Inverse Problems Python Packages

discretize

Discretization tools for finite volume and inverse problems.

34K 198 36

pints

Probabilistic Inference on Noisy Time Series

19K 241 34

simpeg

Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.

13K 642 290

deepinv

DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning

7K 724 168

harmonica

Forward modeling, inversion, and processing gravity and magnetic data

6K 284 90

odl

Operator Discretization Library https://odl.readthedocs.io/

4K 430 119

pyproximal

PyProximal – Proximal Operators and Algorithms in Python

2K 82 19

mud

Maximal Updated Density equations for Data-Consistent Inversion

2K 2 2

chaosmagpy

ChaosMagPy is a simple Python package for evaluating the CHAOS geomagnetic field model and other models of Earth's magnetic field.

2K 30 5

ceviche

:shrimp: Electromagnetic Simulation + Automatic Differentiation

2K 412 87

mira-simpeg

Mira Geoscience fork of SimPEG: Simulation and Parameter Estimation in Geophysics

1K 4 2

simpeg-drivers

Application to run SimPEG inversions on GEOH5 files, from Geoscience ANALYST

1K 2 2

mud-examples

Creation of figures for papers pertaining to the MUD (Maximal Updated Density) method for Parameter Estimation.

1K 0 1

ptyrodactyl

JAX based ptychography reconstructions through differentiable programming.

1K 10 3

multimodal-fusion

Multi-Modal Electron Microscopy Data Fusion

989 5 3

eispy2d

An Open-Source Python Library for the development of algorithms for 2D Electromagnetic Inverse Scattering Problems.

950 44 6

qmm

Python Quadratic Majorization-Minimization (MM) optimization algorithms of half-quadratic criteria. Inverses problems, image restoration, denoising, ...

940 18 4