image-restoration

There are 37 repositories under image-restoration topic.

GFPGAN
TencentARC / GFPGAN
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
deep-learning face-restoration gan gfpgan image-restoration pytorch super-resolution
Language:Python 19587
Real-ESRGAN
xinntao / Real-ESRGAN
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
amine denoise esrgan image-restoration jpeg-compression pytorch real-esrgan super-resolution
Language:Python 12044
Bringing-Old-Photos-Back-to-Life
microsoft / Bringing-Old-Photos-Back-to-Life
Bringing Old Photo Back to Life (CVPR 2020 oral)
gans generative-adversarial-network image-manipulation image-restoration old-photo-restoration photo-restoration photos pytorch
Language:Python 10638
wenbihan / reproducible-image-denoising-state-of-the-art
Collection of popular and reproducible image denoising works.
image-denoising benchmarking state-of-the-art reproducible-research implementation curated-list summary inverse-problems image-restoration image-processing performance-analysis image-reconstruction noise noise-reduction recovery-image denoising-algorithms deep-learning cnn arxiv art
1939
JingyunLiang / SwinIR
SwinIR: Image Restoration Using Swin Transformer (official repository)
compression-artifact-reduction deblocking decompression denoising image-deblocking image-denoising image-restoration image-sr image-super-resolution lightweight-image-super-resolution low-level-vision real-world-image-super-resolution restoration super-resolution transformer vision-transformer
Language:Python 1753
cszn / KAIR
Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR
image-restoration denoising super-resolution sisr pytorch toolbox dncnn usrnet ffdnet srmd esrgan dpsr flops deep-learning swinir bsrgan
Language:Python 1679
swz30 / MPRNet
[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.
computer-vision cvpr-2021 cvpr2021 cvpr21 image-deblurring image-denoising image-deraining image-restoration low-level-vision multistage-network progressive-restoration pytorch
Language:Python 741
swz30 / Restormer
[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.
cvpr2022 defocus-deblurring efficient-transformers high-resolution image-deblurring image-deraining image-restoration low-level-vision motion-deblurring pytorch transformer
Language:Python 678
X-Lucifer / AI-Lossless-Zoomer
AI无损放大工具
real-esrgan lossless jpeg-compression image-restoration esrgan esrgans anime vulkan super-resolution image-enlarger waifu2x-ncnn-vulkan waifu2x anime4k
Language:C# 654
researchmm / TTSR
[CVPR'20] TTSR: Learning Texture Transformer Network for Image Super-Resolution
image-restoration image-super-resolution
Language:Python 642
cszn / IRCNN
Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)
image-deblurring image-restoration image-denoising single-image-super-resolution image-inpainting color-demosaicking deep-model
Language:MATLAB 524
Kobaayyy / Awesome-CVPR2021-CVPR2020-Low-Level-Vision
A Collection of Papers and Codes for CVPR2021/CVPR2020 Low Level Vision
computer-vision cvpr2020 cvpr2021 frame-interpolation image-deblurring image-dehazing image-demoireing image-denoising image-deraining image-enhancement image-impainting image-quality-assessment image-reconstruction image-restoration low-level-vision super-resolution
484
swz30 / MIRNet
[ECCV 2020] Learning Enriched Features for Real Image Restoration and Enhancement. SOTA results for image denoising, super-resolution, and image enhancement.
attention-mechanism computer-vision eccv2020 image-denoising image-enhancement image-restoration low-level-vision multi-resolution-streams pytorch super-resolution
Language:Python 457
weichen582 / RetinexNet
A Tensorflow implementation of RetinexNet
computer-vision image-enhancement image-processing image-restoration lowlight
Language:Python 438
baidut / OpenCE
Contrast Enhancement Techniques for low-light images
contrast-enhancement image-processing image-restoration image-manipulation computer-vision image-enhancment contrast low-light
Language:MATLAB 403
XingangPan / deep-generative-prior
Code for deep generative prior (ECCV2020 oral)
generative-adversarial-network gan deep-learning image-restoration image-manipulation image-prior
Language:Python 401
ZhendongWang6 / Uformer
[CVPR 2022] Official repository for the paper "Uformer: A General U-Shaped Transformer for Image Restoration".
deep-learning image-deblurring image-demoireing image-denoising image-deraining image-restoration pytorch
Language:Python 390
Maclory / SPSR
Pytorch implementation of Structure-Preserving Super Resolution with Gradient Guidance (CVPR 2020 & TPAMI 2021)
computer-vision deep-learning image-restoration structure-preserving super-resolution
Language:Python 382
swz30 / CycleISP
[CVPR 2020--Oral] CycleISP: Real Image Restoration via Improved Data Synthesis
image-denoising data-synthesis camera-imaging-pipeline low-level-vision cycleisp computer-vision image-restoration pytorch rgb2raw raw2rgb cvpr2020
