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 4751–4760 of 7282 papers

Title	Date	Tasks	Status
Learning to Generate Genotypes with Neural Networks	Apr 14, 2016	DenoisingReinforcement Learning	—Unverified
Topology Guidance: Controlling the Outputs of Generative Models via Vector Field Topology	May 11, 2025	Denoising	—Unverified
Total-Body Low-Dose CT Image Denoising using Prior Knowledge Transfer Technique with Contrastive Regularization Mechanism	Dec 1, 2021	Contrastive LearningDenoising	—Unverified
Learning to Navigate by Growing Deep Networks	Dec 14, 2017	DenoisingNavigate	—Unverified
Representation Learning for High-Dimensional Data Collection under Local Differential Privacy	Oct 23, 2020	DenoisingRepresentation Learning	—Unverified
Learning to Predict on Octree for Scalable Point Cloud Geometry Coding	Sep 6, 2022	DecoderDenoising	—Unverified
Learning to Rank Broad and Narrow Queries in E-Commerce	Jul 1, 2019	DenoisingFeature Importance	—Unverified
Learning to Rank Intents in Voice Assistants	Apr 30, 2020	DenoisingLearning-To-Rank	—Unverified
A Deep Learning Approach to Structured Signal Recovery	Aug 17, 2015	Compressive SensingDeep Learning	—Unverified
Learning to See Low-Light Images via Feature Domain Adaptation	Dec 11, 2023	DenoisingDomain Adaptation	—Unverified

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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