GitHub topics: image-denoising

Repositories

indranil143/Image_Denoiser

Exploring CNN autoencoder techniques for MNIST image denoising, from basic to advanced architectures.

Language: Jupyter Notebook - Size: 7.16 MB - Last synced at: about 17 hours ago - Pushed at: about 17 hours ago - Stars: 5 - Forks: 0

ahmadsailpil/fui

framebuffer user interface

Language: C - Size: 493 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

shashankskagnihotri/cospgd

The official repository for CosPGD: a unified white-box adversarial attack for pixel-wise prediction tasks.

Language: Python - Size: 940 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 11 - Forks: 1

lily-mosquitoes/image-compare

Website for a citizen science project aiming to understand human intuition in image denoising.

Language: Rust - Size: 230 KB - Last synced at: 1 day ago - Pushed at: 1 day ago - Stars: 0 - Forks: 0

cuixing158/Awesome-CV-MasterHub

:fire: :fire: :fire: A paper list of some recent Computer Vision(CV) works

Size: 22.4 MB - Last synced at: 2 days ago - Pushed at: 3 days ago - Stars: 289 - Forks: 23

Kobaayyy/Awesome-ECCV2024-ECCV2020-Low-Level-Vision

A Collection of Papers and Codes for ECCV2024/ECCV2020 Low Level Vision

Size: 455 KB - Last synced at: 2 days ago - Pushed at: 3 months ago - Stars: 329 - Forks: 25

[ECCV2024] DualDn: Dual-domain Denoising via Differentiable ISP. :star::triumph::star::skull: SOTA model for real-image denoising. :skull: Both in terms of denoising performance and generalization ability.

Language: Python - Size: 365 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 62 - Forks: 2

JingyunLiang/SwinIR

SwinIR: Image Restoration Using Swin Transformer (official repository)

Language: Python - Size: 29.1 MB - Last synced at: 6 days ago - Pushed at: 12 months ago - Stars: 4,827 - Forks: 576

Kobaayyy/Awesome-CVPR2025-CVPR2024-CVPR2021-CVPR2020-Low-Level-Vision

A Collection of Papers and Codes for CVPR2025/CVPR2024/CVPR2021/CVPR2020 Low Level Vision

Size: 282 KB - Last synced at: 9 days ago - Pushed at: 10 days ago - Stars: 1,291 - Forks: 142

trung-vt/LearningRegularizationParametersForTGV

"Deep unrolling for learning optimal spatially varying regularisation parameters for Total Generalised Variation" (https://arxiv.org/abs/2502.16532) by Thanh Trung Vu, Andreas Kofler, and Kostas Papafitsoros.

Language: Jupyter Notebook - Size: 12.7 MB - Last synced at: 10 days ago - Pushed at: 10 days ago - Stars: 3 - Forks: 0

hellloxiaotian/HWformer

Heterogeneous window Transformer for image denoising (IEEE TSMC,2024)

Language: Python - Size: 4.13 MB - Last synced at: 12 days ago - Pushed at: 6 months ago - Stars: 20 - Forks: 3

albrateanu/AKDT

[VISAPP 2025] AKDT: Adaptive Kernel Dilation Transformer for Effective Image Denoising

Language: Python - Size: 207 KB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 13 - Forks: 1

DREI-8/Autoencoder-Denoising-Diffusion

Image denoising and generation using autoencoders and diffusion models.

Language: Jupyter Notebook - Size: 4 MB - Last synced at: 20 days ago - Pushed at: 21 days ago - Stars: 0 - Forks: 0

Kobaayyy/Awesome-Low-Level-Vision-Research-Groups

A Collection of Low Level Vision Research Groups

Size: 198 KB - Last synced at: 2 days ago - Pushed at: about 1 month ago - Stars: 191 - Forks: 12

hellloxiaotian/SSNet

A self-supervised network for image denoising and watermark removal (Neural Networks 2024)

Language: Python - Size: 15.8 MB - Last synced at: 12 days ago - Pushed at: 4 months ago - Stars: 16 - Forks: 1

hellloxiaotian/ADNet

Attention-guided CNN for image denoising(Neural Networks,2020)

Language: Python - Size: 211 MB - Last synced at: 12 days ago - Pushed at: about 2 years ago - Stars: 121 - Forks: 6

fubel/sparselandtools 📦

:sparkles: A Python package for sparse representations and dictionary learning, including matching pursuit, K-SVD and applications.

