inverse-problems

There are 15 repositories under inverse-problems topic.

wenbihan / reproducible-image-denoising-state-of-the-art
Collection of popular and reproducible image denoising works.
image-denoising benchmarking state-of-the-art reproducible-research implementation curated-list summary inverse-problems image-restoration image-processing performance-analysis image-reconstruction noise noise-reduction recovery-image denoising-algorithms deep-learning cnn arxiv art
2343
yang-song / score_sde_pytorch
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
pytorch stochastic-differential-equations inverse-problems generative-models score-matching score-based-generative-modeling controllable-generation iclr-2021 diffusion-models
Language:Jupyter Notebook 1531
yang-song / score_sde
Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
score-matching stochastic-differential-equations generative-models score-based-generative-modeling controllable-generation inverse-problems jax flax iclr-2021 diffusion-models
Language:Jupyter Notebook 1325
bahjat-kawar / ddrm
[NeurIPS 2022] Denoising Diffusion Restoration Models -- Official Code Repository
diffusion deblurring diffusion-models inpainting inverse-problems score-based super-resolution variational-inference
Language:Python 516
simpeg
simpeg / simpeg
Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.
python finite-volume geophysics inversion linear-algebra partial-differential-equations optimization geoscience modelling simulation electromagnetics magnetotellurics direct-current-resistivity induced-polarization richards-equation open-science modeling scientific-computing inverse-problems multiphysics
Language:Python 475
mv-lab / InstructIR
InstructIR: High-Quality Image Restoration Following Human Instructions https://huggingface.co/spaces/marcosv/InstructIR
computer-vision deblurring deep-learning dehazing denoising image-enhancement image-restoration inverse-problems low-light-image-enhancement multimodal neural-network photography prompt super-resolution language-model multi-task pytorch
Language:Jupyter Notebook 406
pylops
PyLops / pylops
PyLops – A Linear-Operator Library for Python
algebra inverse-problems linear-operators optimization python
Language:Python 401
jdtoscano94 / Learning-Scientific_Machine_Learning_Residual_Based_Attention_PINNs_DeepONets
Physics Informed Machine Learning Tutorials (Pytorch and Jax)
deep-learning machine-learning neural-network neural-networks pytorch tutorial physicsinformedneuralnetworks piins deeponet inverse-problems jax inverse-pinns
Language:Jupyter Notebook 381
odlgroup / odl
Operator Discretization Library https://odlgroup.github.io/odl/
mathematics prototyping optimization inverse-problems tomography discretization python imaging
Language:Python 348
omegaiota / DiffCloth
Code repository for our paper DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact
cloth-simulation differentiable differentiable-physics-engine differentiable-programming differentiable-simulations inverse-dynamics inverse-problems physics-simulation simulation simulator optimization robotics
Language:C++ 331
DPS2022 / diffusion-posterior-sampling
Official pytorch repository for "Diffusion Posterior Sampling for General Noisy Inverse Problems"
diffusion-model inverse-problems pytorch
Language:Python 328
ceviche
fancompute / ceviche
:shrimp: Electromagnetic Simulation + Automatic Differentiation
adjoint electromagnetics fdfd fdtd inverse-problems optimization
Language:Python 321
mv-lab / AISP
AI Image SIgnal Processing and Computational Photography - Bokeh Rendering , Reversed ISP Challenge, Model-Based Image Signal Processors via Learnable Dictionaries. Official repo for NTIRE and AIM Challenges
computational-photography computer-vision deep-learning image-processing inverse-problems isp low-level-vision eccv2022 cvpr2022 aim mobile-ai ntire raw-image reversed-isp deblurring denoising image-enhancement image-restoration
Language:Jupyter Notebook 298
ZichaoLong / PDE-Net
PDE-Net: Learning PDEs from Data
machine-learning applied-mathematics inverse-problems data-driven-model data-assimilation system-identification partial-differential-equations numerical-methods
296
deepinv / deepinv
PyTorch library for solving imaging inverse problems using deep learning
computational-imaging deep-learning image-processing computed-tomography deblurring inverse-problems mri super-resolution deep-equilibrium-models plug-and-play unfolded diffusion-models
Language:Python 224
direct
NKI-AI / direct
Deep learning framework for MRI reconstruction
pytorch deep-learning mri-reconstruction inverse-problems medical-imaging fastmri-challenge
Language:Python 222
pints-team / pints
Probabilistic Inference on Noisy Time Series
bayesian-methods inverse-problems parameter-estimation numerical-optimization
Language:Python 213
OpenEIT / OpenEIT
Python based dashboard for real-time Electrical Impedance Tomography including image reconstruction using Back Projection, Graz Consensus and Gauss Newton methods
biomedical-image-processing biomedical-instrumentation eit electrical-impedance-tomography image-reconstruction inverse-problems python tomography
Language:Python 211
fatiando / fatiando
DEPRECATED in favor of our newer libraries (see www.fatiando.org). Python toolkit for modeling and inversion in geophysics.
