Inverse Problems Python Packages

discretize

Discretization tools for finite volume and inverse problems.

pints

Probabilistic Inference on Noisy Time Series

simpeg

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

deepinv

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

harmonica

Forward modeling, inversion, and processing gravity and magnetic data

odl

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

pyproximal

PyProximal – Proximal Operators and Algorithms in Python

chaosmagpy

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

mud

Maximal Updated Density equations for Data-Consistent Inversion

ceviche

:shrimp: Electromagnetic Simulation + Automatic Differentiation

mira-simpeg

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

simpeg-drivers

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

qmm

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

ptyrodactyl

JAX based ptychography reconstructions through differentiable programming.

mud-examples

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

multimodal-fusion

Multi-Modal Electron Microscopy Data Fusion

eispy2d

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

verifiable-labs

RL environments for scientific AI agents with conformal-calibrated rewards

scico

Scientific Computational Imaging COde: A Python package for scientific imaging problems

mapfusion

Fuse multi-modal electron microscopy datasets using inverse problems

tomobar

TOmographic MOdel-BAsed Reconstruction (ToMoBAR) software

meddlr

Meddlr is a config-driven framework built to simplify ML-based medical image reconstruction and analysis.

pyunfold

Iterative unfolding for Python

graphsl

Graph Source Localization Library