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Projects in Awesome Lists tagged with inverse-problems

A curated list of projects in awesome lists tagged with inverse-problems .

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/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/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/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.

inference inverse-problems

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/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/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/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

cookbook 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