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 3721–3730 of 7282 papers

Title	Date	Tasks	Status	Hype
AMC-Net: An Effective Network for Automatic Modulation Classification	Apr 2, 2023	ClassificationDenoising	—Unverified	0
-Diff: Infinite Resolution Diffusion with Subsampled Mollified States	Mar 31, 2023	Denoising	CodeCode Available	1
Diffusion Action Segmentation	Mar 31, 2023	Action SegmentationDenoising	CodeCode Available	1
Exploiting Multilingualism in Low-resource Neural Machine Translation via Adversarial Learning	Mar 31, 2023	DenoisingLow Resource Neural Machine Translation	—Unverified	0
Unsupervised Anomaly Detection and Localization of Machine Audio: A GAN-based Approach	Mar 31, 2023	Anomaly DetectionAnomaly Localization	CodeCode Available	1
Efficient View Synthesis and 3D-based Multi-Frame Denoising with Multiplane Feature Representations	Mar 31, 2023	DenoisingNovel View Synthesis	CodeCode Available	1
Steered Mixture of Experts Regression for Image Denoising with Multi-Model-Inference	Mar 30, 2023	DenoisingImage Denoising	—Unverified	0
Masked Autoencoders as Image Processors	Mar 30, 2023	DeblurringDenoising	CodeCode Available	1
DDP: Diffusion Model for Dense Visual Prediction	Mar 30, 2023	DenoisingDepth Estimation	CodeCode Available	2
HDR Imaging with Spatially Varying Signal-to-Noise Ratios	Mar 30, 2023	DenoisingImage Denoising	—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