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 2801–2825 of 7282 papers

Title	Date	Tasks	Status	Score
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic Model	Dec 6, 2022	3D Human Pose EstimationDenoising	CodeCode Available	5
CAT Pruning: Cluster-Aware Token Pruning For Text-to-Image Diffusion Models	Feb 1, 2025	DenoisingImage Generation	CodeCode Available	5
Fingerprint Presentation Attack Detection by Channel-wise Feature Denoising	Nov 15, 2021	Denoising	CodeCode Available	5
Fine-grained Forecasting Models Via Gaussian Process Blurring Effect	Dec 21, 2023	DenoisingImage Generation	CodeCode Available	5
Finding Local Diffusion Schrodinger Bridge using Kolmogorov-Arnold Network	Jan 1, 2025	DenoisingImage Generation	CodeCode Available	5
Accurate Segmentation of Optic Disc And Cup from Multiple Pseudo-labels by Noise-aware Learning	Nov 30, 2023	DenoisingSegmentation	CodeCode Available	5
Fine-grained Contrastive Learning for Relation Extraction	May 25, 2022	Contrastive LearningDenoising	CodeCode Available	5
An Extended Framework for Marginalized Domain Adaptation	Feb 20, 2017	DenoisingDomain Adaptation	CodeCode Available	5
FIND: Fine-tuning Initial Noise Distribution with Policy Optimization for Diffusion Models	Jul 28, 2024	DenoisingVideo Generation	CodeCode Available	5
Finding Local Diffusion Schrödinger Bridge using Kolmogorov-Arnold Network	Feb 27, 2025	DenoisingImage Generation	CodeCode Available	5
FFDNet: Toward a Fast and Flexible Solution for CNN based Image Denoising	Oct 11, 2017	Color Image DenoisingCPU	CodeCode Available	5
Fast Algorithm for Constrained Linear Inverse Problems	Dec 2, 2022	compressed sensingDenoising	CodeCode Available	5
Unsupervisedly Prompting AlphaFold2 for Few-Shot Learning of Accurate Folding Landscape and Protein Structure Prediction	Aug 20, 2022	DenoisingFew-Shot Learning	CodeCode Available	5
Fast and Differentiable Message Passing on Pairwise Markov Random Fields	Oct 24, 2019	DenoisingGPU	CodeCode Available	5
Few-shot point cloud reconstruction and denoising via learned Guassian splats renderings and fine-tuned diffusion features	Apr 1, 2024	3D ReconstructionDeep Learning	CodeCode Available	5
A denoised Mean Teacher for domain adaptive point cloud registration	Jun 26, 2023	Computational EfficiencyDenoising	CodeCode Available	5
FEUNet: a flexible and effective U-shaped network for image denoising	Jan 16, 2023	DenoisingImage Denoising	CodeCode Available	5
Few Clean Instances Help Denoising Distant Supervision	Sep 14, 2022	Denoising	CodeCode Available	5
Few-shot Image Generation with Diffusion Models	Nov 7, 2022	DenoisingDiversity	CodeCode Available	5
Periodic Materials Generation using Text-Guided Joint Diffusion Model	Mar 1, 2025	DenoisingGraph Neural Network	CodeCode Available	5
DiffSmooth: Certifiably Robust Learning via Diffusion Models and Local Smoothing	Aug 28, 2023	Adversarial PurificationDenoising	CodeCode Available	5
Can We Transfer Noise Patterns? A Multi-environment Spectrum Analysis Model Using Generated Cases	Aug 2, 2023	Denoising	CodeCode Available	5
A New Multi-Picture Architecture for Learned Video Deinterlacing and Demosaicing with Parallel Deformable Convolution and Self-Attention Blocks	Apr 19, 2024	DemosaickingDenoising	CodeCode Available	5
Feature-Based Image Clustering and Segmentation Using Wavelets	Jul 5, 2019	ClusteringDenoising	CodeCode Available	5
Feature Enhancement with Deep Feature Losses for Speaker Verification	Oct 25, 2019	DenoisingSpeaker Verification	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