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Inverse Problems Python Packages

Python packages with the GitHub topic inverse-problems. Sorted by relevance, with stars and monthly downloads.
simpeg
discretize

Discretization tools for finite volume and inverse problems.

34K 198 36
pints-team
pints

Probabilistic Inference on Noisy Time Series

19K 241 34
simpeg
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
deepinv

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

7K 724 168
fatiando
harmonica

Forward modeling, inversion, and processing gravity and magnetic data

7K 284 90
odlgroup
odl

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

5K 430 119
PyLops
pyproximal

PyProximal – Proximal Operators and Algorithms in Python

2K 82 19
ancklo
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
mathematicalmichael
mud

Maximal Updated Density equations for Data-Consistent Inversion

2K 2 2
fancompute
ceviche

:shrimp: Electromagnetic Simulation + Automatic Differentiation

2K 412 87
MiraGeoscience
mira-simpeg

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

1K 4 2
MiraGeoscience
simpeg-drivers

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

1K 2 2
forieux
qmm

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

1K 18 4
debangshu-mukherjee
ptyrodactyl

JAX based ptychography reconstructions through differentiable programming.

1K 10 3
mathematicalmichael
mud-examples

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

1K 0 1
jtschwar
multimodal-fusion

Multi-Modal Electron Microscopy Data Fusion

1K 5 3
andre-batista
eispy2d

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

991 44 6
stelioszach03
verifiable-labs

RL environments for scientific AI agents with conformal-calibrated rewards

912 0 0
lanl
scico

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

880 161 24
jtschwar
mapfusion

Fuse multi-modal electron microscopy datasets using inverse problems

795 5 3
dkazanc
tomobar

TOmographic MOdel-BAsed Reconstruction (ToMoBAR) software

769 53 16
ad12
meddlr

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

704 70 17
jrbourbeau
pyunfold

Iterative unfolding for Python

663 31 13
xianggebenben
graphsl

Graph Source Localization Library

651 20 3
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