Top 12 inverse-problems open source projects

Collection of popular and reproducible image denoising works.

IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.

Compressed Sensing: From Research to Clinical Practice with Data-Driven Learning

Python for ultrashort laser pulse retrieval

Computational Tomography in PyTorch

Pycsou is a Python 3 package for solving linear inverse problems with state-of-the-art proximal algorithms. The software implements in a highly modular way the main building blocks -cost functionals, penalty terms and linear operators- of generic penalised convex optimisation problems.

ChaosMagPy is a simple python package for evaluating the CHAOS geomagnetic field model.

MIRT: Michigan Image Reconstruction Toolbox (Julia version)

PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)

Iterative unfolding for Python

A unifying Matlab framework for the development of reconstruction algorithms (solving inverse problems) in computational imaging

Deep learning framework for MRI reconstruction