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 1691–1700 of 7282 papers

Title	Date	Tasks	Status	Hype
Backpropagation-Friendly Eigendecomposition	Jun 21, 2019	Denoising	CodeCode Available	1
Noisy-As-Clean: Learning Self-supervised Denoising from the Corrupted Image	Jun 17, 2019	DenoisingImage Denoising	CodeCode Available	1
A Bayesian Model of Dose-Response for Cancer Drug Studies	Jun 10, 2019	DenoisingDrug Discovery	CodeCode Available	1
Probabilistic Noise2Void: Unsupervised Content-Aware Denoising	Jun 3, 2019	DenoisingImage Denoising	CodeCode Available	1
GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise Modeling	May 27, 2019	DenoisingGenerative Adversarial Network	CodeCode Available	1
Learning Deformable Kernels for Image and Video Denoising	Apr 15, 2019	DenoisingImage Denoising	CodeCode Available	1
TomoGAN: Low-Dose Synchrotron X-Ray Tomography with Generative Adversarial Networks	Feb 20, 2019	Denoising	CodeCode Available	1
Extending Stein's unbiased risk estimator to train deep denoisers with correlated pairs of noisy images	Feb 7, 2019	DenoisingImage Restoration	CodeCode Available	1
Noise2Self: Blind Denoising by Self-Supervision	Jan 30, 2019	Denoising	CodeCode Available	1
A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy Images	Dec 26, 2018	Denoising	CodeCode Available	1

Show:10 25 50

← PrevPage 170 of 729Next →

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