Language: Python - Size: 368 KB - Last synced at: 1 day ago - Pushed at: 28 days ago - Stars: 89 - Forks: 21

CapNitz/Simple-Denoising-App-using-DL

An image denoising application using python, streamlit and tensorflow based on Deep Learning

Language: Python - Size: 118 KB - Last synced at: 20 days ago - Pushed at: 28 days ago - Stars: 0 - Forks: 0

jason-lequyer/RefineOT

Language: Python - Size: 302 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 8 - Forks: 0

swz30/CycleISP

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

Language: Python - Size: 12.1 MB - Last synced at: about 1 month ago - Pushed at: 8 months ago - Stars: 528 - Forks: 75

cszn/DnCNN

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

Language: MATLAB - Size: 125 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 1,537 - Forks: 540

shixiaodayyds/image-denoising

图像去噪专栏

Size: 27.3 KB - Last synced at: 21 days ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

swz30/MPRNet

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

Language: Python - Size: 99.6 KB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 1,256 - Forks: 197

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

Language: Python - Size: 20 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 613 - Forks: 72

cszn/SCUNet

Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis (Machine Intelligence Research 2023)

Language: Python - Size: 39.5 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 704 - Forks: 72

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. ⭐⭐⭐⭐⭐⭐

Language: Python - Size: 3.34 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 313 - Forks: 34

cszn/IRCNN

Learning Deep CNN Denoiser Prior for Image Restoration (CVPR, 2017) (Matlab)

Language: MATLAB - Size: 204 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 607 - Forks: 171

cszn/FFDNet

FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising (TIP, 2018)

Language: MATLAB - Size: 103 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 495 - Forks: 130

swz30/MIRNetv2

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

Language: Python - Size: 4.37 MB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 441 - Forks: 59

swz30/MIRNet

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

Language: Python - Size: 52.7 KB - Last synced at: about 1 month ago - Pushed at: about 1 year ago - Stars: 687 - Forks: 95

qi-zohair/Adapted-fast-gradient-projection-algorithm-for-magnetic-resonance-image-denoising

Adapted fast gradient projection algorithm for MR image denoising

Language: MATLAB - Size: 292 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

hellloxiaotian/DudeNet

Designing and Training of A Dual CNN for Image Denoising (Knowledge-based Systems, 2021)

Language: Python - Size: 26.3 MB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 48 - Forks: 5

GuoShi28/CBDNet

Code for "Toward Convolutional Blind Denoising of Real Photographs", CVPR 2019

Language: Python - Size: 135 MB - Last synced at: about 1 month ago - Pushed at: over 3 years ago - Stars: 513 - Forks: 93

ZhendongWang6/Uformer

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

Language: Python - Size: 2.08 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 846 - Forks: 119

caiyuanhao1998/PNGAN

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

Language: Python - Size: 44.8 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 137 - Forks: 21

wenbihan/reproducible-image-denoising-state-of-the-art

Collection of popular and reproducible image denoising works.

Size: 23.4 KB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 2,443 - Forks: 509

hellloxiaotian/CTNet

A cross Transformer for image denoising(Information Fusion, 2024)

Language: Python - Size: 4.8 MB - Last synced at: 27 days ago - Pushed at: 6 months ago - Stars: 63 - Forks: 9

Jackpopc/aiLearnNotes

Artificial Intelligence Learning Notes.

Language: Python - Size: 638 KB - Last synced at: about 1 month ago - Pushed at: about 2 years ago - Stars: 273 - Forks: 60

hellloxiaotian/PSLNet

Perceptive self-supervised learning network for noisy image watermark removal （IEEE Transactions on Circuits and Systems for Video 2024）

Language: Python - Size: 3.67 MB - Last synced at: 12 days ago - Pushed at: 9 months ago - Stars: 17 - Forks: 1

sghawana/Image-Denoising-by-classical-methods

I did image denoising using classical techniques like low pass estimate,MMSE estimate and shrinkage estimate.

