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112 search results found

Gfpgan ⭐ 33,600

GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

Real Esrgan ⭐ 24,613

Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

Bringing Old Photos Back To Life ⭐ 13,853

Bringing Old Photo Back to Life (CVPR 2020 oral)

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

Nafnet ⭐ 1,742

The state-of-the-art image restoration model without nonlinear activation functions.

Restormer ⭐ 1,150

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

Palette Image To Image Diffusion Models ⭐ 1,024

Unofficial implementation of Palette: Image-to-Image Diffusion Models by Pytorch

Mprnet ⭐ 1,018

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

[ICLR 2023 Oral] Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model

[CVPR'20] TTSR: Learning Texture Transformer Network for Image Super-Resolution

[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.

Daclip Uir ⭐ 441

PyTorch code for "Controlling Vision-Language Models for Universal Image Restoration", ICLR 2024.

A toolbox for spectral compressive imaging reconstruction including our MST (CVPR 2022), CST (ECCV 2022), DAUHST (NeurIPS 2022), HDNet (CVPR 2022), MST++ (CVPRW 2022), etc.

[ECCV 2020] Learning Enriched Features for Real Image Restoration and Enhancement. SOTA results for image denoising, super-resolution, and image enhancement.

Uformer ⭐ 391

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

Deep Generative Prior ⭐ 367

Code for deep generative prior (ECCV2020 oral)

Cycleisp ⭐ 364

[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis

Illumination Adaptive Transformer ⭐ 359

[BMVC 2022] You Only Need 90K Parameters to Adapt Light: A Light Weight Transformer for Image Enhancement and Exposure Correction. SOTA for low light enhancement, 0.004 seconds try this for pre-processing.

Mst Plus Plus ⭐ 351

"MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction" (CVPRW 2022) & (Winner of NTIRE 2022 Spectral Recovery Challenge) and a toolbox for spectral reconstruction

Pytorch implementation of Structure-Preserving Super Resolution with Gradient Guidance (CVPR 2020 & TPAMI 2021)

Retinexformer ⭐ 306

"Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement" (ICCV 2023)

Paddlers ⭐ 303

Awesome Remote Sensing Toolkit based on PaddlePaddle.

Swin2sr ⭐ 303

Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 1.8 M runs https://replicate.com/mv-lab/swin2sr

Image Restoration Sde ⭐ 299

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

Spa Former Shadow Removal ⭐ 238

IJCNN 2023 Oral: SpA-Former:An Effective and Lightweight Transformer for Image Shadow Removal

Deep Iterative Collaboration ⭐ 230

Pytorch implementation of Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark Estimation (CVPR 2020)

Retinexnet ⭐ 217

A Tensorflow implementation of RetinexNet

Promptir ⭐ 215

PromptIR: Prompting for All-in-One Blind Image Restoration [NeurIPS 2023]

Towards Flexible Blind JPEG Artifacts Removal (FBCNN, ICCV 2021)

Code repo for "Cross-Scale Internal Graph Neural Network for Image Super-Resolution" (NeurIPS'20)

Trainner ⭐ 198

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

Image denoising using deep CNN with batch renormalization(Neural Networks,2020)

[ICCV 2023] Spatially-Adaptive Feature Modulation for Efficient Image Super-Resolution; runner-up method for the model complexity track in NTIRE2023 Efficient SR challenge

Friedricelab ⭐ 143

Official repository of the Fried Rice Lab, including code resources of the following our works: ESWT [arXiv], etc. This repository also implements many useful features and out-of-the-box image restoration models.

[CVPR2023] Blur Interpolation Transformer for Real-World Motion from Blur

Paddlers ⭐ 137

Awesome Remote Sensing Toolkit based on PaddlePaddle.

CVPR2019 (oral) Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers (AdaFM). PyTorch implementation

Deformed Image Restorer ⭐ 129

自动爆破PNG图片宽高并一键修复工具

Maxim Pytorch ⭐ 117

[CVPR 2022 Oral] PyTorch re-implementation for "MAXIM: Multi-Axis MLP for Image Processing", with *training code*. Official Jax repo: https://github.com/google-research/maxim

Mirnetv2 ⭐ 113

[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement

Memorynet ⭐ 108

Code for paper: Memory net for image restoration(cloud,rain,shadow removal, low-light image enhancement)) 即插即用提点的记忆模块

Event-based Fusion for Motion Deblurring with Cross-modal Attention (ECCV'22 Oral) https://ahupujr.github.io/EFNet/

"Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training" (NeurIPS 2021)

Udr S2former_deraining ⭐ 102

[ICCV'23] Sparse Sampling Transformer with Uncertainty-Driven Ranking for Unified Removal of Raindrops and Rain Streaks

[CVPR 2022--Oral, Best paper Finalist] Burst Image Restoration and Enhancement. SOTA for Burst Super-resolution, Low-light Burst Image Enhancement, Burst Image De-noising

Face Renovation ⭐ 84

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

This project is the official implementation of 'Basic Binary Convolution Unit for Binarized Image Restoration Network', ICLR2023

