inverse-problems 开源项目推荐（656 个）

wenbihan /reproducible-image-denoising-state-of-the-art

收集了流行的和可复制的图像去噪作品。

yang-song /score_sde_pytorch

通过随机方程实现基于分数的生成式建模的PyTorch实现（ICLR 2021，Oral）

yang-song /score_sde

通过随机方程进行基于分数的生成式建模的官方代码（ICLR 2021，Oral）

ohayonguy /PMRF

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

mv-lab /InstructIR

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

simpeg /simpeg

地球物理学中的模拟与参数估计——用于地球物理应用场景下模拟和基于梯度的参数估计的 Python 包。

jdtoscano94 /NABLA-SciML

Physics Informed Machine Learning Tutorials (Pytorch and Jax)

DPS2022 /diffusion-posterior-sampling

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

bahjat-kawar /ddrm

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

mv-lab /AISP

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 /pylops

PyLops – A Linear-Operator Library for Python

LituRout /RF-Inversion

Rectified Flow Inversion (RF-Inversion) - ICLR 2025

omegaiota /DiffCloth

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

odlgroup /odl

Operator Discretization Library https://odl.readthedocs.io/

fancompute /ceviche

：shrimp：电磁仿真 + 自动微分

Multiphysics-Imaging-Shenzhen /Level-Set-Gravity-Inversion-Software

Software that employs the level-set method for inverse gravimetry

ZichaoLong /PDE-Net

PDE-Net: Learning PDEs from Data

NKI-AI /direct

Deep learning framework for MRI reconstruction

fatiando /harmonica

Forward modeling, inversion, and processing gravity and magnetic data

matteo-ronchetti /torch-radon

Computational Tomography in PyTorch