Language: Jupyter Notebook - Size: 5.8 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 0 - Forks: 0

Kobaayyy/Awesome-ICCV2021-Low-Level-Vision

A Collection of Papers and Codes for ICCV2021 Low Level Vision and Image Generation

Size: 173 KB - Last synced at: 2 days ago - Pushed at: over 3 years ago - Stars: 213 - Forks: 97

gfacciol/DCTdenoising

Language: C - Size: 3.74 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 16 - Forks: 9

davidstutz/ipiano

Implementation of the iPiano algorithm for non-convex and non-smooth optimization as described in [1].

Language: C++ - Size: 383 KB - Last synced at: 16 days ago - Pushed at: over 6 years ago - Stars: 12 - Forks: 3

lily-mosquitoes/image-recovery

Image recovery algorithms, implemented in Rust.

Language: Rust - Size: 1.57 MB - Last synced at: 26 days ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

kavishka-dot/VAE_Image_Denoising

Language: Jupyter Notebook - Size: 372 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

ddlee-cn/MuLUT

[ECCV 2022 & T-PAMI 2024] Multiple Look-Up Tables for Efficient Image Restoration

Language: Python - Size: 12.3 MB - Last synced at: 2 months ago - Pushed at: 5 months ago - Stars: 100 - Forks: 9

csm9493/FC-AIDE-Keras

FC-AIDE: Fully Convolutional Pixel Adaptive Image Denoiser

Language: Python - Size: 74.1 MB - Last synced at: about 1 month ago - Pushed at: almost 7 years ago - Stars: 29 - Forks: 5

zabir-nabil/text-image-denoiser

deep learning models trained to denoise/deblur text images (signle frame, multi-frame) [pytorch]

Language: Python - Size: 10.6 MB - Last synced at: about 1 month ago - Pushed at: about 4 years ago - Stars: 27 - Forks: 7

neeraj3029/Ne2Ne-Image-Denoising

Deep Unsupervised Image Denoising, based on Neighbour2Neighbour training

Language: Python - Size: 1.55 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 32 - Forks: 1

MahanVeisi8/From-Chaos-to-Clarity-Denoising-Images-with-UNet-and-GANs

✨ Dive into image denoising magic! This project uses Attention U-Net and PatchGAN to tackle noise types like low Gaussian and salt-and-pepper noise. Perfect for computer vision, deep learning, and generative modeling enthusiasts. Restore clarity to noisy images with cutting-edge AI! 🚀🎨

Language: Jupyter Notebook - Size: 3.6 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 1 - Forks: 0

hellloxiaotian/BRDNet

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

Language: Python - Size: 137 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 188 - Forks: 32

Ding-Liu/NLRN Fork of ychfan/tf_estimator_barebone

Code for Non-Local Recurrent Network for Image Restoration (NeurIPS 2018)

Language: Python - Size: 43.9 KB - Last synced at: about 1 month ago - Pushed at: about 6 years ago - Stars: 168 - Forks: 39

hellloxiaotian/RDDCNN

A robust deformed CNN for image denoising (CAAI Transactions on Intelligence Technology,2022)

Language: Python - Size: 1.47 MB - Last synced at: 12 days ago - Pushed at: almost 3 years ago - Stars: 24 - Forks: 6

ekremcet/AEFPNC

Image Denoising Using Deep Convolutional Autoencoder with Feature Pyramids

Language: Python - Size: 67.2 MB - Last synced at: 27 days ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 6

megvii-research/NAFNet

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

Language: Python - Size: 15.8 MB - Last synced at: 4 months ago - Pushed at: 10 months ago - Stars: 2,308 - Forks: 291

PratikHdhameliya/U-Net_for_Image_Denoising_and_Segmentation

This project demonstrates using a U-Net model with PyTorch for image segmentation and denoising tasks. It effectively segments nuclei in microscopy images and removes noise from natural images.

Language: Jupyter Notebook - Size: 6.34 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

senketsutsu/CV_project1

DAS image analysis

Language: Jupyter Notebook - Size: 30.5 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

weblineindia/AIML-Image-Enhancement

AI ML based Image enhancement module built in Python. It is used for improving the quality of images using different filters in openCV. It works better with gray-scale images.

