Denoising

Denoising is a task in image processing and computer vision that aims to remove or reduce noise from an image. Noise can be introduced into an image due to various reasons, such as camera sensor limitations, lighting conditions, and compression artifacts. The goal of denoising is to recover the original image, which is considered to be noise-free, from a noisy observation.

( Image credit: Beyond a Gaussian Denoiser )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 2076–2100 of 7282 papers

Title	Date	Tasks	Status	Score
Learning in Deep Factor Graphs with Gaussian Belief Propagation	Nov 24, 2023	Continual LearningDenoising	CodeCode Available	5
Layered Rendering Diffusion Model for Controllable Zero-Shot Image Synthesis	Nov 30, 2023	DenoisingImage Generation	CodeCode Available	5
Lateral Connections in Denoising Autoencoders Support Supervised Learning	Apr 30, 2015	DenoisingGeneral Classification	CodeCode Available	5
DeepISP: Towards Learning an End-to-End Image Processing Pipeline	Jan 20, 2018	DemosaickingDenoising	CodeCode Available	5
Automatic Online Multi-Source Domain Adaptation	Sep 5, 2021	DenoisingDomain Adaptation	CodeCode Available	5
Unsupervised dynamic modeling of medical image transformation	Mar 1, 2021	DenoisingDimensionality Reduction	CodeCode Available	5
Educating Text Autoencoders: Latent Representation Guidance via Denoising	May 29, 2019	DenoisingSentence	CodeCode Available	5
Accelerated Cardiac Parametric Mapping using Deep Learning-Refined Subspace Models	Mar 22, 2025	Denoising	CodeCode Available	5
Learned Convolutional Sparse Coding	Nov 1, 2017	DecoderDenoising	CodeCode Available	5
Deep Image Demosaicking using a Cascade of Convolutional Residual Denoising Networks	Mar 14, 2018	DemosaickingDenoising	CodeCode Available	5
Large Graph Signal Denoising with Application to Differential Privacy	Sep 5, 2022	Denoising	CodeCode Available	5
Deep Hyperspectral Prior: Denoising, Inpainting, Super-Resolution	Feb 1, 2019	DenoisingImage Restoration	CodeCode Available	5
Algorithmic Guarantees for Inverse Imaging with Untrained Network Priors	Jun 20, 2019	Compressive SensingDenoising	CodeCode Available	5
Deep Graph Laplacian Regularization for Robust Denoising of Real Images	Jul 31, 2018	DenoisingDomain Generalization	CodeCode Available	5
Deep Graph-Convolutional Image Denoising	Jul 19, 2019	DenoisingImage Denoising	CodeCode Available	5
Language-Guided Diffusion Model for Visual Grounding	Aug 18, 2023	cross-modal alignmentDenoising	CodeCode Available	5
Language Model Preference Evaluation with Multiple Weak Evaluators	Oct 14, 2024	DenoisingLanguage Modeling	CodeCode Available	5
Learned D-AMP: Principled Neural Network based Compressive Image Recovery	Apr 21, 2017	DenoisingGPU	CodeCode Available	5
Learning Instance-Specific Parameters of Black-Box Models Using Differentiable Surrogates	Jul 23, 2024	DenoisingHyperparameter Optimization	CodeCode Available	5
Labeling, Cutting, Grouping: an Efficient Text Line Segmentation Method for Medieval Manuscripts	Jun 11, 2019	DenoisingSegmentation	CodeCode Available	5
Deep Gaussian Denoiser Epistemic Uncertainty and Decoupled Dual-Attention Fusion	Jan 12, 2021	Denoising	CodeCode Available	5
Resurrecting Label Propagation for Graphs with Heterophily and Label Noise	Oct 25, 2023	DenoisingNode Classification	CodeCode Available	5
Multi-scale Processing of Noisy Images using Edge Preservation Losses	Mar 26, 2018	DenoisingEdge Detection	CodeCode Available	5
Convolutional dictionary learning based auto-encoders for natural exponential-family distributions	Jul 7, 2019	DenoisingDictionary Learning	CodeCode Available	5
k-Sparse Autoencoders	Dec 19, 2013	ClassificationDenoising	CodeCode Available	5

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All datasets Darmstadt Noise Dataset DIV2K DND iris

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SINDy	PSNR	81	—	Unverified
2	Pixel-shuffling Downsampling	PSNR	38.4	—	Unverified
3	TWSC	PSNR	37.93	—	Unverified
4	CBDNet(Syn)	PSNR	37.57	—	Unverified
5	MCWNNM	PSNR	37.38	—	Unverified
6	Han et al	PSNR	35.95	—	Unverified
7	FFDNet	PSNR	34.4	—	Unverified
8	TNRD	PSNR	33.65	—	Unverified
9	CDnCNN-B	PSNR	32.43	—	Unverified
10	NLRN	PSNR	30.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRUnet_Poisson_0.01	Average PSNR (dB)	33.92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DRANet	Average PSNR	39.64	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PCNN+RL+HME	Average	84.61	—	Unverified