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

Breaking Measurement Barriers: From Compressed Sensing to Deep Reconstruction AAAI 2026

Spectrally Adaptive Channel-aware Unrolling Network for Compressed Sensing AAAI 2026

Diffusion Model Based Signal Recovery Under 1-Bit Quantization AAAI 2026

Fast Algorithm for Constrained Linear Inverse Problems JMLR 2025

A Unified Model for Compressed Sensing MRI Across Undersampling Patterns CVPR 2025

Non-Convex Tensor Recovery from Local Measurements AAAI 2025

Recovery Guarantees for Distributed-OMP AISTATS 2024

Unrolled denoising networks provably learn to perform optimal Bayesian inference NIPS 2024

Multi-Cross Sampling and Frequency-Division Reconstruction for Image Compressed Sensing AAAI 2024

Restricted Isometry Property of Rank-One Measurements with Random Unit-Modulus Vectors AISTATS 2024

QCS-SGM+: Improved Quantized Compressed Sensing with Score-Based Generative Models AAAI 2024

Iterative Regularization with k-support Norm: An Important Complement to Sparse Recovery AAAI 2024

Robust Sparse Regression with Non-Isotropic Designs NIPS 2024

A Statistical Experimental Design Method for Constructing Deterministic Sensing Matrices for Compressed Sensing JMLR 2024

Euclidean distance compression via deep random features NIPS 2024

Optimal Sketching Bounds for Sparse Linear Regression AISTATS 2023

Ambient Diffusion: Learning Clean Distributions from Corrupted Data NIPS 2023

Binarized Spectral Compressive Imaging NIPS 2023

Neural Circuits for Fast Poisson Compressed Sensing in the Olfactory Bulb NIPS 2023

Image Super-Resolution Using T-Tetromino Pixels CVPR 2023

Multi PILOT: Feasible Learned Multiple Acquisition Trajectories For Dynamic MRI MIDL 2023

Improving 3D Imaging with Pre-Trained Perpendicular 2D Diffusion Models ICCV 2023

Self-Supervised Deep Image Restoration via Adaptive Stochastic Gradient Langevin Dynamics CVPR 2022

Uncertainty Modeling in Generative Compressed Sensing ICML 2022

Non-Iterative Recovery From Nonlinear Observations Using Generative Models CVPR 2022