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

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 - Bokeh Rendering , Reversed ISP Challenge, Model-Based Image Signal Processors via Learnable Dictionaries. Official repo for NTIRE and AIM Challenges

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

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

PyTorch library for solving imaging inverse problems using deep learning

🦐 Electromagnetic Simulation + Automatic Differentiation

PDE-Net: Learning PDEs from Data

Rectified Flow Inversion (RF-Inversion)

Deep learning framework for MRI reconstruction

Probabilistic Inference on Noisy Time Series

Forward modeling, inversion, and processing gravity and magnetic data