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 3951–3960 of 7282 papers

Title	Date	Tasks	Status	Hype
Recent progress in image denoising: A training strategy perspective	Jan 20, 2023	DenoisingImage Denoising	—Unverified	0
Impact of PCA-based preprocessing and different CNN structures on deformable registration of sonograms	Jan 20, 2023	DenoisingImage Registration	—Unverified	0
Regular Time-series Generation using SGM	Jan 20, 2023	DenoisingDiversity	—Unverified	0
Dif-Fusion: Towards High Color Fidelity in Infrared and Visible Image Fusion with Diffusion Models	Jan 19, 2023	DenoisingInfrared And Visible Image Fusion	—Unverified	0
Fast Inference in Denoising Diffusion Models via MMD Finetuning	Jan 19, 2023	DenoisingImage Generation	CodeCode Available	1
The role of noise in denoising models for anomaly detection in medical images	Jan 19, 2023	Anomaly DetectionDenoising	CodeCode Available	1
Representing Noisy Image Without Denoising	Jan 18, 2023	Data AugmentationDenoising	CodeCode Available	1
Denoising Diffusion Probabilistic Models as a Defense against Adversarial Attacks	Jan 17, 2023	Denoising	CodeCode Available	0
Online Filtering over Expanding Graphs	Jan 17, 2023	DenoisingRecommendation Systems	—Unverified	0
FEUNet: a flexible and effective U-shaped network for image denoising	Jan 16, 2023	DenoisingImage 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