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 2981–2990 of 7282 papers

Title	Date	Tasks	Status	Hype
Privacy-Preserving Encrypted Low-Dose CT Denoising	Oct 13, 2023	DenoisingPrivacy Preserving	—Unverified	0
Discovery and Expansion of New Domains within Diffusion Models	Oct 13, 2023	DenoisingImage Generation	—Unverified	0
Price of Stability in Quality-Aware Federated Learning	Oct 13, 2023	DenoisingFederated Learning	—Unverified	0
A Single Speech Enhancement Model Unifying Dereverberation, Denoising, Speaker Counting, Separation, and Extraction	Oct 12, 2023	DenoisingSpeech Enhancement	—Unverified	0
Unmasking Bias in Diffusion Model Training	Oct 12, 2023	DenoisingImage Generation	CodeCode Available	0
Kronecker-structured Sparse Vector Recovery with Application to IRS-MIMO Channel Estimation	Oct 11, 2023	AttributeDenoising	CodeCode Available	0
Unsupervised Denoising for Signal-Dependent and Row-Correlated Imaging Noise	Oct 11, 2023	DecoderDenoising	CodeCode Available	1
Denoising Task Routing for Diffusion Models	Oct 11, 2023	DenoisingMulti-Task Learning	CodeCode Available	1
Boosting Black-box Attack to Deep Neural Networks with Conditional Diffusion Models	Oct 11, 2023	Adversarial AttackDenoising	CodeCode Available	0
Point Cloud Denoising and Outlier Detection with Local Geometric Structure by Dynamic Graph CNN	Oct 11, 2023	DenoisingOutlier Detection	—Unverified	0

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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