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GitHub topics: compressive-sensing

Guaishou74851/IDM

(TPAMI 2025) Invertible Diffusion Models for Compressed Sensing [PyTorch]

Language: Python - Size: 2.87 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 124 - Forks: 12

Guaishou74851/PCNet

(TPAMI 2024) Practical Compact Deep Compressed Sensing [PyTorch]

Language: Python - Size: 9.12 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 86 - Forks: 6

PhotonicsOpenProjects/ONE-PIX

An open source Python single-pixel imaging kit for educational and research purposes.

Language: Python - Size: 419 MB - Last synced at: 28 days ago - Pushed at: about 1 month ago - Stars: 35 - Forks: 6

meteahishali/OSEN

Operational Support Estimator Networks (OSENs) are generic networks that can used in different support estimation problems [TPAMI 2024].

Language: Python - Size: 5.34 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

carnotresearch/cr-sparse

Functional models and algorithms for sparse signal processing

Language: Jupyter Notebook - Size: 81.6 MB - Last synced at: 8 days ago - Pushed at: over 1 year ago - Stars: 89 - Forks: 11

VITA-Group/ALISTA

[ICLR 2019] "ALISTA: Analytic Weights Are As Good As Learned Weights in LISTA", by Jialin Liu*, Xiaohan Chen*, Zhangyang Wang and Wotao Yin.

Language: Python - Size: 7.04 MB - Last synced at: 22 days ago - Pushed at: over 3 years ago - Stars: 70 - Forks: 21

Guaishou74851/SCNet

(IJCV 2024) Self-Supervised Scalable Deep Compressed Sensing [PyTorch]

Language: Python - Size: 52.3 MB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 59 - Forks: 6

Guaishou74851/DCCM

(Nature Communications Engineering 2024) Compressive Confocal Microscopy Imaging at the Single-Photon Level with Ultra-Low Sampling Ratios [PyTorch]

Language: Python - Size: 793 KB - Last synced at: about 1 month ago - Pushed at: 2 months ago - Stars: 17 - Forks: 2

dwgan/Awesome-Compressed-Sensing

Awesome-Compressive-Sensing

Size: 1000 Bytes - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 1 - Forks: 0

Chinmayrane16/ReconNet-PyTorch

A non-iterative algorithm to reconstruct images from compressively sensed measurements.

Language: Jupyter Notebook - Size: 146 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 43 - Forks: 6

LLNL/GPP

The Generative Patch Prior for Compressive Image Recovery

Language: Python - Size: 114 MB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 6 - Forks: 0

imanmossavat/CompressiveSensingSlidesPyData2021

Slides for Compressive Sensing, PyData Eindhoven and PyData Global 2021

Language: HTML - Size: 1.19 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

a-rouxel/simca

Simulator for Coded Aperture Spectral Snapshot Imaging

Language: Python - Size: 49.3 MB - Last synced at: 5 months ago - Pushed at: 7 months ago - Stars: 5 - Forks: 3

LarsenAndreas/SSL_ISTA

Early stages of incorporating self-supervised with algorithm unrolling. Code was written as part of a master's thesis (60 ECTS) at Aalborg University, Denmark.

Language: Python - Size: 8.27 MB - Last synced at: 9 months ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

archana1998/compressive-sensing-denoising

Compressed sensing and denoising of images using sparse representations

Language: MATLAB - Size: 20.3 MB - Last synced at: 10 months ago - Pushed at: almost 5 years ago - Stars: 23 - Forks: 9

seumxc/CompressiveSensingAlgorithm

Algorithms of compressive sensing like Orthogonal Matching Pursuit (OMP) and Subspace Pursuit (SP) in C

Size: 1000 Bytes - Last synced at: 11 months ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

kvdomingo/VIP-CSI 📦

Thesis research on compressed sensing

Language: Python - Size: 320 MB - Last synced at: about 1 year ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

kvdomingo/Thesis 📦

Undergraduate thesis on compressive sensing

Language: TeX - Size: 69.6 MB - Last synced at: about 1 year ago - Pushed at: almost 5 years ago - Stars: 0 - Forks: 0

SrinivasSubra/GETS

GETS: a Genomic Tree based Sparse solver. This package accompanies an article to be published in the forthcoming Birkhäuser-ANHA book "Explorations in the Mathematics of Data Science" --- "A genomic tree based sparse solver" by Timothy A. Davis and Srinivas Subramanian.

Language: C - Size: 5.93 MB - Last synced at: about 2 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

mandugo/Sparse-Recovery-Slideshow

Presentation for the exam of Optimal Control within the PhD program in Information Engineering of the Department of Information Engineering @ University of Pisa, A.A. 2021/2022

Size: 3.82 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

yuhaoo00/SPA-DUN

Sampling-Priors-Augmented Deep Unfolding Network for Robust Video Compressive Sensing

Language: Python - Size: 11.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

rdspring1/MISSION

MISSION: Ultra Large-Scale Feature Selection using Count-Sketches

Language: C++ - Size: 56.6 KB - Last synced at: about 1 month ago - Pushed at: over 5 years ago - Stars: 13 - Forks: 6

estija/Co-VeGAN

Co-VeGAN: Complex-Valued Generative Adversarial Network for Compressive Sensing MR Image Reconstruction

Language: Python - Size: 102 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 5 - Forks: 0

kalpeshdusane/Reducing-Basis-Mismatch-using-Alternating-Convex-Search

This is my course project for CS 754 Advanced Image Processing.

