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 3971–3980 of 7282 papers

Title	Date	Tasks	Status	Hype
DiffTalk: Crafting Diffusion Models for Generalized Audio-Driven Portraits Animation	Jan 10, 2023	DenoisingTalking Head Generation	CodeCode Available	2
Modiff: Action-Conditioned 3D Motion Generation with Denoising Diffusion Probabilistic Models	Jan 10, 2023	DenoisingMotion Generation	—Unverified	0
CLASH: Contrastive learning through alignment shifting to extract stimulus information from EEG	Jan 9, 2023	Contrastive LearningDenoising	—Unverified	0
Image Denoising: The Deep Learning Revolution and Beyond -- A Survey Paper --	Jan 9, 2023	DenoisingImage Denoising	—Unverified	0
Generative Time Series Forecasting with Diffusion, Denoise, and Disentanglement	Jan 8, 2023	DenoisingDisentanglement	CodeCode Available	2
A Data-Driven Gaussian Process Filter for Electrocardiogram Denoising	Jan 6, 2023	DenoisingGaussian Processes	—Unverified	0
Deep learning for full-field ultrasonic characterization	Jan 6, 2023	Deep LearningDenoising	—Unverified	0
WIRE: Wavelet Implicit Neural Representations	Jan 5, 2023	DenoisingImage Denoising	CodeCode Available	1
Skip-Attention: Improving Vision Transformers by Paying Less Attention	Jan 5, 2023	Denoisingimage-classification	—Unverified	0
PENDANTSS: PEnalized Norm-ratios Disentangling Additive Noise, Trend and Sparse Spikes	Jan 4, 2023	Denoising	CodeCode Available	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