image-denoising

There are 58 repositories under image-denoising topic.

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 4059
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
2322
megvii-research / NAFNet
The state-of-the-art image restoration model without nonlinear activation functions.
deblur denoise stereo-super-resolution eccv2022 image-deblurring image-denoising image-restoration low-level-vision pytorch
Language:Python 1991
cszn / DnCNN
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)
image-denoising jpeg-deblocking keras-tensorflow matconvnet pytorch residual-learning super-resolution
Language:MATLAB 1380
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 1095
ZhendongWang6 / Uformer
[CVPR 2022] Official implementation of 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 731
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
722
LujiaJin / One-Pot_Multi-Frame_Denoising
The official implementation of IJCV & BMVC 2022 paper "One-Pot Multi-frame Denoising".
image-denoising unsupervised-learning
Language:Python 677
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 624
cszn / SCUNet
Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis (Machine Intelligence Research 2023)
blind-image-denoising degradation-model image-denoising practical-image-denoising real-world-image-denoising
Language:Python 582
cszn / IRCNN
Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)
color-demosaicking deep-model image-deblurring image-denoising image-inpainting image-restoration single-image-super-resolution
Language:MATLAB 577
mv-lab / swin2sr
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 522
Algolzw / daclip-uir
PyTorch code for "Controlling Vision-Language Models for Universal Image Restoration", ICLR 2024.
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 508
GuoShi28 / CBDNet
Code for "Toward Convolutional Blind Denoising of Real Photographs", CVPR 2019
image-denoising matconvnet matlab python real-world-image-denoising
Language:Python 492
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 469
cszn / FFDNet
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)
cnn convolutional-neural-network deep-learning image-denoising image-restoration
Language:MATLAB 440
jiaxi-jiang / FBCNN
Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts Removal (FBCNN)"
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 390
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 366
wbhu / DnCNN-tensorflow
:octocat::octocat:A tensorflow implement of the paper "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising"
dncnn image-denoising residual-learning tensorflow
Language:Python 358
saeed-anwar / RIDNet
Pytorch code for "Real image denoising with feature attention", ICCV (Oral), 2019.
image-denoising feature-attention
Language:Python 328
Jackpopc / aiLearnNotes
Artificial Intelligence Learning Notes.
computer-vision machine-learning deep-learning tensorflow image-processing reinforcement-learning lenet alexnet vgg dropout activation-function hog harris sift image-denoising image-segmentation image-augmentation image-enhancement cnn dpm
Language:Python 263
murufeng / FUIR
A Flexible and Unified Image Restoration Framework (PyTorch), including state-of-the-art image restoration model. Such as NAFNet, Restormer, MPRNet, MIMO-UNet, SCUNet, SwinIR, HINet, etc. ⭐⭐⭐⭐⭐⭐
image-deblurring image-denoising image-deraining image-restoration image-super-resolution
Language:Python 260
va1shn9v / PromptIR
PromptIR: Prompting for All-in-One Blind Image Restoration [NeurIPS 2023]
image-dehazing image-denoising image-deraining image-restoration low-level-vision pytorch
Language:Python 256
haoyuc / MaskedDenoising
[CVPR 2023] Masked Image Training for Generalizable Deep Image Denoising https://arxiv.org/abs/2303.13132
denosing image-denoising image-processing low-level-vision
Language:Python 215
Kobaayyy / Awesome-ICCV2021-Low-Level-Vision
A Collection of Papers and Codes for ICCV2021 Low Level Vision and Image Generation
computer-vision frame-interpolation gan iccv2021 image-deblurring image-denoising image-deraining image-enhancement image-generation image-manipulation image-to-image-translation image-transfer super-resolution
209
hellloxiaotian / BRDNet
Image denoising using deep CNN with batch renormalization(Neural Networks,2020)
batch-renormalization cnn cnn-keras deep-learning dilated-convolution image-denoising image-restoration keras low-level-vision python python2 real-noise residual-learning
Language:Python 186
FanChiMao / SUNet
SUNet: Swin Transformer with UNet for Image Denoising
image-denoising swin-transformer unet
Language:Python 175
zhangyi-3 / KBNet
KBNet: Kernel Basis Network for Image Restoration
image-deblurring image-denoising image-deraining image-restoration low-level-vision
Language:Python 173
Ding-Liu / NLRN
Code for Non-Local Recurrent Network for Image Restoration (NeurIPS 2018)
image-denoising image-super-resolution
Language:Python 167
Kobaayyy / Awesome-ECCV2020-Low-Level-Vision
A Collection of Papers and Codes for ECCV2020 Low Level Vision or Image Reconstruction
computer-vision eccv2020 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
162
caiyuanhao1998 / PNGAN
"Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training" (NeurIPS 2021)
denoising image-denoising image-generation image-processing image-restoration noise-modelling
Language:Python 117
hellloxiaotian / ADNet
Attention-guided CNN for image denoising(Neural Networks,2020)
attention-mechanism blind-denoising cnn cnn-pytorch deep-learning deep-neural-networks deep-reinforcement-learning image-denoising python2 pytorch real-noise sparse
Language:Python 107
lychengrex / Image-Denoising-with-Deep-CNNs
Use deep Convolutional Neural Networks (CNNs) with PyTorch, including investigating DnCNN and U-net architectures
pytorch image-denoising dncnn cnn convolutional-neural-network tutorial
Language:Jupyter Notebook 100
yjn870 / REDNet-pytorch
PyTorch Implementation of image Restoration Using Very Deep Convolutional Encoder-Decoder Networks with Symmetric Skip Connections (NIPS 2016)
image-denoising
Language:Python 99
Ir1d / lowLevelVision
low-level-vision image-denoising image-restoration reflection-removal image-inpainting image-dehazing image-deblurring
98
Ding-Liu / DeepDenoising
image-denoising denoising-network image-classification semantic-segmentation
Language:C++ 94