Language: Matlab - Size: 176 KB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 1 - Forks: 1

liuyang12/DeSCI

Rank Minimization for Snapshot Compressive Imaging (TPAMI'19)

Language: MATLAB - Size: 53.5 MB - Last synced at: over 1 year ago - Pushed at: about 5 years ago - Stars: 75 - Forks: 34

qraleq/dr2net

tensorflow implementation of dr2net

Language: Python - Size: 83.7 MB - Last synced at: over 1 year ago - Pushed at: over 7 years ago - Stars: 8 - Forks: 2

CalvinYL/Compressive-Sensing-Project

Visual Salience Project

Language: TeX - Size: 5.95 MB - Last synced at: over 1 year ago - Pushed at: almost 8 years ago - Stars: 4 - Forks: 0

KAIST-VCLAB/deepcassi

[SIGGRAPH Asia 2017] High-Quality Hyperspectral Reconstruction Using a Spectral Prior

Language: Python - Size: 179 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 54 - Forks: 17

y0umu/ResCSNet

Code for ResCSNet

Language: Jupyter Notebook - Size: 161 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 6 - Forks: 3

y0umu/DeepInverse-Reimplementation

Re-implements the DeepInverse

Language: Jupyter Notebook - Size: 2.82 MB - Last synced at: over 1 year ago - Pushed at: over 6 years ago - Stars: 8 - Forks: 3

rayglover-ibm/sparse-solvers

ℓ₁-minimization solvers for sparse sensing and signal recovery problems

Language: C++ - Size: 787 KB - Last synced at: about 2 months ago - Pushed at: over 6 years ago - Stars: 7 - Forks: 2

Rawwad-Alhejaili/Recursions-Are-All-You-Need

A recursive framework to enhance the efficiency of deep unfolding networks.

Language: Python - Size: 186 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 3 - Forks: 0

coolbay/CS-video-reconstruction-RRS

Matlab implementation of the CS video reconstruction method RRS

Language: Matlab - Size: 967 KB - Last synced at: over 1 year ago - Pushed at: almost 7 years ago - Stars: 9 - Forks: 3

Scientific-Research-Resource/SCI-algorithms

reconstruction algorithms for snapshot compressive imaging

Language: Jupyter Notebook - Size: 171 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 14 - Forks: 6

dhungle/L1-L1-RNN

Designing recurrent neural networks by unfolding an l1-l1 minimization algorithm

Language: Python - Size: 197 KB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 4 - Forks: 1

Algorithm-and-Toolbox/CS-algorithms

Reconstruction Algorithms for Compressive Sensing and Compressive Imaging

Language: MATLAB - Size: 136 MB - Last synced at: over 1 year ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

ICSResearch/TransCS

TransCS: A Transformer-Based Hybrid Architecture for Image Compressed Sensing

Language: Python - Size: 54.4 MB - Last synced at: almost 2 years ago - Pushed at: about 2 years ago - Stars: 10 - Forks: 2

rasikraj01/CompressiveSensing

Image Reconstruction Using Compressive Sensing

Language: MATLAB - Size: 137 KB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 13 - Forks: 1

inofficialamanjha/Image-Compressed-Sensing-using-convolutional-Neural-Network

Implementation of IEEE 2019 Research Paper : Image Compressed Sensing using Convolutional Neural Network.

Language: Python - Size: 71.3 MB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 11 - Forks: 0

perepichka/ceha

Novel image compression–encryption hybrid algorithm based on key-controlled measurement matrix in compressive sensing

Language: Python - Size: 1.3 MB - Last synced at: 3 months ago - Pushed at: over 6 years ago - Stars: 10 - Forks: 1

NeuroFan/Compressive_Sensing_C_and_MATLAB

C and MATLAB implementation of CS recovery algorithm, i.e. Orthogonal Matching Pursuit, Approximate Message Passing, Iterative Hard Thresholding Algorithms

Language: C - Size: 382 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 30 - Forks: 9

iivek/bayesian-omp

Bayesian Orthogonal Matching Pursuit (Bernoulli-Gaussian)

Language: MATLAB - Size: 120 KB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 0

MLI-lab/Robustness-CS

Measuring the robustness of compressive sensing methods (including deep-learning-based ones) for image reconstruction.

Language: Jupyter Notebook - Size: 7.7 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 25 - Forks: 4

puneesh00/cs-mri-gan

Structure preserving Compressive Sensing MRI Reconstruction using Generative Adversarial Networks (CVPRW 2020)

Language: Python - Size: 1020 KB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 23 - Forks: 8

miliadis/DeepVideoCS

PyTorch deep learning framework for video compressive sensing.

