Awesome Compressed Sensing

This repository compiles a list of papers related to Compressed Sensing.

Continual improvements are being made to this repository.

News

• Last update on Feb. 24, 2025

Compressed Sensing

Compressed sensing Paper

Structured Compressed Sensing: From Theory to Applications Paper

Fast Reconstruction Algorithm for Perturbed Compressive Sensing Based on Total Least-Squares and Proximal Splitting Paper Code

Sparsity-Cognizant Total Least-Squares for Perturbed Compressive Sampling Paper

Deep Compressed Sensing

(CVPR 2016) ReconNet: Non-Iterative Reconstruction of Images from Compressively Sensed Measurements Paper Code

(CVPR 2018) ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing Paper Code

ISTA-NET++: Flexible Deep Unfolding Network for Compressive Sensing Paper Code

iPiano-Net: Nonconvex optimization inspired multi-scale reconstruction network for compressed sensing Paper [Code]

From Patch to Pixel: A Transformer-Based Hierarchical Framework for Compressive Image Sensing Paper Code

(TIP 2022) TransCS: A Transformer-Based Hybrid Architecture for Image Compressed Sensing Paper Code

(TPAMI 2022) TransCL: Transformer Makes Strong and Flexible Compressive Learning Paper Code

(CVPR 2023) Optimization-Inspired Cross-Attention Transformer for Compressive Sensing Paper Code

(TPAMI 2025) Invertible Diffusion Models for Compressed Sensing Paper Code