python geophysics earth-science gravity seismology seismic inverse-problems scipy geoscience
Language:Python 206
matteo-ronchetti / torch-radon
Computational Tomography in PyTorch
pytorch cuda tomography inverse-problems shearlet-transform radon-transform hacktoberfest
Language:Python 204
harmonica
fatiando / harmonica
Forward modeling, inversion, and processing gravity and magnetic data
geophysics earth-science python scipy fatiando-a-terra gravity magnetic-fields inverse-problems geoscience
Language:Python 199
idrl-lab / idrlnet
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
machine-learning physics-informed-neural-networks scientific-machine-learning pde-solver inverse-problems data-driven-model python
Language:Python 187
pyEIT
eitcom / pyEIT
Python based toolkit for Electrical Impedance Tomography
eit python tomography inverse-problems mesh-generation electrical-impedance-tomography eit-imaging finite-element-methods
Language:Python 167
simpeg / discretize
Discretization tools for finite volume and inverse problems.
finite-difference finite-volume simulation partial-differential-equations scientific-computing inverse-problems linear-algebra
Language:Python 158
fancompute / angler
Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices
optimization fdfd simulation electromagnetic inverse-problems adjoint-sensitivities adjoint mkl solver frequency-domain nonlinear-devices optics photonics sensitivity-analysis
Language:Python 147
giannisdaras / ylg
[CVPR 2020] Official Implementation: "Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models".
attention-mechanism computer-vision cvpr cvpr20 cvpr2020 gans generative-adversarial-networks inverse-problems machine-learning
Language:Python 135
SCIRun
SCIInstitute / SCIRun
SCIRun is a Problem Solving Environment, for modeling, simulation and visualization of scientific problems. This is version 5, the upgraded version of SCIRun v4.
c-plus-plus visualization mesh-generation scientific-computing scientific-visualization scientific-computations dataflow-programming python linear-systems forward-problem inverse-problems biomedical open-source boost-libraries cmake qt5 qt6
Language:C++ 125
liv-group / reproducible-video-denoising-state-of-the-art
Collection of popular and reproducible video denoising works.
video-denoising benchmarking state-of-the-art reproducible-research implementation curated-list summary video-processing inverse-problems performance-analysis reconstruction video-representation noise deep-learning denoising-algorithm cnn machine-learning arxiv
111
JeffFessler / MIRT.jl
MIRT: Michigan Image Reconstruction Toolbox (Julia version)
image-reconstruction julia tomography mri inverse-problems nufft sinogram k-space lasso sparse-coding optimization-algorithms mirt
Language:Julia 99
adler-j / learned_primal_dual
Learned Primal-Dual Reconstruction
inverse-problems mathematics tomography computed-tomography python machine-learning odl
Language:Python 89
adler-j / learned_gradient_tomography
Solving ill-posed inverse problems using iterative deep neural networks
odl tomography inverse-problems machine-learning mathematics
Language:Python 86
lanl / scico
Scientific Computational Imaging COde
computational-imaging inverse-problems optimization admm fista total-variation plug-and-play-priors jax convex-optimization proximal-algorithms proximal-operators
Language:Python 86
jnagy1 / IRtools
MATLAB package of iterative regularization methods and large-scale test problems. This software is described in the paper "IR Tools: A MATLAB Package of Iterative Regularization Methods and Large-Scale Test Problems" that will be published in Numerical Algorithms, 2018.
regularization matlab inverse-problems krylov-subspace-methods image-deblurring tomography nmr conjugate-gradient gmres fista
Language:MATLAB 84
Biomedical-Imaging-Group / GlobalBioIm
A unifying Matlab framework for the development of reconstruction algorithms (solving inverse problems) in computational imaging
image-processing linear-algebra matlab-library inverse-problems image-reconstruction
Language:MATLAB 76
StanfordMIMI / skm-tea
Repository for the Stanford Knee MRI Multi-Task Evaluation (SKM-TEA) Dataset
mri machine-learning inverse-problems computer-vision
Language:Python 73
IsoNet-cryoET / IsoNet
Self-supervised learning for isotropic cryoET reconstruction
cryo-em cryo-et deep-learning image-processing tomography cryoet inverse-problems
Language:Python 63