image-restoration-sde

Image restorer

Image restoration software using stochastic differential equations

Image Restoration with Mean-Reverting Stochastic Differential Equations, ICML 2023. Winning solution of the NTIRE 2023 Image Shadow Removal Challenge.

GitHub

593 stars
5 watching
44 forks
Language: Python
last commit: 5 months ago
Linked from 1 awesome list

deblurringdehazingdenoisingderainingdiffusion-modelsimage-restorationinpaintingpytorchscore-basedstochastic-differential-equationssuper-resolution

Backlinks from these awesome lists:

Related projects:

Repository Description Stars
algolzw/daclip-uir This project controls vision-language models to restore degraded images in various environments and conditions. 673
swz30/mprnet A deep learning model designed to progressively restore degraded images by iteratively refining the degradation and its representation in the image 1,196
siavashbigdeli/dmsp A MATLAB implementation of an image restoration algorithm based on a deep mean-shift prior 33
swz30/restormer Proposes an efficient neural architecture model for high-resolution image restoration tasks 1,838
cszn/ircnn This project trains deep CNN denoisers to improve image restoration tasks such as deblurring and demosaicking through model-based optimization methods. 602
algolzw/dcls A deep learning-based method for image super-resolution using constrained least squares 23
cszn/srmd Develops a single convolutional network to handle various image degradations with improved scalability and efficiency 427
radimspetlik/si-ddpm-fmo A Python-based framework for training and evaluating deep learning models for single-image deblurring, shape, and trajectory recovery of fast-moving objects. 5
minyuanye/siun This project develops a deep learning-based image deblurring algorithm using iterative upsampling network architecture 164
xlearning-scu/2022-cvpr-airnet Restores degraded images by combining multiple tasks of dehazing, denoising and deraining in a single framework 176
csjcai/dbcpenet Deblurring technique developed using machine learning and signal processing algorithms to restore images from blurry conditions. 20
zhaoyuzhi/d2hnet Restores night images by jointly denoising and deblurring captured long- and short-exposure images using a hierarchical network framework. 74
deepmed-lab-ecnu/deeprft-aaai2023 An image deblurring technique based on frequency selection using machine learning models 18
zhendongwang6/uformer An implementation of a deep learning model for restoring images in various conditions 813
zzh-tech/dual-reversed-rs Reverses rolling shutter distortion in images to produce undistorted global shutter sequences 52