Language: Python - Size: 242 KB - Last synced at: 21 days ago - Pushed at: over 1 year ago - Stars: 15 - Forks: 3

rachddou/acutance_loss

An official implementation of the SSVM'23 paper : hybrid training of denoising networks to improve the texture acutance of digital cameras

Language: Python - Size: 39 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 4 - Forks: 0

zaccharieramzi/tf-tdv

An unofficial TensorFlow implementation of Total Deep Variation model

Language: Python - Size: 3.54 MB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

Ir1d/lowLevelVision

Size: 71.3 KB - Last synced at: 27 days ago - Pushed at: over 4 years ago - Stars: 99 - Forks: 15

jzsherlock4869/lowlevel-book-codebase

Source code for book "Image algorithms for low-level vision tasks" (Jia. 2024), including denoising, super-resolution, dehazing, image composition and enhancement models and algorithms implemented in pure Python.

Language: Python - Size: 67.2 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 5 - Forks: 1

eth-siplab/RAP

Restore Anything Pipeline (RAP): Segment Anything Meets Image Restoration

Size: 12.2 MB - Last synced at: 5 months ago - Pushed at: almost 2 years ago - Stars: 68 - Forks: 0

Khalid-Siddiqi/Image-Processing-using-Cpp

Processing Images of any type using Cpp

Size: 289 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

leonmakise/ProRes

ProRes: Exploring Degradation-aware Visual Prompt for Universal Image Restoration

Language: Python - Size: 29.8 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 93 - Forks: 0

WQ-Vincent/RFFNet

RFFNet: Towards Robust and Flexible Fusion for Low-Light Image Denoising

Language: Python - Size: 494 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 5 - Forks: 0

abhayKashyap03/ml_projects

Machine learning projects

Language: Python - Size: 1.19 GB - Last synced at: 6 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

hellloxiaotian/Deep-Learning-on-Image-Denoising-An-overview

Deep Learning on Image Denoising: An overview (Neural Networks, 2020)

Size: 1.75 MB - Last synced at: 12 days ago - Pushed at: over 2 years ago - Stars: 86 - Forks: 7

thorstenwagner/ij-nl-means

Non local means filter for ImageJ

Language: Java - Size: 174 KB - Last synced at: 5 days ago - Pushed at: over 7 years ago - Stars: 12 - Forks: 6

zaccharieramzi/tf-unet

An unofficial TensorFlow implementation of the U-net

Language: Python - Size: 5.86 KB - Last synced at: about 1 month ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

jqi41/Pytorch-Tensor-Train-Network

Jun and Huck's PyTorch-Tensor-Train Network Toolbox

Language: Jupyter Notebook - Size: 306 MB - Last synced at: 7 months ago - Pushed at: about 2 years ago - Stars: 44 - Forks: 16

spsingh37/Classical-computer-vision

This repo contains implementations of some of the classical computer vision algorithms/techniques for feature extraction, feature matching, image transformation, color image reconstruction, image denoising, image classification, and image segmentation.

Language: Jupyter Notebook - Size: 29.5 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 0 - Forks: 0

jason-lequyer/Noise2Fast

Language: Python - Size: 138 MB - Last synced at: 9 months ago - Pushed at: over 1 year ago - Stars: 46 - Forks: 4

PENGLU-WashU/IMC_Denoise

IMC_Denoise: a software package to enhance Imaging Mass Cytometry - Nature Communications

Language: Jupyter Notebook - Size: 44.1 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 58 - Forks: 19

shaunhwq/visual_comparison

A comparison tool to aid image/video enhancement research

Language: Python - Size: 31.6 MB - Last synced at: 9 months ago - Pushed at: 9 months ago - Stars: 21 - Forks: 1

narenakash/Non-linear-Aggregation-of-Filters-to-Improve-Image-Denoising

Code for training and parameter tuning of a machine learning model for non-linear aggregation of image denoising estimators using COBRA combined regression strategy. The face images used for training and testing are taken from the Labelled Faces in the Wild (LFW) dataset.

Language: Python - Size: 7.01 MB - Last synced at: 10 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 1