) sparse regression (175) sparse signal recovery (24) support recovery (43)

Papers

MRI Reconstruction with Interpretable Pixel-Wise Operations Using Reinforcement Learning AAAI 2020
Deep Compressed Sensing ICML 2019
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling ICML 2019
Sample Complexity of Learning Mixture of Sparse Linear Regressions NIPS 2019
Fast Direct Search in an Optimally Compressed Continuous Target Space for Efficient Multi-Label Active Learning ICML 2019
SpHMC: Spectral Hamiltonian Monte Carlo AAAI 2019
Implicit Regularization for Optimal Sparse Recovery NIPS 2019
Surfing: Iterative Optimization Over Incrementally Trained Deep Networks NIPS 2019
Scalable Convolutional Neural Network for Image Compressed Sensing CVPR 2019
Superset Technique for Approximate Recovery in One-Bit Compressed Sensing NIPS 2019
An Approach to One-Bit Compressed Sensing Based on Probably Approximately Correct Learning Theory JMLR 2019
GAN-Based Projector for Faster Recovery With Convergence Guarantees in Linear Inverse Problems ICCV 2019
On the statistical rate of nonlinear recovery in generative models with heavy-tailed data ICML 2019
SPoD-Net: Fast Recovery of Microscopic Images Using Learned ISTA ACML 2019
A Hybrid, Dual Domain, Cascade of Convolutional Neural Networks for Magnetic Resonance Image Reconstruction MIDL 2019
Multi-class Heterogeneous Domain Adaptation JMLR 2019
From Complexity to Simplicity: Adaptive ES-Active Subspaces for Blackbox Optimization NIPS 2019
Uncertainty Autoencoders: Learning Compressed Representations via Variational Information Maximization AISTATS 2019
Cascaded Dilated Dense Network with Two-step Data Consistency for MRI Reconstruction NIPS 2019
SEGAN: Structure-Enhanced Generative Adversarial Network for Compressed Sensing MRI Reconstruction AAAI 2019
Blind Deconvolutional Phase Retrieval via Convex Programming NIPS 2018
Gradient Hard Thresholding Pursuit JMLR 2018
A Tight Bound of Hard Thresholding JMLR 2018
The Generalization Error of Dictionary Learning with Moreau Envelopes ICML 2018
Signal and Noise Statistics Oblivious Orthogonal Matching Pursuit ICML 2018