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 2421–2430 of 7282 papers

Title	Date	Tasks	Status	Score
Image Blind Denoising Using Dual Convolutional Neural Network with Skip Connection	Apr 4, 2023	DenoisingImage Denoising	CodeCode Available	5
Approximate Bayesian Computation with the Sliced-Wasserstein Distance	Oct 28, 2019	DenoisingImage Denoising	CodeCode Available	5
IIDM: Image-to-Image Diffusion Model for Semantic Image Synthesis	Mar 20, 2024	DenoisingImage Denoising	CodeCode Available	5
Identity Enhanced Residual Image Denoising	Apr 26, 2020	DenoisingImage Denoising	CodeCode Available	5
IFH: a Diffusion Framework for Flexible Design of Graph Generative Models	Aug 23, 2024	Denoising	CodeCode Available	5
Compression Artifacts Reduction by a Deep Convolutional Network	Apr 27, 2015	BlockingDenoising	CodeCode Available	5
Identifying Recurring Patterns with Deep Neural Networks for Natural Image Denoising	Jun 13, 2018	Color Image DenoisingDenoising	CodeCode Available	5
IFR-Net: Iterative Feature Refinement Network for Compressed Sensing MRI	Sep 24, 2019	compressed sensingCompressive Sensing	CodeCode Available	5
Image denoising using complex-valued deep CNN	Mar 1, 2021	DenoisingImage Denoising	CodeCode Available	5
Dual Caption Preference Optimization for Diffusion Models	Feb 9, 2025	Denoising	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