Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
Projects in Awesome Lists tagged with inverse-problems
A curated list of projects in awesome lists tagged with inverse-problems .
https://github.com/wenbihan/reproducible-image-denoising-state-of-the-art
Collection of popular and reproducible image denoising works.
art arxiv benchmarking cnn curated-list deep-learning denoising-algorithms image-denoising image-processing image-reconstruction image-restoration implementation inverse-problems noise noise-reduction performance-analysis recovery-image reproducible-research state-of-the-art summary
Last synced: 30 Nov 2024
https://github.com/yang-song/score_sde_pytorch
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
controllable-generation diffusion-models generative-models iclr-2021 inverse-problems pytorch score-based-generative-modeling score-matching stochastic-differential-equations
Last synced: 05 Jan 2025
https://github.com/yang-song/score_sde
Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
controllable-generation diffusion-models flax generative-models iclr-2021 inverse-problems jax score-based-generative-modeling score-matching stochastic-differential-equations
Last synced: 05 Jan 2025
https://github.com/simpeg/simpeg
Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.
direct-current-resistivity electromagnetics finite-volume geophysics geoscience induced-polarization inverse-problems inversion linear-algebra magnetotellurics modeling modelling multiphysics open-science optimization partial-differential-equations python richards-equation scientific-computing simulation
Last synced: 14 Nov 2024
https://github.com/mv-lab/InstructIR
[ECCV 2024] 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 language-model low-light-image-enhancement multi-task multimodal neural-network photography prompt pytorch super-resolution
Last synced: 03 Nov 2024
https://github.com/PyLops/pylops
PyLops – A Linear-Operator Library for Python
algebra inverse-problems linear-operators optimization python
Last synced: 12 Nov 2024
https://github.com/odlgroup/odl
Operator Discretization Library https://odlgroup.github.io/odl/
discretization imaging inverse-problems mathematics optimization prototyping python tomography
Last synced: 15 Nov 2024
https://github.com/fancompute/ceviche
:shrimp: Electromagnetic Simulation + Automatic Differentiation
adjoint electromagnetics fdfd fdtd inverse-problems optimization
Last synced: 15 Nov 2024
https://github.com/deepinv/deepinv
PyTorch library for solving imaging inverse problems using deep learning
computational-imaging computed-tomography deblurring deep-equilibrium-models deep-learning diffusion-models image-processing inverse-problems mri plug-and-play super-resolution unfolded
Last synced: 14 Dec 2024
https://github.com/pints-team/pints
Probabilistic Inference on Noisy Time Series
bayesian-methods inverse-problems numerical-optimization parameter-estimation
Last synced: 13 Nov 2024
https://github.com/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
Last synced: 26 Oct 2024
https://github.com/fatiando/harmonica
Forward modeling, inversion, and processing gravity and magnetic data
earth-science fatiando-a-terra geophysics geoscience gravity inverse-problems magnetic-fields python scipy
Last synced: 04 Jan 2025
https://github.com/fatiando/fatiando
DEPRECATED in favor of our newer libraries (see www.fatiando.org). Python toolkit for modeling and inversion in geophysics.
earth-science geophysics geoscience gravity inverse-problems python scipy seismic seismology
Last synced: 01 Oct 2024
https://github.com/idrl-lab/idrlnet
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
data-driven-model inverse-problems machine-learning pde-solver physics-informed-neural-networks python scientific-machine-learning
Last synced: 05 Nov 2024
https://github.com/fancompute/angler
Frequency-domain photonic simulation and inverse design optimization for linear and nonlinear devices
adjoint adjoint-sensitivities electromagnetic fdfd frequency-domain inverse-problems mkl nonlinear-devices optics optimization photonics sensitivity-analysis simulation solver
Last synced: 15 Nov 2024
https://github.com/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
Last synced: 27 Oct 2024
https://github.com/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.
