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Search results for pytorch image restoration

image-restoration x

51 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.

Daclip Uir ⭐ 441

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

[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".

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.

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

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

Promptir ⭐ 215

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

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

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

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

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.

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

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

[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

The pytorch implementation of the paper "text-guided neural image inpainting" at MM'2020 (oral)

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

Transweather ⭐ 65

Pytorch Code for the paper TransWeather - CVPR 2022

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

[ICLR 2023] Selective Frequency Network for Image Restoration

Official PyTorch implementation for the CVPR 2023 paper: Visibility Constrained Wide-band Illumination Spectrum Design for Seeing-in-the-Dark

Empower the quality enhancement approaches for compressed images/videos.

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

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'

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

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

Image Restoration ⭐ 17

Image registration using pytorch

Optimaltransportmodeling ⭐ 17

The repository contains reproducible PyTorch source code of our paper Generative Modeling with Optimal Transport Maps, ICLR 2022.

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’.

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

Focalnet ⭐ 15

[ICCV23] Focal Network for Image Restoration

Official repository for the paper "Image Deraining Transformer".

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

T2v Ddpm ⭐ 11

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

Pttd Dehazing ⭐ 10

Official implementation of "Prompt-based test-time real image dehazing: a novel pipeline".

[ICML2023] IRNeXt: Rethinking Convolutional Network Design for Image Restoration

Plug_and_play_admm ⭐ 6

A simple Pytorch implementation of plug and play ADMM with examples

Torchepll ⭐ 5

EPLL implementation using pytorch

Derain_oucd_net ⭐ 5

Official Pytorch Code for "Exploring Overcomplete Representations for Single Image Deraining using CNNs" - IEEE Journal of STSP

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