Projects in Awesome Lists tagged with compressed-sensing
A curated list of projects in awesome lists tagged with compressed-sensing .
https://github.com/mikgroup/sigpy
Python package for signal processing, with emphasis on iterative methods
compressed-sensing gpu iterative-algorithms machine-learning mri nufft optimization reconstruction rf-pulse-design signal-processing
Last synced: 03 Feb 2026
https://github.com/rouyang2017/SISSO
A data-driven method combining symbolic regression and compressed sensing for accurate & interpretable models.
big-data-analytics compressed-sensing machine-learning material-science symbolic-regression
Last synced: 04 May 2025
https://github.com/guaishou74851/idm
(TPAMI 2025) Invertible Diffusion Models for Compressed Sensing [PyTorch]
algorithm-unrolling compressed-sensing compressive-sampling compressive-sensing computational-imaging computer-vision deep-learning deep-neural-networks deep-unfolding deep-unfolding-model deep-unrolling diffusion-models image-reconstruction image-restoration invertible-neural-networks python pytorch single-pixel-imaging
Last synced: 09 Apr 2025
https://github.com/giannisdaras/ilo
[ICML 2021] Official implementation: Intermediate Layer Optimization for Inverse Problems using Deep Generative Models
compressed-sensing denoising ilo inpainting stylegan stylegan-pytorch stylegan2 super-resolution
Last synced: 02 Apr 2026
https://github.com/hazimehh/l0learn
Efficient Algorithms for L0 Regularized Learning
compressed-sensing feature-selection l0-regularization l0learn machine-learning regularization sparse-modeling sparse-regression
Last synced: 05 Nov 2025
https://github.com/guaishou74851/pcnet
(TPAMI 2024) Practical Compact Deep Compressed Sensing [PyTorch]
algorithm-unrolling compressed-sensing compressive-sampling compressive-sensing computational-imaging computer-vision deep-learning deep-neural-networks deep-unfolding image-reconstruction image-restoration python pytorch sampling-matrix single-pixel-imaging structural-reparameterization
Last synced: 10 Apr 2025
https://github.com/guaishou74851/scnet
(IJCV 2024) Self-Supervised Scalable Deep Compressed Sensing [PyTorch]
compressed-sensing compressive-sampling compressive-sensing convolutional-neural-networks deep-learning deep-neural-networks deep-unfolding deep-unfolding-model deep-unrolling image-reconstruction inverse-imaging-problems self-supervised-learning
Last synced: 20 Mar 2025
https://github.com/stes/compressed_sensing
Enhancing Compressive Sensing with Neural Networks
compressed-sensing deep-learning image-processing image-reconstruction machine-learning theano
Last synced: 23 Mar 2025
https://github.com/guaishou74851/casnet
(TIP 2022) Content-aware Scalable Deep Compressed Sensing [PyTorch]
compressed-sensing computer-vision deep-learning deep-unfolding image-processing image-restoration optimization scalability
Last synced: 20 Mar 2025
https://github.com/guaishou74851/prl
(IJCV 2023) Deep Physics-Guided Unrolling Generalization for Compressed Sensing [PyTorch]
compressed-sensing computer-vision deep-learning deep-unrolling image-processing image-restoration optimization
Last synced: 19 Oct 2025
https://github.com/mseitzer/csmri-refinement
Code for "Adversarial and Perceptual Refinement Compressed Sensing MRI Reconstruction"
compressed-sensing deep-learning gan generative-adversarial-networks mri-reconstruction perceptual-quality
Last synced: 30 Jun 2025
https://github.com/sebastianament/compressedsensing.jl
Contains a wide-ranging collection of compressed sensing and feature selection algorithms. Examples include matching pursuit algorithms, forward and backward stepwise regression, sparse Bayesian learning, and basis pursuit.
