image-restoration

There are 110 repositories under image-restoration topic.

GFPGAN
TencentARC / GFPGAN
GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.
pytorch gan deep-learning super-resolution face-restoration image-restoration gfpgan
Language:Python 34691
Real-ESRGAN
xinntao / Real-ESRGAN
Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.
esrgan pytorch real-esrgan super-resolution image-restoration denoise jpeg-compression amine
Language:Python 26262
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 14503
JingyunLiang / SwinIR
SwinIR: Image Restoration Using Swin Transformer (official repository)
image-super-resolution image-denoising compression-artifact-reduction image-deblocking transformer real-world-image-super-resolution lightweight-image-super-resolution image-restoration low-level-vision vision-transformer image-sr restoration super-resolution denoising deblocking decompression
Language:Python 4102
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 2730
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
2333
megvii-research / NAFNet
The state-of-the-art image restoration model without nonlinear activation functions.
deblur denoise eccv2022 image-deblurring image-denoising image-restoration low-level-vision pytorch stereo-super-resolution
Language:Python 2015
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.
image-restoration image-deraining image-deblurring defocus-deblurring motion-deblurring transformer pytorch low-level-vision cvpr2022 high-resolution efficient-transformers
Language:Python 1557
Janspiry / Palette-Image-to-Image-Diffusion-Models
Unofficial implementation of Palette: Image-to-Image Diffusion Models by Pytorch
ddp ddpm diffusion-model image-restoration implementation pytorch
Language:Python 1394
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 1358
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# 1251
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 1109
wyhuai / DDNM
[ICLR 2023 Oral] Zero-Shot Image Restoration Using Denoising Diffusion Null-Space Model
diffusion-models iclr iclr2023 image-restoration zero-shot
Language:Python 1036
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:Python 951
Kobaayyy / Awesome-CVPR2024-CVPR2021-CVPR2020-Low-Level-Vision
A Collection of Papers and Codes for CVPR2024/CVPR2021/CVPR2020 Low Level Vision
cvpr2020 computer-vision low-level-vision super-resolution image-reconstruction image-deraining image-dehazing image-deblurring image-restoration image-denoising image-enhancement image-quality-assessment image-demoireing cvpr2021 frame-interpolation cvpr2024 c-v-p-r image-processing image-compression
757
researchmm / TTSR
[CVPR'20] TTSR: Learning Texture Transformer Network for Image Super-Resolution
image-restoration image-super-resolution
Language:Python 749
ZhendongWang6 / Uformer
[CVPR 2022] Official implementation of the paper "Uformer: A General U-Shaped Transformer for Image Restoration".
deep-learning pytorch image-restoration image-denoising image-deblurring image-deraining image-demoireing
Language:Python 737
weichen582 / RetinexNet
A Tensorflow implementation of RetinexNet
computer-vision lowlight image-processing image-enhancement image-restoration
Language:Python 645
swz30 / MIRNet
[ECCV 2020] Learning Enriched Features for Real Image Restoration and Enhancement. SOTA results for image denoising, super-resolution, and image enhancement.
image-denoising super-resolution image-enhancement image-restoration low-level-vision computer-vision multi-resolution-streams attention-mechanism pytorch eccv2020
Language:Python 634
DarrenPan / Awesome-CVPR2024-Low-Level-Vision
A Collection of Papers and Codes in CVPR2023/2022 about low level vision
denoising image-compression image-enhancement image-generation image-inpainting image-restoration low-level super-resolution
625
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 579
Algolzw / daclip-uir
[ICLR 2024] Controlling Vision-Language Models for Universal Image Restoration. 5th place in the NTIRE 2024 Restore Any Image Model in the Wild Challenge.
diffusion-models image-restoration prompt vision-language face-inpainting image-deblurring image-dehazing image-denoising image-deraining image-desnowing jpeg-artifacts-removal low-level-vision low-light-image-enhancement shadow-removal pytorch deep-learning
Language:Python 545
mv-lab / swin2sr
[ECCV] Swin2SR: SwinV2 Transformer for Compressed Image Super-Resolution and Restoration. Advances in Image Manipulation (AIM) workshop ECCV 2022. Try it out! over 3.3M runs https://replicate.com/mv-lab/swin2sr
compression compression-artifact-reduction computer-vision deblocking denoising eccv2022 image-denoising image-processing image-restoration image-sr image-super-resolution jpeg low-level-vision ntire super-resolution transformer deep-learning vision-transformer swinir swin2sr
Language:Python 533
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 498
caiyuanhao1998 / MST
A toolbox for spectral compressive imaging reconstruction including MST (CVPR 2022), CST (ECCV 2022), DAUHST (NeurIPS 2022), BiSCI (NeurIPS 2023), HDNet (CVPR 2022), MST++ (CVPRW 2022), etc.
image-restoration hyperspectral-images snapshot-compressive-imaging spectral-reconstruction binarized-neural-networks bnn qnn transformer ntire
Language:Python 497
Algolzw / image-restoration-sde
Image Restoration with Mean-Reverting Stochastic Differential Equations, ICML 2023. Winning solution of the NTIRE 2023 Image Shadow Removal Challenge.
deblurring dehazing denoising deraining diffusion-models image-restoration inpainting pytorch score-based stochastic-differential-equations super-resolution
Language:Python 489
caiyuanhao1998 / Retinexformer
"Retinexformer: One-stage Retinex-based Transformer for Low-light Image Enhancement" (ICCV 2023) & (NTIRE 2024 Challenge)
low-light-image-enhancement low-light-vision object-detection nighttime-enhancement image-restoration transformer detection ntire basicsr iccv2023 low-light-enhance low-light-enhancement low-light-enhancer
Language:Python 476
XingangPan / deep-generative-prior
Code for deep generative prior (ECCV2020 oral)
deep-learning gan generative-adversarial-network image-manipulation image-prior image-restoration
Language:Python 474
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 472
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 442
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 441
cuiziteng / Illumination-Adaptive-Transformer
[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.
exposure-correction low-light-enhance transformer-architecture transformer-models low-level-vision bmvc image-enhancement image-reconstruction image-restoration pytorch low-light-image-enhancement
Language:Python 425
mv-lab / InstructIR
InstructIR: High-Quality Image Restoration Following Human Instructions https://huggingface.co/spaces/marcosv/InstructIR
computer-vision deblurring deep-learning dehazing denoising image-enhancement image-restoration inverse-problems low-light-image-enhancement multimodal neural-network photography prompt super-resolution language-model multi-task pytorch
Language:Jupyter Notebook 397
jiaxi-jiang / FBCNN
Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"
computer-vision deep-learning fbcnn iccv2021 image-compression image-denoising image-forensics image-processing image-restoration jpeg-artifacts-removal jpeg-compression jpeg-deblocking pytorch
Language:Python 393
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 toolbox for spectral reconstruction
spectral-reconstruction hyperspectral-image-reconstruction image-restoration spectral-superresolution ntire
Language:Python 391
swz30 / MIRNetv2
[TPAMI 2022] Learning Enriched Features for Fast Image Restoration and Enhancement. Results on Defocus Deblurring, Denoising, Super-resolution, and image enhancement
contrast-enhancement defocus-deblurring denoising high-resolution image-denoising image-enhancement image-processing image-restoration low-level-vision low-light-image-enhancement pytorch tpami
Language:Python 369