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 1661–1670 of 7282 papers

Title	Date	Tasks	Status	Hype
3D Quasi-Recurrent Neural Network for Hyperspectral Image Denoising	Mar 10, 2020	DenoisingHyperspectral Image Denoising	CodeCode Available	1
Show, Edit and Tell: A Framework for Editing Image Captions	Mar 6, 2020	DenoisingImage Captioning	CodeCode Available	1
Unsupervised Interpretable Representation Learning for Singing Voice Separation	Mar 3, 2020	DenoisingMusic Source Separation	CodeCode Available	1
Denoising IMU Gyroscopes with Deep Learning for Open-Loop Attitude Estimation	Feb 25, 2020	Denoising	CodeCode Available	1
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems	Feb 22, 2020	compressed sensingDeep Reinforcement Learning	CodeCode Available	1
Self-Supervised Poisson-Gaussian Denoising	Feb 21, 2020	DenoisingImage Denoising	CodeCode Available	1
Replacing Mobile Camera ISP with a Single Deep Learning Model	Feb 13, 2020	Deep LearningDemosaicking	CodeCode Available	1
Noise2Inverse: Self-supervised deep convolutional denoising for tomography	Jan 31, 2020	DenoisingImage Denoising	CodeCode Available	1
Spatial-Adaptive Network for Single Image Denoising	Jan 28, 2020	DecoderDenoising	CodeCode Available	1
Multilingual Denoising Pre-training for Neural Machine Translation	Jan 22, 2020	DecoderDenoising	CodeCode Available	1

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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