inverse-problems

Collection of popular and reproducible image denoising works.

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

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

[ICLR 2025] Official implementation of Posterior-Mean Rectified Flow: Towards Minimum MSE Photo-Realistic Image Restoration

[ECCV 2024] InstructIR: High-Quality Image Restoration Following Human Instructions https://huggingface.co/spaces/marcosv/InstructIR

[NeurIPS 2022] Denoising Diffusion Restoration Models -- Official Code Repository

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

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

Official pytorch repository for "Diffusion Posterior Sampling for General Noisy Inverse Problems"

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

AI Image Signal Processing and Computational Photography. Official library for NTIRE (CVPR) and AIM (ICCV/ECCV) Challenges. You will find Learned ISPs, RAW Restoration-Upsampling-Reconstruction, Image Enhancement, Bokeh rendering and more!

PyLops – A Linear-Operator Library for Python

Rectified Flow Inversion (RF-Inversion) - ICLR 2025

Operator Discretization Library https://odlgroup.github.io/odl/

Code repository for our paper DiffCloth: Differentiable Cloth Simulation with Dry Frictional Contact

🦐 Electromagnetic Simulation + Automatic Differentiation

PDE-Net: Learning PDEs from Data

Deep learning framework for MRI reconstruction

Forward modeling, inversion, and processing gravity and magnetic data

Computational Tomography in PyTorch