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
Add a description, image, and links to the inverse-problems topic page so that developers can more easily learn about it.
To associate your repository with the inverse-problems topic, visit your repo's landing page and select "manage topics."