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)

PyLops – A Linear-Operator Library for Python

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

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

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

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

🦐 Electromagnetic Simulation + Automatic Differentiation

PyTorch library for solving imaging inverse problems using deep learning

PDE-Net: Learning PDEs from Data

Rectified Flow Inversion (RF-Inversion)

Deep learning framework for MRI reconstruction

Probabilistic Inference on Noisy Time Series

Python based dashboard for real-time Electrical Impedance Tomography including image reconstruction using Back Projection, Graz Consensus and Gauss Newton methods