[IEEE TIP 2024] DEA-Net: Single image dehazing based on detail-enhanced convolution and content-guided attention

Shadowformer ⭐ 66

ShadowFormer (AAAI2023), Pytorch implementation

Transweather ⭐ 65

Pytorch Code for the paper TransWeather - CVPR 2022

Compound Multi-branch Feature Fusion for Real Image Restoration

Two Stage Knowledge For Multiple Adverse Weather Removal ⭐ 65

[CVPR 2022] Learning Multiple Adverse Weather Removal via Two-stage Knowledge Learning and Multi-contrastive Regularization: Toward a Unified Model

Uwgan_uie ⭐ 63

Source code for UWGAN: Underwater GAN for Real-world Underwater Color Restoration and Dehazing

Half Wavelet Attention on M-Net+ for Low-light Image Enhancement

Hyperres ⭐ 56

The official repository of 'Hypernetwork-Based Adaptive Image Restoration'

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

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

Iccv2021 Single Image Desnowing Hdcwnet ⭐ 49

This paper is accepted by ICCV 2021.

neosr is a framework for training real-world single-image super-resolution networks.

[ICLR 2023] Selective Frequency Network for Image Restoration

A Unified Conditional Framework for Diffusion-based Image Restoration

[CVPR'23] Video Dehazing via a Multi-Range Temporal Alignment Network with Physical Prior

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

Sienet Image Extrapolation ⭐ 41

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

Empower the quality enhancement approaches for compressed images/videos.

Srrescycgan ⭐ 40

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

[AAAI 2023] Adaptive Dynamic Filtering Network for Image Denoising.

Lightfieldreconstruction ⭐ 28

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

PyTorch implementation of "Deep Plug-and-Play Prior for Hyperspectral Image Restoration" (Neurocomputing 2022)

Open source image super-resolution toolbox containing various functionality for training a diverse number of state-of-the-art deep learning models. Also acts as the companion code for the MDPI Sensors journal paper titled 'The Best of Both Worlds: A Framework for Combining Degradation Prediction with High Performance Super-Resolution Networks'

Sparse Deconv Py ⭐ 24

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

Jstasr Desnownet Eccv 2020 ⭐ 23

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

KBNet: Kernel Basis Network for Image Restoration

A novel network for image reatoration. Mixed Hierarchy Network for Image Restoration.

Qc Stylegan ⭐ 22

QC-StyleGAN - Quality Controllable Image Generation and Manipulation (NeurIPS 2022)

An implementation of MemNet: A Persistent Memory Network for Image Restoration, ICCV2017

Selective Residual M-Net for Real Image Denoising

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

Dehazing Pmhld Patch Map Based Hybrid Learning Dehazenet For Single Image Haze Removal Tip 2020 ⭐ 19

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

Content-aware Scalable Deep Compressed Sensing (TIP 2022) [PyTorch]

Image Restoration ⭐ 17

Image registration using pytorch

Admm Diptv ⭐ 17

Combining Weighted Total Variation and Deep Image Prior for natural and medical image restoration via ADMM (2021)

Super Resolution Meta Attention Networks ⭐ 17

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’.

A Toolbox for Binarized Spectral Compressive Imaging (NeurIPS 2023)

[Knowledge-Based Systems] Exploring the Potential of Channel Interactions for Image Restoration

Iterative Soft Shrinkage Sr ⭐ 15

[ICCV2023 Official PyTorch code] for Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution

Focalnet ⭐ 15

[ICCV23] Focal Network for Image Restoration

This is the source code of PMS-Net: Robust Haze Removal Based on Patch Map for Single Images which has been published in CVPR 2019 Long Beach

2022 Cvpr Airnet ⭐ 14

PyTorch implementation for All-In-One Image Restoration for Unknown Corruption (AirNet) (CVPR 2022)

[IEEE JSTARS] Official PyTorch Implementation of "SAR Image Despeckling Using Continuous Attention Module"

Official repository for the paper "Image Deraining Transformer".

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

Official implementation of the CVPR'23 Paper "ABCD : Arbitrary Bitwise Coefficient for De-quantization"

Fasterdip Devil In Upsampling ⭐ 12

[ICCV2023] The Devil is in the upsampling: Architectural Decisions Made Simpler for Denoising with Deep Image Prior

Out-of-box Hyperspectral Image Restoration Toolbox and Benchmark

T2v Ddpm ⭐ 11

[IEEE FG'23] T2V-DDPM: Thermal to Visible Face Translation using Denoising Diffusion Probabilistic Models

A Mountain-Shaped Single-Stage Network for Accurate Image Restoration

Low Light Image Enhancement Tutorial ⭐ 11

Small demo of MIRNet for low-light image enhancement using TensorFlow.

Sam Deblur ⭐ 11

Implementation of the paper SAM-Deblur: Let Segment Anything Boost Image Deblurring(ICASSP2024)

[TIM 2023] Multi-scale Synergism Ensemble Progressive and Contrastive Investigation for Image Restoration

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