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 42 image denoising networks frameworks tracked. 1 score above 50 (established tier). The highest-rated is CAREamics/careamics at 66/100 with 126 stars and 3,252 monthly downloads.

Get all 42 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=image-denoising-networks&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Framework	Score	Tier	Stars	Language
1	CAREamics/careamics A deep-learning library for denoising images using Noise2Void and friends...	66	Established	126	Python
2	yu4u/noise2noise An unofficial and partial Keras implementation of "Noise2Noise: Learning...	44	Emerging	1,092	Python
3	rgeirhos/texture-vs-shape Pre-trained models, data, code & materials from the paper "ImageNet-trained...	40	Emerging	811	R
4	NICALab/SUPPORT Accurate denoising of voltage imaging data through statistically unbiased...	39	Emerging	100	Python
5	cabooster/DeepCAD-RT DeepCAD-RT: Real-time denoising of fluorescence time-lapse imaging using...	37	Emerging	127	Jupyter Notebook
6	jaewon-lee-b/lte Local Texture Estimator for Implicit Representation Function, in CVPR 2022	37	Emerging	194	Jupyter Notebook
7	jiaxi-jiang/FBCNN Official Code for ICCV 2021 paper "Towards Flexible Blind JPEG Artifacts...	36	Emerging	512	Python
8	wenbihan/reproducible-image-denoising-state-of-the-art Collection of popular and reproducible image denoising works.	36	Emerging	2,507	—
9	niuchuangnn/noise2sim Noise2Sim is a general unsupervised deep denoising method.	33	Emerging	56	Python
10	tgieruc/Noise2Noise_PyTorch Unofficial implementation of Noise2Noise (Lehtinen et al., 2018) using PyTorch	31	Emerging	6	Jupyter Notebook
11	ansfl/MEMS-IMU-Denoising Data-Driven Denoising of Accelerometer Signals	30	Emerging	127	Jupyter Notebook
12	trung-vt/LearningRegularizationParametersForTGV "Deep unrolling for learning optimal spatially varying regularisation...	30	Emerging	4	Jupyter Notebook
13	ozgurkara99/ISNAS-DIP ISNAS-DIP: Image Specific Neural Architecture Search for Deep Image Prior [CVPR 2022]	29	Experimental	31	Jupyter Notebook
14	Seattle-Aquarium/underwater-auto-image-encoder An automated machine learning pipeline that replaces manual image editing...	28	Experimental	8	Python
15	NikolasMarkou/blind_image_denoising Implementing CVPR 2020 paper "ROBUST AND INTERPRETABLE BLIND IMAGE DENOISING...	27	Experimental	10	Jupyter Notebook
16	IDKiro/MCT Multi-Curve Translator for High-Resolution Photorealistic Image Translation	26	Experimental	39	Python
17	Matin-M/DeepDenoising Performance and quality evaluation of DCNN based image denoising algorithms	26	Experimental	4	MATLAB
18	Tombs98/MHNet A novel network for image reatoration. Mixed Hierarchy Network for Image Restoration.	24	Experimental	36	Python
19	DeepWave-KAUST/DLDAS_Denoising-pub Official reproducible material for Noise attenuation in distributed acoustic...	24	Experimental	18	Jupyter Notebook
20	BanmaS/MATLAB-denoise MathWorks-Excellence-in-Innovation project 193 & SJTU EE397 project	24	Experimental	7	MATLAB
21	liv-group/reproducible-video-denoising-state-of-the-art Collection of popular and reproducible video denoising works.	24	Experimental	128	—
22	kimbielby/Image-Denoising Deep learning image denoiser using U-Net. Achieved 33.95 dB PSNR with...	23	Experimental	1	Jupyter Notebook
23	SayantanDutta95/DIVA Deep Denoising by Quantum Interactive Patches. A deep neural network called...	22	Experimental	7	Jupyter Notebook
24	Omar98165/Noise-Injection-Techniques 🔍 Enhance model robustness with noise injection techniques to tackle messy,...	22	Experimental	—	—
25	YasinRezvani/Image_Denoising_Using_FFT_and_DnCNN Image denoising using both traditional FFT-based filtering and a deep...	20	Experimental	12	Jupyter Notebook
26	Jzy2017/TACL TIP 2022 \| Twin Adversarial Contrastive Learning for Underwater Image...	20	Experimental	65	Python
27	anonymous-submission01/medical-shape-disentanglement Self-supervised Disentanglement in Medical Shapes	19	Experimental	—	Jupyter Notebook
28	nhauber99/degradr Python library for realistically degrading images.	19	Experimental	22	Python
29	Shakib-IO/Diminishing_Image_Noise_Using_Deep_Learning Denoising an image is a classical problem that researchers are trying to...	18	Experimental	11	Jupyter Notebook
30	indranil143/Image_Denoiser Exploring CNN autoencoder techniques for MNIST image denoising, from basic...	16	Experimental	11	Jupyter Notebook
31	lorenzobloise/transmission_tower_electrical_cable_instance_segmentation This repository contains the code used to train and test a Mask R-CNN model...	16	Experimental	3	Jupyter Notebook
32	mrtineu/fix-erased-numbers A U-Net Autoencoder built with PyTorch to reconstruct partially erased MNIST...	14	Experimental	—	Jupyter Notebook
33	alr-internship/self-supervised-depth-denoising Denoising YCB Objects with a self-supervised deep neural network	14	Experimental	9	Jupyter Notebook
34	ksonod/1D_signal_upsampling_and_denoising Up-sampling and denoising signals using a deep neural network model	14	Experimental	12	Python
35	lyhkevin/MT-Net Multi-scale Transformer Network for Cross-Modality MR Image Synthesis (IEEE TMI)	14	Experimental	40	Python
36	Filippo-Corti/PrincipiEModelliDellaPercezione Repository for the project "Denoising with N2V" of the class "Principi e...	14	Experimental	3	Jupyter Notebook
37	atefbouzid/Denoising-Dental-X-ray-Images Academic Project - This project afforded us a valuable opportunity to delve...	12	Experimental	4	Jupyter Notebook
38	MarkoMilenovic01/EdgePreservingImageDenoisingPytorch PyTorch implementation of an edge-preserving image denoising network trained...	11	Experimental	—	Jupyter Notebook
39	hellloxiaotian/PSLNet Perceptive self-supervised learning network for noisy image watermark...	11	Experimental	22	Python
40	hellloxiaotian/SSNet A self-supervised network for image denoising and watermark removal (Neural...	11	Experimental	22	Python
41	LeHibouMT/Image-Processing-AI-ML-Project-E3S Image Processing with AI. Improve image quality and remove image noise.	10	Experimental	1	Python
42	shangqigao/DeepIDR An Introduction of "Deep Image Decomposition and Reconstruction"	10	Experimental	1	—