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 2001–2025 of 7282 papers

Title	Date	Tasks	Status	Score
Learning Robust 3D Representation from CLIP via Dual Denoising	Jul 1, 2024	Adversarial RobustnessDenoising	CodeCode Available	5
Deep Retinex Decomposition for Low-Light Enhancement	Aug 14, 2018	DenoisingImage Enhancement	CodeCode Available	5
Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems	Apr 11, 2017	DemosaickingDenoising	CodeCode Available	5
Deep Residual Autoencoders for Expectation Maximization-inspired Dictionary Learning	Apr 18, 2019	DenoisingDictionary Learning	CodeCode Available	5
Adaptive Mixing of Auxiliary Losses in Supervised Learning	Feb 7, 2022	DenoisingKnowledge Distillation	CodeCode Available	5
Learning Raw Image Denoising with Bayer Pattern Unification and Bayer Preserving Augmentation	Apr 29, 2019	Data AugmentationDenoising	CodeCode Available	5
DeepRED: Deep Image Prior Powered by RED	Mar 25, 2019	DeblurringDenoising	CodeCode Available	5
All You Need is RAW: Defending Against Adversarial Attacks with Camera Image Pipelines	Dec 16, 2021	Adversarial DefenseAll	CodeCode Available	5
Learning Pixel-Distribution Prior with Wider Convolution for Image Denoising	Jul 28, 2017	DenoisingImage Denoising	CodeCode Available	5
Learning normalized image densities via dual score matching	Jun 5, 2025	Denoising	CodeCode Available	5
Learning of Patch-Based Smooth-Plus-Sparse Models for Image Reconstruction	Dec 17, 2024	compressed sensingDenoising	CodeCode Available	5
Accelerated Gossip in Networks of Given Dimension using Jacobi Polynomial Iterations	May 22, 2018	Denoising	CodeCode Available	5
Learning parametric dictionaries for graph signals	Jan 5, 2014	DenoisingDictionary Learning	CodeCode Available	5
Learning Priors in High-frequency Domain for Inverse Imaging Reconstruction	Oct 23, 2019	DenoisingDictionary Learning	CodeCode Available	5
Learning in Deep Factor Graphs with Gaussian Belief Propagation	Nov 24, 2023	Continual LearningDenoising	CodeCode Available	5
Deep Perceptual Enhancement for Medical Image Analysis	Mar 11, 2025	DenoisingImage Enhancement	CodeCode Available	5
Deep Perceptual Enhancement for Medical Image Analysis	Oct 1, 2022	Decision MakingDenoising	CodeCode Available	5
Balancing User Preferences by Social Networks: A Condition-Guided Social Recommendation Model for Mitigating Popularity Bias	May 27, 2024	Denoising	CodeCode Available	5
Learning Instance-Specific Parameters of Black-Box Models Using Differentiable Surrogates	Jul 23, 2024	DenoisingHyperparameter Optimization	CodeCode Available	5
Balancing the Style-Content Trade-Off in Sentiment Transfer Using Polarity-Aware Denoising	Dec 22, 2023	DenoisingRepresentation Learning	CodeCode Available	5
Deep Pairwise Hashing for Cold-start Recommendation	Nov 2, 2020	Denoising	CodeCode Available	5
Differentiable Surface Splatting for Point-based Geometry Processing	Jun 10, 2019	DenoisingInverse Rendering	CodeCode Available	5
DeepOrientation: convolutional neural network for fringe pattern orientation map estimation	Oct 23, 2023	DenoisingPeriod Estimation	CodeCode Available	5
Noisy Batch Active Learning with Deterministic Annealing	Sep 27, 2019	Active LearningClustering	CodeCode Available	5
Learning Joint Denoising, Demosaicing, and Compression from the Raw Natural Image Noise Dataset	Jan 15, 2025	Computational EfficiencyDemosaicking	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