Language:Python 375
cszn / FFDNet
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)
image-denoising image-restoration cnn convolutional-neural-network deep-learning
Language:MATLAB 350
google-research / maxim
[CVPR 2022 Oral] Official repository for "MAXIM: Multi-Axis MLP for Image Processing". SOTA for denoising, deblurring, deraining, dehazing, and enhancement.
image architecture image-processing computer-vision transformer mlp enhancement image-restoration restoration denoising deblurring dehazing deraining retouching low-level-vision image-enhancement
Language:Jupyter Notebook 337
MIRNet-TFJS
Rishit-dagli / MIRNet-TFJS
TensorFlow JS models for MIRNet for low-light💡 image enhancement
computer-vision deep-learning image-restoration image-super-resolution javascript machinelearning madewithtfjs mirnet-model mirnet-tfjs multi-resolution-streams nodejs tensorflow tfjs tfjs-converter tfjs-model
Language:Jupyter Notebook 326
sczhou / IGNN
Code repo for "Cross-Scale Internal Graph Neural Network for Image Super-Resolution" (NeurIPS'20)
deep-learning super-resolution image-preprocessing image-restoration
Language:Python 268
Maclory / Deep-Iterative-Collaboration
Pytorch implementation of Deep Face Super-Resolution with Iterative Collaboration between Attentive Recovery and Landmark Estimation (CVPR 2020)
computer-vision deep-learning face-hallucination image-restoration iterative-reconstruction super-resolution
Language:Python 267
caiyuanhao1998 / MST
"Mask-guided Spectral-wise Transformer for Efficient Hyperspectral Image Reconstruction" (CVPR 2022) and a Baseline for Spectral Compressive Imaging including our work HDNet, CST, and DAUHST
hyperspectral-images image-restoration snapshot-compressive-imaging
Language:Python 253
Lotayou / Face-Renovation
Official repository of the paper "HiFaceGAN: Face Renovation via Collaborative Suppression and Replenishment".
benchmark sota image-restoration
Language:Python 233
jiaxi-jiang / FBCNN
Towards Flexible Blind JPEG Artifacts Removal (FBCNN, ICCV 2021)
image-restoration jpeg-artifacts-removal deep-learning iccv2021 pytorch computer-vision image-processing image-denoising fbcnn jpeg-compression jpeg-deblocking image-forensics image-compression
Language:Python 226
xinntao / Real-ESRGAN-ncnn-vulkan
NCNN implementation of Real-ESRGAN. Real-ESRGAN aims at developing Practical Algorithms for General Image Restoration.
real-esrgan ncnn nvidia intel vulkan gpu amd super-resolution image-restoration denoise anime jpeg-compresion esrgan
Language:C 226
caiyuanhao1998 / MST-plus-plus
"MST++: Multi-stage Spectral-wise Transformer for Efficient Spectral Reconstruction" (CVPRW 2022) & (Winner of NTIRE 2022 Spectral Recovery Challenge) and a Baseline for Spectral Reconstruction
hyperspectral-image-reconstruction image-restoration spectral-reconstruction spectral-superresolution
Language:Python 213
baidut / BIMEF
Code and data for the research paper "A Bio-Inspired Multi-Exposure Fusion Framework for Low-light Image Enhancement" (Submitted to IEEE Transactions on Cybernetics)
image-processing image-restoration exposure-fusion computer-vision hdr hdr-image lowlight
Language:MATLAB 198
hejingwenhejingwen / AdaFM
CVPR2019 (oral) Modulating Image Restoration with Continual Levels via Adaptive Feature Modification Layers (AdaFM). PyTorch implementation
adafm cvpr2019 cvpr2019-oral denoising image-restoration low-level-vision pytorch super-resolution
Language:Python 176
hellloxiaotian / BRDNet
Image denoising using deep CNN with batch renormalization(Neural Networks,2020)
image-denoising deep-learning low-level-vision real-noise keras python python2 residual-learning batch-renormalization dilated-convolution image-restoration cnn-keras cnn
Language:Python 169
Janspiry / Palette-Image-to-Image-Diffusion-Models
Unofficial implementation of Palette: Image-to-Image Diffusion Models by Pytorch
ddpm image-restoration ddp implementation pytorch diffusion-model
Language:Python 157
victorca25 / traiNNer
traiNNer: Deep learning framework for image and video super-resolution, restoration and image-to-image translation, for training and testing.
convolutional-neural-networks esrgan super-resolution upscale pix2pix cyclegan denoising deblurring cartoonization srflow bsrgan real-esrgan real-sr image-restoration
Language:Python 157
Kobaayyy / Awesome-ECCV2020-Low-Level-Vision
A Collection of Papers and Codes for ECCV2020 Low Level Vision or Image Reconstruction
eccv2020 computer-vision low-level-vision image-reconstruction super-resolution image-deraining image-dehazing image-deblurring image-denoising image-restoration image-enhancement image-demoireing image-impainting image-quality-assessment
154
DarrenPan / CVPR2022-Low-Level-Vision
A Collection of Papers and Codes in CVPR2022 about low level vision
cvpr2022 denoising image-compression image-inpainting image-restoration low-level super-resolution
151

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