compressive-sensing

There are 13 repositories under compressive-sensing topic.

indigits / sparse-plex
A MATLAB library for sparse representation problems
sparse-representations matlab-library compressive-sensing clustering subspace-clustering sparse-subspace-clustering dictionary-learning sparse-recovery pursuit-algorithms omp cosamp basis-pursuit ormp ols iht htp mod k-svd
Language:MATLAB 96
liuyang12 / DeSCI
Rank Minimization for Snapshot Compressive Imaging (TPAMI'19)
coded-aperture compressive-sensing computational-imaging high-speed-imaging hyperspectral-imaging low-rank rank-minimization snapshot-compressive-imaging
Language:MATLAB 88
carnotresearch / cr-sparse
Functional models and algorithms for sparse signal processing
sparse-representations jax wavelets convex-optimization linear-operators compressive-sensing functional-programming l1-regularization sparse-linear-systems lasso sparse-bayesian-learning basis-pursuit
Language:Jupyter Notebook 86
miliadis / DeepVideoCS
PyTorch deep learning framework for video compressive sensing.
compressive-sensing deep-learning image-processing
Language:Python 73
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.
deep-learning sparse-coding compressive-sensing lista machine-learning sparse-reconstruction
Language:Python 64
KAIST-VCLAB / deepcassi
[SIGGRAPH Asia 2017] High-Quality Hyperspectral Reconstruction Using a Spectral Prior
compressive-sensing convolutional-autoencoder hyperspectral-imaging siggraph-asia tensorflow
Language:Python 59
DL-CACTI
mq0829 / DL-CACTI
Deep Learning for Video Compressive Sensing
compressive-sensing computational-imaging deep-learning high-speed-imaging
Language:MATLAB 46
ReconNet-PyTorch
Chinmayrane16 / ReconNet-PyTorch
A non-iterative algorithm to reconstruct images from compressively sensed measurements.
reconnet image-reconstruction non-iterative compressive-sensing pytorch-implementation research-paper cvpr cvpr2016
Language:Jupyter Notebook 39
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
compressive-sensing sparse-reconstruction sparse-coding omp amp iht sparse compressive factorization decomposition compressed-sensing matching-pursuit
Language:C 39
liuyang12 / 3DCS
Three-dimensional compressive sensing algorithms
3d compressive-sensing matlab
Language:Matlab 32
puneesh00 / cs-mri-gan
Structure preserving Compressive Sensing MRI Reconstruction using Generative Adversarial Networks (CVPRW 2020)
mri reconstruction compressive-sensing gan cvpr2020 cvprw inverse-problems deep-learning cvpr
Language:Python 32
MLI-lab / Robustness-CS
Measuring the robustness of compressive sensing methods (including deep-learning-based ones) for image reconstruction.
compressive-sensing deep-learning image-reconstruction robustness
Language:Jupyter Notebook 28
ICSResearch / TransCS
TransCS: A Transformer-Based Hybrid Architecture for Image Compressed Sensing
compressive-sensing image-processing
Language:Python 27
PhotonicsOpenProjects / ONE-PIX
An open source Python single-pixel imaging kit for educational and research purposes.
camera fourier-transform hyperspectral open-source optics photonics single-pixel-imaging spectroscopy compressive-sensing hyperspectral-imaging
Language:Python 27
archana1998 / compressive-sensing-denoising
Compressed sensing and denoising of images using sparse representations
compressed-sensing denoising denoising-images denoising-algorithm compressive-sensing dictionary-learning ramanujan matlab image image-processing matlab-codes signal-processing
Language:MATLAB 24
inofficialamanjha / Image-Compressed-Sensing-using-convolutional-Neural-Network
Implementation of IEEE 2019 Research Paper : Image Compressed Sensing using Convolutional Neural Network.
compressed-sensing pytorch-implementation bsds500 compressive-sensing convolutional-neural-network cnn-keras cnn cnn-model resnet residual-networks
Language:Python 18
Scientific-Research-Resource / SCI-algorithms
reconstruction algorithms for snapshot compressive imaging
snapshot-compressive-imaging compressive-sensing high-speed-imaging cacti birnat pnp-sci desci metasci revsci-net
Language:Jupyter Notebook 18
rasikraj01 / CompressiveSensing
Image Reconstruction Using Compressive Sensing
compressed-sensing compressive-sensing comp omp
Language:MATLAB 17
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.