biomedical boost-libraries c-plus-plus cmake dataflow-programming forward-problem inverse-problems linear-systems mesh-generation open-source python qt5 qt6 scientific-computations scientific-computing scientific-visualization visualization
Last synced: 07 Jan 2025
https://github.com/jefffessler/mirt.jl
MIRT: Michigan Image Reconstruction Toolbox (Julia version)
image-reconstruction inverse-problems julia k-space lasso mirt mri nufft optimization-algorithms sinogram sparse-coding tomography
Last synced: 04 Jan 2025
https://github.com/lanl/scico
Scientific Computational Imaging COde
admm computational-imaging convex-optimization fista inverse-problems jax optimization plug-and-play-priors proximal-algorithms proximal-operators total-variation
Last synced: 08 Jan 2025
https://github.com/biomedical-imaging-group/globalbioim
A unifying Matlab framework for the development of reconstruction algorithms (solving inverse problems) in computational imaging
image-processing image-reconstruction inverse-problems linear-algebra matlab-library
Last synced: 06 Jan 2025
https://github.com/giannisdaras/ambient-diffusion
[NeurIPS 2023] Official Implementation: "Ambient Diffusion: Learning Clean Distributions from Corrupted Data"
diffusion diffusion-models inverse-problems
Last synced: 28 Oct 2024
https://github.com/ornl/tasmanian
The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN
high-order-approximation-models inverse-problems reduced-order-models uncertainty-quantification
Last synced: 05 Jan 2025
https://github.com/ORNL/TASMANIAN
The Toolkit for Adaptive Stochastic Modeling and Non-Intrusive ApproximatioN
high-order-approximation-models inverse-problems reduced-order-models uncertainty-quantification
Last synced: 30 Oct 2024
https://github.com/ad12/meddlr
A flexible ML framework built to simplify medical image reconstruction and analysis experimentation.
inverse-problems machine-learning medical-imaging mri
Last synced: 09 Jan 2025
https://github.com/tum-vision/learn_prox_ops
Implementation of "Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems"
convolutional-neural-networks deep-learning denoising-networks inverse-problems proximal-operators
Last synced: 23 Nov 2024
https://github.com/lcav/lenslesspicam
Lensless imaging toolkit. Complete tutorial: https://go.epfl.ch/lenslesspicam
admm bayer fista inverse-problems lensless python raspberry-pi signal-processing unrolled-algorithms
Last synced: 16 Nov 2024
https://github.com/jmaces/robust-nets
Official implementation of the paper "Solving Inverse Problems With Deep Neural Networks - Robustness Included?" by M. Genzel, J. Macdonald, and M. März (2020).
adversarial-examples deep-learning fastmri inverse-problems neural-networks robustness stability
Last synced: 20 Oct 2024
https://github.com/jrbourbeau/pyunfold
Iterative unfolding for Python
data-analysis deconvolution inverse-problems python regularization statistics unfolding
Last synced: 09 Nov 2024
https://github.com/andre-batista/eispy2d
An Open-Source Python Library for the development of algorithms for 2D Electromagnetic Inverse Scattering Problems.
electromagnetics inverse-problems inverse-scattering microwaveimaging optimization-algorithms
Last synced: 07 Nov 2024
https://github.com/francois-rozet/diffusion-priors
Learning Diffusion Priors from Observations by Expectation Maximization
diffusion-model empirical-bayes expectation-maximization fastmri inverse-problems jax
Last synced: 09 Jan 2025
https://github.com/mlvlab/DAVI
Official Implementation (Pytorch) of "DAVI: Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse Problems", ECCV 2024 Oral paper
diffusion-models eccv2024 generative-model inverse-problems
Last synced: 30 Oct 2024
https://github.com/jtschwar/tomo_tv
C++ library for Regularized 2D and 3D Tomography Reconstructions.
3d-reconstruction cuda inverse-problems regularization tomography
Last synced: 10 Nov 2024
https://github.com/zehao99/CEIT
Python Package for EIT(Electric Impedance Tomography)-like problems using Gauss-Newton method.
calculation eit fem inverse-problems realtime-solver tomography
Last synced: 26 Oct 2024
https://github.com/vboussange/piecewiseinference.jl
Inverse modelling framework for dynamical systems characterised by complex dynamics.
Last synced: 21 Dec 2024
https://github.com/maximevandegar/neb
Code for reproducing the experiments in the paper Neural Empirical Bayes: Source Distribution Estimation and its Applications to Simulation-Based Inference.
empirical-bayes inverse-problems neural-empirical-bayes simulation-based-inference source-distribution-estimation
Last synced: 28 Nov 2024
https://github.com/llnl/gpp
The Generative Patch Prior for Compressive Image Recovery
compressive-sensing computer-vision deep-learning gans generative-adversarial-network generative-patch-prior gpp imaging inverse-problems machine-learning patch-based-synthesis
Last synced: 11 Nov 2024
https://github.com/thiery-lab/manifold_lifting
Accompanying code for 'Manifold lifting: scaling MCMC to the vanishing noise regime'
bayesian-inference hmc inverse-problems mcmc
Last synced: 30 Oct 2024
https://github.com/bayesflow-org/awesome-amortized-inference
This is a community-driven collection of resources around amortized inference.
