Top 25 image-restoration open source projects

Collection of popular and reproducible image denoising works.

Bringing Old Photo Back to Life (CVPR 2020 oral)

traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.

SwinIR: Image Restoration Using Swin Transformer (official repository)

TensorFlow code for ECCV 2018 paper "Image Super-Resolution Using Very Deep Residual Channel Attention Networks"

This is the project page of our paper which has been published in ECCV 2020.

Tensorflow implementation of MIRNet for Low-light image enhancement

Image registration using pytorch

This is the source code of PMHLD-Patch-Map-Based-Hybrid-Learning-DehazeNet-for-Single-Image-Haze-Removal which has been accepted by IEEE Transaction on Image Processing 2020.

[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

High-Dimensional Dense Residual Convolutional Neural Network for Light Field Reconstruction

Code and dataset for Single Underwater Image Restoration by Contrastive Learning, IGARSS 2021, oral.

Open source single image super-resolution toolbox containing various functionality for training a diverse number of state-of-the-art super-resolution models. Also acts as the companion code for the IEEE signal processing letters paper titled 'Improving Super-Resolution Performance using Meta-Attention Layers’.

SiENet: Siamese Expansion Network for Image Extrapolation(IEEE SPL2020)

[CVPR 2022] Official repository for the paper "Uformer: A General U-Shaped Transformer for Image Restoration".

Official repository of the paper "HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment".

Image inpainting based on OMP and KSVD algorithm

Code and Datasets for "Underwater Scene Prior Inspired Deep Underwater Image and Video Enhancement", Pattern Recognition, 2019

Official Python implementation of the 'Sparse deconvolution'-v0.3.0

This paper is accepted by ICCV 2021.

A Python software library with a variety of functions for (optical) microscopy image restoration, reconstruction and analysis.

(ECCV 2020) Interactive Multi-Dimension Modulation with Dynamic Controllable Residual Learning for Image Restoration

Deep Atrous Guided Filter for Image Restoration in Under Display Cameras (UDC Challenge, ECCV 2020).

AI无损放大工具

Code repo for "Deep Cyclic Generative Adversarial Residual Convolutional Networks for Real Image Super-Resolution" (ECCVW AIM2020).