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The Top 23 Inverse Problems Open Source Projects

Open source projects categorized as Inverse Problems
Categories > Inverse Problems
Reproducible Image Denoising State Of The Art ⭐ 1,759
Collection of popular and reproducible image denoising works.
most recent commit 2 years ago
Score_sde ⭐ 782
Official code for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
most recent commit a year ago
Score_sde_pytorch ⭐ 679
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
most recent commit a year ago
Simpeg ⭐ 449
Simulation and Parameter Estimation in Geophysics - A python package for simulation and gradient based parameter estimation in the context of geophysical applications.
dependent packages 1total releases 8most recent commit 4 months agopypi mira-simpeg} Downloads
Pylops ⭐ 380
PyLops – A Linear-Operator Library for Python
total releases 19most recent commit 3 months ago
Odl ⭐ 310
Operator Discretization Library https://odlgroup.github.io/odl/
dependent packages 1total releases 14most recent commit 9 months agopypi odl} Downloads
Learning Python Physics Informed Machine Learning Pinns Deeponets ⭐ 297
Physics Informed Machine Learning Tutorials (Pytorch and Jax)
most recent commit 5 months ago
Ceviche ⭐ 283
🦐 Electromagnetic Simulation + Automatic Differentiation
dependent packages 2total releases 6most recent commit 10 months agopypi ceviche} Downloads
Direct ⭐ 202
Deep learning framework for MRI reconstruction
most recent commit 3 months ago
Pints ⭐ 200
Probabilistic Inference on Noisy Time Series
dependent packages 2total releases 4most recent commit 4 months agopypi pints} Downloads
Fatiando ⭐ 182
Python toolkit for modeling and inversion in geophysics. DEPRECATED in favor of our newer libraries (see www.fatiando.org)
most recent commit 4 years ago
Harmonica ⭐ 181
Forward modeling, inversion, and processing gravity and magnetic data
dependent packages 1total releases 13most recent commit 4 months agopypi harmonica} Downloads
Diffcloth ⭐ 170
Code repository for our paper DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact
most recent commit a year ago
Deepinv ⭐ 165
PyTorch library for solving imaging inverse problems using deep learning
most recent commit 4 months ago
Pyeit ⭐ 163
Python based toolkit for Electrical Impedance Tomography
total releases 6most recent commit a month ago
Discretize ⭐ 150
Discretization tools for finite volume and inverse problems.
dependent packages 14total releases 73most recent commit 6 months agopypi discretize} Downloads
Pde Net ⭐ 149
PDE-Net: Learning PDEs from Data
most recent commit 4 years ago
Ddrm ⭐ 148
[NeurIPS 2022] Denoising Diffusion Restoration Models -- Official Code Repository
most recent commit 2 years ago
Idrlnet ⭐ 129
IDRLnet, a Python toolbox for modeling and solving problems through Physics-Informed Neural Network (PINN) systematically.
total releases 5most recent commit 10 months ago
Openeit ⭐ 127
Python based dashboard for real-time Electrical Impedance Tomography including image reconstruction using Back Projection, Graz Consensus and Gauss Newton methods
most recent commit 4 years ago
Aisp ⭐ 122
AI Image SIgnal Processing and Computational Photography - Bokeh Rendering @ NTIRE CVPR 2023, AIM 2022 Reversed ISP Challenge @ ECCV, Model-Based Image Signal Processors via Learnable Dictionaries (AAAI 22)
most recent commit a year ago
Scirun ⭐ 118
SCIRun is a Problem Solving Environment, for modeling, simulation and visualization of scientific problems. This is version 5, the upgraded version of SCIRun v4.
most recent commit 6 months ago
Ylg ⭐ 115
[CVPR 2020] Official Implementation: "Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models".
most recent commit 3 years ago
The 8 Most Depended On Inverse Problems Open Source Projects
Discretize ⭐ 150
Discretization tools for finite volume and inverse problems.
dependent packages 14total releases 73latest release October 27, 2023most recent commit 6 months agopypi discretize} Downloads
Ceviche ⭐ 283
:shrimp: Electromagnetic Simulation + Automatic Differentiation
dependent packages 2total releases 6latest release August 07, 2020most recent commit 10 months agopypi ceviche} Downloads
Pints ⭐ 200
Probabilistic Inference on Noisy Time Series
dependent packages 2total releases 4latest release July 27, 2023most recent commit 4 months agopypi pints} Downloads
Meddlr ⭐ 59
A flexible ML framework built to simplify medical image reconstruction and analysis experimentation.
dependent packages 1total releases 18latest release August 03, 2023most recent commit 8 months agopypi meddlr} Downloads
Odl ⭐ 310
Operator Discretization Library https://odlgroup.github.io/odl/
dependent packages 1total releases 14latest release September 09, 2018most recent commit 9 months agopypi odl} Downloads
Harmonica ⭐ 181
Forward modeling, inversion, and processing gravity and magnetic data
dependent packages 1total releases 13latest release December 02, 2021most recent commit 4 months agopypi harmonica} Downloads
Chaosmagpy ⭐ 15
ChaosMagPy is a simple python package for evaluating the CHAOS geomagnetic field model.
dependent packages 1total releases 17latest release April 01, 2022most recent commit a year agopypi chaosmagpy} Downloads
The 10 Latest Releases In Inverse Problems Open Source Projects
Epi ⭐ 12
EPI is a python package for inverse parameter inference
total releases 10latest release November 03, 2023most recent commit 4 months ago
Discretize ⭐ 150
Discretization tools for finite volume and inverse problems.
dependent packages 14total releases 73latest release October 27, 2023most recent commit 6 months agopypi discretize} Downloads
Lenslesspicam ⭐ 36
Lensless imaging with a Raspberry Pi. Complete tutorial: https://go.epfl.ch/lenslesspicam
total releases 5latest release September 05, 2023most recent commit 4 months ago
Scico ⭐ 77
Scientific Computational Imaging COde
total releases 8latest release August 04, 2023most recent commit 4 months ago
Meddlr ⭐ 59
A flexible ML framework built to simplify medical image reconstruction and analysis experimentation.
dependent packages 1total releases 18latest release August 03, 2023most recent commit 8 months agopypi meddlr} Downloads
Pints ⭐ 200
Probabilistic Inference on Noisy Time Series
dependent packages 2total releases 4latest release July 27, 2023most recent commit 4 months agopypi pints} Downloads
Pylops ⭐ 380
PyLops – A Linear-Operator Library for Python
total releases 19latest release October 12, 2022most recent commit 3 months ago
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