Image Denoising Networks ML Frameworks

Deep learning models and implementations for removing noise from images using neural architectures (U-Net, DnCNN, FFDNet, Noise2Void, etc.). Does NOT include traditional signal processing filters, general image restoration, or super-resolution techniques.

There are 47 image denoising networks frameworks tracked. 2 score above 50 (established tier). The highest-rated is CAREamics/careamics at 62/100 with 126 stars.

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#	Framework	Score	Tier	Stars	Language
1	CAREamics/careamics A deep-learning library for denoising images using Noise2Void and friends...	62	Established	126	Python
2	yu4u/noise2noise An unofficial and partial Keras implementation of "Noise2Noise: Learning...	51	Established	1,092	Python
3	rgeirhos/texture-vs-shape Pre-trained models, data, code & materials from the paper "ImageNet-trained...	47	Emerging	811	R
4	NICALab/SUPPORT Accurate denoising of voltage imaging data through statistically unbiased...	46	Emerging	100	Python
5	jaewon-lee-b/lte Local Texture Estimator for Implicit Representation Function, in CVPR 2022	44	Emerging	194	Jupyter Notebook
6	cabooster/DeepCAD-RT DeepCAD-RT: Real-time denoising of fluorescence time-lapse imaging using...	44	Emerging	127	Jupyter Notebook
7	wenbihan/reproducible-image-denoising-state-of-the-art Collection of popular and reproducible image denoising works.	43	Emerging	2,507	—
8	jiaxi-jiang/FBCNN Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts...	43	Emerging	512	Python
9	niuchuangnn/noise2sim Noise2Sim is a general unsupervised deep denoising method.	40	Emerging	56	Python
10	ansfl/MEMS-IMU-Denoising Data-Driven Denoising of Accelerometer Signals	37	Emerging	127	Jupyter Notebook
11	ozgurkara99/ISNAS-DIP ISNAS-DIP: Image Specific Neural Architecture Search for Deep Image Prior [CVPR 2022]	36	Emerging	31	Jupyter Notebook
12	NikolasMarkou/blind_image_denoising Implementing CVPR 2020 paper "ROBUST AND INTERPRETABLE BLIND IMAGE DENOISING...	34	Emerging	10	Jupyter Notebook
13	Seattle-Aquarium/underwater-auto-image-encoder An automated machine learning pipeline that replaces manual image editing...	34	Emerging	8	Python
14	IDKiro/MCT Multi-Curve Translator for High-Resolution Photorealistic Image Translation	33	Emerging	39	Python
15	Matin-M/DeepDenoising Performance and quality evaluation of DCNN based image denoising algorithms	33	Emerging	4	MATLAB
16	Tombs98/MHNet A novel network for image reatoration. Mixed Hierarchy Network for Image Restoration.	31	Emerging	36	Python
17	DeepWave-KAUST/DLDAS_Denoising-pub Official reproducible material for Noise attenuation in distributed acoustic...	31	Emerging	18	Jupyter Notebook
18	liv-group/reproducible-video-denoising-state-of-the-art Collection of popular and reproducible video denoising works.	31	Emerging	128	—
19	BanmaS/MATLAB-denoise MathWorks-Excellence-in-Innovation project 193 & SJTU EE397 project	31	Emerging	7	MATLAB
20	YasinRezvani/Image_Denoising_Using_FFT_and_DnCNN Image denoising using both traditional FFT-based filtering and a deep...	27	Experimental	12	Jupyter Notebook
21	Jzy2017/TACL TIP 2022 \| Twin Adversarial Contrastive Learning for Underwater Image...	27	Experimental	65	Python
22	nhauber99/degradr Python library for realistically degrading images.	26	Experimental	22	Python
23	Shakib-IO/Diminishing_Image_Noise_Using_Deep_Learning Denoising an image is a classical problem that researchers are trying to...	25	Experimental	11	Jupyter Notebook
24	kimbielby/Image-Denoising Deep learning image denoiser using U-Net. Achieved 33.95 dB PSNR with...	25	Experimental	1	Jupyter Notebook
25	indranil143/Image_Denoiser Exploring CNN autoencoder techniques for MNIST image denoising, from basic...	23	Experimental	11	Jupyter Notebook
26	Omar98165/Noise-Injection-Techniques 🔍 Enhance model robustness with noise injection techniques to tackle messy,...	21	Experimental	—	—
27	anonymous-submission01/medical-shape-disentanglement Self-supervised Disentanglement in Medical Shapes	21	Experimental	—	Jupyter Notebook
28	ksonod/1D_signal_upsampling_and_denoising Up-sampling and denoising signals using a deep neural network model	21	Experimental	12	Python
29	alr-internship/self-supervised-depth-denoising Denoising YCB Objects with a self-supervised deep neural network	21	Experimental	9	Jupyter Notebook
30	lyhkevin/MT-Net Multi-scale Transformer Network for Cross-Modality MR Image Synthesis (IEEE TMI)	21	Experimental	40	Python
31	Filippo-Corti/PrincipiEModelliDellaPercezione Repository for the project "Denoising with N2V" of the class "Principi e...	21	Experimental	3	Jupyter Notebook
32	atefbouzid/Denoising-Dental-X-ray-Images Academic Project - This project afforded us a valuable opportunity to delve...	19	Experimental	4	Jupyter Notebook
33	hellloxiaotian/PSLNet Perceptive self-supervised learning network for noisy image watermark...	18	Experimental	22	Python
34	hellloxiaotian/SSNet A self-supervised network for image denoising and watermark removal (Neural...	18	Experimental	22	Python
35	shangqigao/DeepIDR An Introduction of "Deep Image Decomposition and Reconstruction"	17	Experimental	1	—
36	mrtineu/fix-erased-numbers A U-Net Autoencoder built with PyTorch to reconstruct partially erased MNIST...	14	Experimental	—	Jupyter Notebook
37	shiranzada/pure-noise Official implementation for "Pure Noise to the Rescue of Insufficient Data:...	14	Experimental	15	—
38	Stx666Michael/DocumentDenoise Part of work in an OCR research project	13	Experimental	9	Jupyter Notebook
39	EliaFantini/Image-Reconstructor-FISTA-proximal-method-on-wavelets-transform An Image Reconstructor that applies fast proximal gradient method (FISTA) to...	13	Experimental	11	Python
40	SheydaGhb/SDNet Estimation of non-stationary noise and noise sigma map	12	Experimental	8	MATLAB
41	LeHibouMT/Image-Processing-AI-ML-Project-E3S Image Processing with AI. Improve image quality and remove image noise.	12	Experimental	1	Python
42	Hadious15/Image-Denoiser Image Denoising and Classification using Machine Learning . Can detect...	12	Experimental	8	JavaScript
43	SinaGhaffarzadeh/Functional-MRI-denoising-using-data-driven-multi-step-deep-neural-network A novel method for sampling the active and noisy areas is proposed by using...	12	Experimental	6	Python
44	yaalyy/Text_Denoiser The denoiser extracts only text from the image by filtering the irrelevant...	11	Experimental	—	Jupyter Notebook
45	lgy112112/Unet_Denoise_with_Tutorial Pure Unet to Denoise (with Notebook Tutorial)	11	Experimental	4	Jupyter Notebook
46	fadh1l/Inception-Resnet-Swin-Transformer Swin Transformer + Inception-ResNet = Improved Performance ✨ Evaluated on a...	11	Experimental	4	Jupyter Notebook
47	ayushsi42/image-denoising The project implements the UNet architecture for image denoising using...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

reproducible-image-denoising-state-of-the-art and reproducible-video-denoising-state-of-the-art (43 vs 31)