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)

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

[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

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

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

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

PyLops – A Linear-Operator Library for Python

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!

PyTorch library for solving imaging inverse problems using deep learning

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

Rectified Flow Inversion (RF-Inversion) - ICLR 2025

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

Probabilistic Inference on Noisy Time Series