basis-pursuit compressed-sensing feature-selection julia matching-pursuit sparse-bayesian-learning sparse-linear-systems sparse-regression sparsity stepwise-regression subset-selection
Last synced: 30 Jul 2025
https://github.com/geekysuavo/variational-bayes-cs
Scalable sparse Bayesian learning for large CS recovery problems
bayesian-inference compressed-sensing sparse-linear-systems variational-bayes
Last synced: 14 Mar 2026
https://github.com/guaishou74851/dccm
(Nature Communications Engineering 2024) Compressive Confocal Microscopy Imaging at the Single-Photon Level with Ultra-Low Sampling Ratios [PyTorch]
compressed-sensing compressive-sampling compressive-sensing computer-vision deep-neural-networks deep-unfolding deep-unrolling image-reconstruction
Last synced: 20 Mar 2025
https://github.com/icon-lab/mrirecon
ICON Lab @ Bilkent University
coil-compression compressed-sensing mri multi-acquisition multi-coil
Last synced: 20 Jan 2026
https://github.com/miguelcarcamov/csromer
Compressive Sensing and Optimization Framework to reconstruct Faraday Depth signals
astronomy-astrophysics astrophysics compressed-sensing faraday-depth faraday-rotation faraday-tomography framework linear-polarization magnetic-fields object-oriented object-oriented-programming python signal-reconstruction
Last synced: 04 Oct 2025
https://github.com/geekysuavo/sbl-sandbox
The sparse Bayesian learning sandbox
bayesian-inference compressed-sensing sparse-bayesian-learning variational-bayes
Last synced: 24 Dec 2025
https://github.com/srothst1/static-compressed-sensing
Implemented a static compressed sensing algorithm using orthogonal matching pursuit.
compressed-sensing computational-biology image-reconstruction omp
Last synced: 15 Oct 2025
https://github.com/atrotier/seq_bruker_a_mp2rage_cs_public
Compiled sequence and reconstruction of the MP2RAGE + CS sequence for Bruker scanner
bruker compressed-sensing mp2rage mri t1 t1map
Last synced: 26 Sep 2025
https://github.com/paramrathour/coded-compressed-sensing-for-unsourced-multiple-access
Course Project for CS754 Advanced Image Processing, Spring 2024
coding-theory compressed-sensing unsourced-multiple-access
Last synced: 25 Apr 2026
https://github.com/geekysuavo/camera
Convex Accelerated Maximum Entropy Reconstruction Algorithm
compressed-sensing maximum-entropy nmr-spectroscopy
Last synced: 25 May 2026
https://github.com/caselles/compressed_sensing_astronomy
Compressed sensing applied to Astronomy
Last synced: 29 Mar 2025
https://github.com/geekysuavo/nusutils
Utilities for seed-independent multidimensional nonuniform sampling
compressed-sensing nmr-spectroscopy nonuniform-sampling
Last synced: 27 May 2026
https://github.com/yc-cui/sdcs
[JSTARS 2024] Semi-blind Compressed Sensing: A Quantitatively Descriptive Framework for Spatiotemporal Fusion of Remote Sensing Images
compressed-sensing deep-learning image-fusion image-processing neural-network remote-sensing spatiotemporal
Last synced: 27 Mar 2025
https://github.com/paramrathour/cs754-assignments
Assignment solutions for the course CS754 Advanced Image Processing, Spring 2024 at IIT Bombay
compressed-sensing cryo-em discrete-cosine-transform haar-wavelet-tranforms iterative-hard-thresholding iterative-shrinkage-and-thresholding-algorithm low-rank-matrix-recovery orthogonal-matching-pursuit single-shot-video singular-value-thresholding statistical-compressive-sensing tomographic-reconstruction
Last synced: 05 Jan 2026
https://github.com/rosnavigator/ecg_compressedsensing
The project involves developing a Python library for ECG compressed sensing. The software will include modules for data reading, visualization, compressed-sensing, reconstruction, and evaluation.
compressed-sensing dictionary-learning ecg ecg-signal heart numerical-analysis python signal-processing
Last synced: 15 Apr 2026
https://github.com/hakkelt/master-thesis
My master's thesis with the title: Iteratively Reweighted Algorithms for Dynamic MRI. Pázmány Péter Catholic University, Budapest, Hungary. June 2020.
compressed-sensing low-rank-recovery mri mri-reconstruction
Last synced: 08 Feb 2026
https://github.com/augustunderground/cosamp
CoSaMP algorithm in Haskell
compressed-sensing cosamp haskell sparse-sampling
Last synced: 05 Jun 2026