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Reverse Convolution and Its Applications to Image Restoration (ICCV, 2025)

Python 116 11 Updated Aug 15, 2025

"Denoising Diffusion Models for Plug-and-Play Image Restoration", Yuanzhi Zhu, Kai Zhang, Jingyun Liang, Jiezhang Cao, Bihan Wen, Radu Timofte, Luc Van Gool.

Python 486 44 Updated Nov 27, 2024

Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

Python 3,347 680 Updated Oct 2, 2024

Official PyTorch code for Mutual Affine Network for Spatially Variant Kernel Estimation in Blind Image Super-Resolution (MANet, ICCV2021)

Python 174 25 Updated Sep 19, 2021

Official PyTorch code for Hierarchical Conditional Flow: A Unified Framework for Image Super-Resolution and Image Rescaling (HCFlow, ICCV2021)

Python 195 29 Updated Sep 29, 2021

Dense Deep Unfolding Network with 3D-CNN Prior for Snapshot Compressive Imaging, ICCV2021 [PyTorch Code]

Python 32 3 Updated Sep 16, 2021

Dynamic Attentive Graph Learning for Image Restoration, ICCV2021 [PyTorch Code]

Python 107 21 Updated Sep 16, 2021

Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"

Python 509 51 Updated Apr 19, 2024

SwinIR: Image Restoration Using Swin Transformer (official repository)

Python 5,205 613 Updated May 14, 2024

Augmentations for Neural Networks. Implementation of Torchvision's transforms using OpenCV and additional augmentations for super-resolution, restoration and image to image translation.

Python 26 7 Updated Aug 14, 2021

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

Python 304 39 Updated Dec 25, 2022

Simple tutorials on Pytorch DDP training

Python 285 50 Updated Aug 19, 2022

Official PyTorch code for Flow-based Kernel Prior with Application to Blind Super-Resolution (FKP, CVPR2021)

Python 149 20 Updated Sep 19, 2021

Some tricks of pytorch... ⭐

1,195 126 Updated Jun 20, 2024

This is the official implementation of "DHP: Differentiable Meta Pruning via HyperNetworks".

Python 58 7 Updated Mar 28, 2022

Blind Face Restoration via Deep Multi-scale Component Dictionaries (ECCV 2020)

Python 944 214 Updated Dec 5, 2022

Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch

Jupyter Notebook 849 113 Updated Dec 8, 2022

Deep Adaptive Inference Networks for Single Image Super-Resolution

Python 99 16 Updated Aug 26, 2020

A New Optimization Technique for Deep Neural Networks

Python 541 81 Updated Jan 13, 2022
Python 133 17 Updated Aug 21, 2023

STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing

Python 444 84 Updated Apr 19, 2020

Neural Blind Deconvolution Using Deep Priors (CVPR 2020)

Python 367 70 Updated Aug 17, 2020

This is the official website of our work 3D Appearance Super-Resolution with Deep Learning published on CVPR2019.

Python 86 13 Updated Nov 17, 2020

Project page of the CVPR2019 paper "Reliable and Efficient Image Cropping: A Grid Anchor based Approach"

MATLAB 122 12 Updated Sep 25, 2020

Neural Nearest Neighbors Networks (NIPS*2018)

Python 289 45 Updated Jul 6, 2023

Simultaneous Fidelity and Regularization Learning for Image Restoration (TPAMI 2019)

Cuda 38 17 Updated Mar 18, 2020

DnCNN implement based on pytorch

Python 44 4 Updated Apr 20, 2018
Python 2 Updated Apr 3, 2018
Python 64 31 Updated Mar 21, 2018

A PyTorch Implementation of "Learning a Single Convolutional Super-Resolution Network for Multiple Degradations"

Python 102 25 Updated Jul 7, 2018
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