compressive-sensing computer-vision deep-learning image-reconstruction
Language:MATLAB 16
Algorithm-and-Toolbox / CS-algorithms
Reconstruction Algorithms for Compressive Sensing and Compressive Imaging
compressive-sensing compressive-imaging reconstruction-algorithm cs
Language:MATLAB 13
estija / Co-VeGAN
Co-VeGAN: Complex-Valued Generative Adversarial Network for Compressive Sensing MR Image Reconstruction
mri reconstruction compressive-sensing deep-learning deep-complex-networks activation-function gans mri-reconstruction inverse-problem loss-function keras-models generative-adversarial-network complex-valued-data
Language:Python 13
rdspring1 / MISSION
MISSION: Ultra Large-Scale Feature Selection using Count-Sketches
dna-metagenomics count-sketches large-scale-learning feature-extraction hashing compressive-sensing
Language:C++ 13
DavideNardone / Greedy-Adaptive-Dictionary
Greedy Adaptive Dictionary (GAD) is a learning algorithm that sets out to find sparse atoms for speech signals.
sparse-coding compressed-sensing compressive-sensing dictionary-learning signal-processing signal
Language:Python 11
perepichka / ceha
Novel image compression–encryption hybrid algorithm based on key-controlled measurement matrix in compressive sensing
compressive-sensing encryption compression research
Language:Python 10
sbrsarkar / BAdVAMP
Bilinear Adaptive Vector Approximate Message Passing
amp bilinear dictionary-learning compressive-sensing
Language:MATLAB 10
DavideNardone / PySMRS
An unsupervised compressed-sensing technique for fundamental objects selection
video-summarization sparse-coding compressed-sensing compressive-sensing lasso optimization-algorithms feature-selection
Language:Python 9
coolbay / CS-video-reconstruction-RRS
Matlab implementation of the CS video reconstruction method RRS
compressive-sensing image-reconstruction video-processing
Language:MATLAB 8
qraleq / dr2net
tensorflow implementation of dr2net
compressive-sensing deep-learning deep-neural-networks dr2net image optimization reconstruction residual-learning
Language:Python 8
LLNL / GPP
The Generative Patch Prior for Compressive Image Recovery
gans generative-adversarial-network compressive-sensing inverse-problems imaging deep-learning machine-learning patch-based-synthesis generative-patch-prior gpp computer-vision
Language:Python 7
rayglover-ibm / sparse-solvers
ℓ₁-minimization solvers for sparse sensing and signal recovery problems
compressive-sensing
Language:C++ 7
y0umu / DeepInverse-Reimplementation
Re-implements the DeepInverse
compressive-sensing compressed-sensing deep-learning dl pytorch
Language:Jupyter Notebook 7
y0umu / ResCSNet
Code for ResCSNet
compressed-sensing compressive-sensing image image-restoration superresolution deep-learning deep-neural-networks convolutional-neural-network wavelet wavelet-decomposition
Language:Jupyter Notebook 5
simca
a-rouxel / simca
Simulator for Coded Aperture Spectral Snapshot Imaging
optics optics-code optics-simulation coded-aperture compressive-sensing snapshot-compressive-imaging snapshot-imaging hyperspectral-imaging
Language:Python 4
dhungle / L1-L1-RNN
Designing recurrent neural networks by unfolding an l1-l1 minimization algorithm
deep-learning unfolding minimization-algorithm recurrent-neural-networks compressive-sensing video-processing
Language:Python 4
Guaishou74851 / PCNet
Practical Compact Deep Compressed Sensing [PyTorch]
algorithm-unrolling compressed-sensing compressive-sensing computational-imaging computer-vision deep-learning deep-neural-networks deep-unfolding image-reconstruction image-restoration python pytorch single-pixel-imaging compressive-sampling sampling-matrix structural-reparameterization
Language:Python 4
Rawwad-Alhejaili / Recursions-Are-All-You-Need
A recursive framework to enhance the efficiency of deep unfolding networks.
compressed-sensing compressive-sensing deep-learning deep-unfolding pytorch
Language:Python 4