amortized-inference awesome awesome-lists bayesian-inference inverse-problems uncertainty-quantification
Last synced: 22 Oct 2024
https://github.com/americocunhajr/arbo
ARBO is a Matlab/C++ package for simulation and analysis of arbovirus nonlinear dynamics.
arbovirus computational-biology dynamical-systems epidemics inverse-problems model-calibration monte-carlo-simulation nonlinear-dynamics uncertainty-quantification zika-virus
Last synced: 08 Nov 2024
https://github.com/leonard-seydoux/scientific-computing-for-geophysical-problems
Lecture notes and Jupyter notebooks for geophysical problems
ambient-noise data-science geomagnetism inverse-problems ipgp jupyter labs lecture-notes master notebooks python seismic seismology
Last synced: 13 Oct 2024
https://github.com/slimgroup/fno-nf.jl
Solving multiphysics-based inverse problems with learned surrogates and constraints
constraints fourier-neural-operator geological-carbon-storage geophysics inverse-problems inversion julia normalizing-flows reservoir-simulation
Last synced: 30 Nov 2024
https://github.com/esoubies/flexsim
A flexible SIM reconstruction method capable to handle difficult data prone to reconstruction artifacts.
computational-imaging inverse-problems microscopy structured-illumination-microscopy super-resolution
Last synced: 16 Dec 2024
https://github.com/madsjulia/geostatinversion.jl
Geostatistical Inversion
aquifer calibration geostatistics heterogenity high-performance-computing inverse-problems inversion julia mads matrix-factorization parameter-estimation permeability randomization stochastic-process
Last synced: 09 Nov 2024
https://github.com/olivierverdier/odlpet
Bindings for positron emission tomography
emission-tomography imaging inverse-problems mathematics odl prototyping python tomography
Last synced: 19 Nov 2024
https://github.com/madsjulia/madsjulia.github.io
MADS (Model Analysis & Decision Support) documentation
calibration data-analytics decision-making decision-support documentation example high-performance-computing inverse-problems julia machine-learning mads model-analysis model-reduction parallel-computing parameter-estimation surrogate-analysis tests uncertainty-quantification validation verification
Last synced: 05 Jan 2025
https://github.com/dpscience/dcontinpals
pyDCONTINPALS - A Python program for running the historical FORTRAN code CONTIN-PALS which solves Fredholm integral equations with convoluted exponential decays as kernels of the type that occur in the analysis of Positron Annihilation Lifetime Spectra (PALS).
analysis contin datareduction exponential-decay exponential-distributions flm fredholm-integral-equation ill-posed inverse-problems laplace-inversion lifetime-spectroscopy linear-algebraic-equations multi-exponential-decay nonnegativity-constraints pals positron-annihilation-lifetime positron-lifetime-spectra regularization tikhonov tikhonov-regularization
Last synced: 16 Nov 2024
https://github.com/albertocuadra/inverse_problems
A collection of inverse problems (e.g., reconstruction of databases, algebraic reconstruction, topological derivatives, gravitational prospecting)
algebraic-reconstruction-algorithms algebraic-reconstruction-technique gravitational-prospecting heat-equation inverse-problems matlab reconstruction-algorithm svd tomography topological-derivatives tsvd
Last synced: 17 Nov 2024
https://github.com/slimgroup/reliableavi.jl
Code to partially reproduce results in "Reliable amortized variational inference with physics-based latent distribution correction"
bayesian-inference deep-learning inverse-problems variational-inference
Last synced: 30 Nov 2024
https://github.com/slimgroup/fastapproximateinference.jl
Code to reproduce results in "Preconditioned training of normalizing flows for variational inference in inverse problems"
bayesian-inference deep-learning inverse-problems invertible-neural-networks
Last synced: 30 Nov 2024
https://github.com/cainmagi/research-notebooks
A collection of 3 research note books: inverse problem, sesmic image and mathematical optimization
convex-optimization inverse-problems optimization seismic-imaging study-notes
Last synced: 18 Dec 2024
https://github.com/ferreols/inverseproblemscookbook
A short cookbook for inverse problems
Last synced: 01 Dec 2024
https://github.com/andrewwango/awesome-unsupervised-imaging
Resources for solving imaging inverse problems using deep learning without ground truth
awesome-list computational-imaging deep-learning inverse-problems medical-imaging unsupervised-learning
Last synced: 22 Nov 2024
https://github.com/alisiahkoohi/groundwater
Groundwater flow equation: Finite-difference forward, adjoint, and gradient operators with PyTorch wrapper
automatic-differentiation darcy-flow finite-difference groundwater-flow inverse-problems pytorch
Last synced: 30 Nov 2024