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 2451–2475 of 7282 papers

Title	Date	Tasks	Status	Score
IFH: a Diffusion Framework for Flexible Design of Graph Generative Models	Aug 23, 2024	Denoising	CodeCode Available	5
Composite Reward Design in PPO-Driven Adaptive Filtering	May 29, 2025	Denoisingreinforcement-learning	CodeCode Available	5
IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI	Sep 24, 2019	compressed sensingCompressive Sensing	CodeCode Available	5
Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization	Dec 2, 2024	DenoisingFew-Shot Learning	CodeCode Available	5
A Plug-and-Play Priors Framework for Hyperspectral Unmixing	Dec 24, 2020	DenoisingHyperspectral Unmixing	CodeCode Available	5
IIDM: Image-to-Image Diffusion Model for Semantic Image Synthesis	Mar 20, 2024	DenoisingImage Denoising	CodeCode Available	5
Image Denoising with Graph-Convolutional Neural Networks	May 29, 2019	DenoisingImage Denoising	CodeCode Available	5
IBO: Inpainting-Based Occlusion to Enhance Explainable Artificial Intelligence Evaluation in Histopathology	Aug 29, 2024	ClassificationDenoising	CodeCode Available	5
DreamSteerer: Enhancing Source Image Conditioned Editability using Personalized Diffusion Models	Oct 15, 2024	Denoising	CodeCode Available	5
A Comprehensive Comparison of Multi-Dimensional Image Denoising Methods	Nov 6, 2020	BenchmarkingDenoising	CodeCode Available	5
Hyperspectral Mixed Noise Removal By L1-Norm-Based Subspace Representation	Mar 18, 2020	Denoising	CodeCode Available	5
Dreaming of Electrical Waves: Generative Modeling of Cardiac Excitation Waves using Diffusion Models	Dec 22, 2023	Denoising	CodeCode Available	5
Complex Signal Denoising and Interference Mitigation for Automotive Radar Using Convolutional Neural Networks	Jun 24, 2019	Denoising	CodeCode Available	5
Identifying Recurring Patterns with Deep Neural Networks for Natural Image Denoising	Jun 13, 2018	Color Image DenoisingDenoising	CodeCode Available	5
Hyperspectral Image Denoising via Spatial-Spectral Recurrent Transformer	Dec 31, 2023	DenoisingHyperspectral Image Denoising	CodeCode Available	5
Hyperspectral Image Denoising via Self-Modulating Convolutional Neural Networks	Sep 15, 2023	DenoisingHyperspectral Image Denoising	CodeCode Available	5
A Projectional Ansatz to Reconstruction	Jul 10, 2019	Denoising	CodeCode Available	5
Complex Image Generation SwinTransformer Network for Audio Denoising	Oct 24, 2023	Audio DenoisingDenoising	CodeCode Available	5
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural Network	Jun 1, 2018	DenoisingHyperspectral Image Denoising	CodeCode Available	5
Inference-Time Diffusion Model Distillation	Dec 12, 2024	Denoisingmodel	CodeCode Available	5
Hyperspectral Image Denoising and Anomaly Detection Based on Low-rank and Sparse Representations	Mar 12, 2021	Anomaly DetectionDenoising	CodeCode Available	5
Hyperspectral Image Mixed Noise Removal Using Subspace Representation and Deep CNN Image Prior	Oct 13, 2021	Denoising	CodeCode Available	5
Identity Enhanced Residual Image Denoising	Apr 26, 2020	DenoisingImage Denoising	CodeCode Available	5
Compensation Sampling for Improved Convergence in Diffusion Models	Dec 11, 2023	DenoisingFacial Inpainting	CodeCode Available	5
HyperAid: Denoising in hyperbolic spaces for tree-fitting and hierarchical clustering	May 19, 2022	ClusteringDenoising	CodeCode Available	5

Show:10 25 50

← PrevPage 99 of 292Next →

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