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 3191–3200 of 7282 papers

Title	Date	Tasks	Status
Denoising Autoencoders for Overgeneralization in Neural Networks	Sep 14, 2017	DenoisingOpen Set Learning	—Unverified
Beyond Photo Realism for Domain Adaptation from Synthetic Data	Sep 4, 2019	DenoisingDomain Adaptation	—Unverified
Denoising Autoencoder-based Defensive Distillation as an Adversarial Robustness Algorithm	Mar 28, 2023	Adversarial RobustnessData Poisoning	—Unverified
Beyond Oversmoothing: Evaluating DDPM and MSE for Scalable Speech Synthesis in ASR	Oct 16, 2024	DenoisingSpeech Synthesis	—Unverified
Amortised MAP Inference for Image Super-resolution	Oct 14, 2016	DenoisingImage Super-Resolution	—Unverified
Denoising Attention for Query-aware User Modeling in Personalized Search	Aug 30, 2023	DenoisingDiversity	—Unverified
Denoising Atmospheric Temperature Measurements Taken by the Mars Science Laboratory on the Martian Surface	Oct 22, 2020	Computational EfficiencyDenoising	—Unverified
Denoising Arterial Spin Labeling Cerebral Blood Flow Images Using Deep Learning	Jan 29, 2018	Denoising	—Unverified
Beyond In-Place Corruption: Insertion and Deletion In Denoising Probabilistic Models	Jul 16, 2021	Denoising	—Unverified
A Modified PINN Approach for Identifiable Compartmental Models in Epidemiology with Applications to COVID-19	Aug 1, 2022	DenoisingEpidemiology	—Unverified

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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