Language: Python - Size: 1.08 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 65 - Forks: 21

liuyang12/3DCS

Three-dimensional compressive sensing algorithms

Language: Matlab - Size: 8.34 MB - Last synced at: about 2 years ago - Pushed at: over 8 years ago - Stars: 22 - Forks: 12

indigits/sparse-plex

A MATLAB library for sparse representation problems

Language: MATLAB - Size: 9.32 MB - Last synced at: about 2 years ago - Pushed at: almost 3 years ago - Stars: 69 - Forks: 40

MarieRoald/condat_tv

Python wrapper for the fast TV denoising algorithm by Laurent Condat

Language: C - Size: 83 KB - Last synced at: 6 days ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

TaihuLight/RevSCI-net Fork of BoChenGroup/RevSCI-net

Memory-Efficient Network for Large-scale Video Compressive Sensing, CVPR 2021

Size: 66.4 MB - Last synced at: almost 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 0

xiyuyi/PyPRIS

This is a python package to perform progressive refinement method for sparse recovery (PRIS)

Language: HTML - Size: 112 MB - Last synced at: about 2 months ago - Pushed at: almost 3 years ago - Stars: 0 - Forks: 0

jiang-du/Perceptual-CS

Official code for papers "Perceptual Compressive Sensing" at PRCV 2018 and "Fully Convolutional Measurement Network for Compressive Sensing Image Reconstruction" at Neurocomputing 2019.

Language: MATLAB - Size: 5.18 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 15 - Forks: 6

DavideNardone/Greedy-Adaptive-Dictionary

Greedy Adaptive Dictionary (GAD) is a learning algorithm that sets out to find sparse atoms for speech signals.

Language: Python - Size: 272 KB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 11 - Forks: 3

Mandarancio/LSC-DIP

Injecting image priors into Learnable Compressive Subsampling

Language: Jupyter Notebook - Size: 6.95 MB - Last synced at: 5 days ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

DavideNardone/PySMRS

An unsupervised compressed-sensing technique for fundamental objects selection

Language: Python - Size: 60 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 8 - Forks: 6

arunabh98/Noise-and-Outlier-Resistant-Tomographic-Reconstruction-under-Unknown-Viewing-Parameters

Research Project under the guidance of Professor Ajit Rajwade

Language: HTML - Size: 161 MB - Last synced at: about 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 0

liuyang12/D-AMP_Toolbox Fork of ricedsp/D-AMP_Toolbox

This packages contains the code to run the BM3D, BM3D-SAPCA, BLS-GSM, and NLM variants of the D-AMP, D-VAMP, and D-prGAMP algorithms.

Language: Matlab - Size: 47.2 MB - Last synced at: about 2 years ago - Pushed at: over 7 years ago - Stars: 1 - Forks: 1

mathialo/MAT2000

My project for the MAT2000 course at UiO. De facto bachelor thesis.

Language: TeX - Size: 1.92 MB - Last synced at: 2 months ago - Pushed at: almost 8 years ago - Stars: 0 - Forks: 0

Related Keywords
compressive-sensing 57 compressed-sensing 16 deep-learning 16 image-reconstruction 8 machine-learning 6 deep-neural-networks 6 sparse-coding 5 computer-vision 5 deep-unfolding 5 image-processing 5 pytorch 5 signal-processing 5 hyperspectral-imaging 4 omp 4 optimization 4 matlab 4 compressive-sampling 4 snapshot-compressive-imaging 3 denoising 3 image 3 reconstruction 3 dictionary-learning 3 algorithm-unrolling 3 computational-imaging 3 deep-unrolling 3 image-restoration 3 single-pixel-imaging 3 python 3 sparse-representations 2 lista 2 sparse-reconstruction 2 self-supervised-learning 2 cvpr 2 pytorch-implementation 2 sparse-recovery 2 gans 2 generative-adversarial-network 2 inverse-problems 2 coded-aperture 2 sub-nyquist 2 convolutional-neural-network 2 iht 2 deep-unfolding-model 2 mri 2 video-processing 2 optics 2 lasso 2 basis-pursuit 2 high-speed-imaging 2 convex-optimization 2 mri-reconstruction 2 compression 1 encryption 1 wavelet-decomposition 1 research 1 dl 1 metasci 1 amp 1 compressive 1 sparse-bayesian-learning 1 desci 1 cacti 1 birnat 1 resnet 1 residual-networks 1 cnn-model 1 pnp-sci 1 cnn-keras 1 revsci-net 1 cnn 1 bsds500 1 minimization-algorithm 1 recurrent-neural-networks 1 comp 1 unfolding 1 wavelet 1 compressive-imaging 1 reconstruction-algorithm 1 cs 1 decomposition 1 regularization 1 statistics 1 total-variation 1 super-resolution 1 signal 1 neural-network 1 spectral-analysis 1 subsample 1 feature-selection 1 optimization-algorithms 1 video-summarization 1 ab-initio 1 cryo-em 1 dimensionality-reduction 1 k-means-clustering 1 tomography 1 batchelor 1 face-recognition 1 mat2000 1 thesis 1