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 2651–2675 of 7282 papers

Title	Date	Tasks	Status	Score
Generating Training Data for Denoising Real RGB Images via Camera Pipeline Simulation	Apr 18, 2019	DemosaickingDenoising	CodeCode Available	5
Generating symbolic music using diffusion models	Mar 15, 2023	Denoising	CodeCode Available	5
Anomaly Detection with Robust Deep Autoencoders	Aug 13, 2017	Anomaly DetectionDenoising	CodeCode Available	5
Microscopy Image Restoration with Deep Wiener-Kolmogorov filters	Nov 25, 2019	DeblurringDeep Learning	CodeCode Available	5
Unified Generation, Reconstruction, and Representation: Generalized Diffusion with Adaptive Latent Encoding-Decoding	Feb 29, 2024	DecoderDenoising	CodeCode Available	5
Generative Flows as a General Purpose Solution for Inverse Problems	Oct 25, 2021	ColorizationDeblurring	CodeCode Available	5
Adaptive Multi-step Refinement Network for Robust Point Cloud Registration	Dec 5, 2023	DenoisingPoint Cloud Registration	CodeCode Available	5
Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning	May 3, 2019	ClassificationDenoising	CodeCode Available	5
Generalized Robust Fundus Photography-based Vision Loss Estimation for High Myopia	Jul 4, 2024	Denoising	CodeCode Available	5
A Diffusion Model for Event Skeleton Generation	May 27, 2023	DenoisingGraph Generation	CodeCode Available	5
Generalized Octave Convolutions for Learned Multi-Frequency Image Compression	Feb 24, 2020	DenoisingImage Compression	CodeCode Available	5
Generalized Denoising Auto-Encoders as Generative Models	May 29, 2013	Denoisingvalid	CodeCode Available	5
A comparative study between paired and unpaired Image Quality Assessment in Low-Dose CT Denoising	Apr 11, 2023	DenoisingImage Quality Assessment	CodeCode Available	5
Equivariant Blurring Diffusion for Hierarchical Molecular Conformer Generation	Oct 26, 2024	Denoising	CodeCode Available	5
Anomaly Detection and Prototype Selection Using Polyhedron Curvature	Apr 5, 2020	Anomaly DetectionDenoising	CodeCode Available	5
Generalized Deep Image to Image Regression	Dec 10, 2016	ColorizationDenoising	CodeCode Available	5
Generalized Laplacian Regularized Framelet Graph Neural Networks	Oct 27, 2022	DenoisingGraph Learning	CodeCode Available	5
Generating observation guided ensembles for data assimilation with denoising diffusion probabilistic model	Aug 13, 2023	Denoising	CodeCode Available	5
Generative Simulations of The Solar Corona Evolution With Denoising Diffusion : Proof of Concept	Oct 28, 2024	DenoisingWeather Forecasting	CodeCode Available	5
Diffusion Models with Deterministic Normalizing Flow Priors	Sep 3, 2023	DenoisingImage Generation	CodeCode Available	5
Diffusion models under low-noise regime	Jun 9, 2025	DenoisingMemorization	CodeCode Available	5
GEC-DePenD: Non-Autoregressive Grammatical Error Correction with Decoupled Permutation and Decoding	Nov 14, 2023	DecoderDenoising	CodeCode Available	5
Diffusion Models Meet Network Management: Improving Traffic Matrix Analysis with Diffusion-based Approach	Nov 29, 2024	DenoisingManagement	CodeCode Available	5
Gaussian Gated Linear Networks	Jun 10, 2020	DenoisingDensity Estimation	CodeCode Available	5
Classifier-Free Guidance inside the Attraction Basin May Cause Memorization	Nov 23, 2024	DenoisingMemorization	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