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 4021–4030 of 7282 papers

Title	Date	Tasks	Status	Hype
Enhancing the prediction of disease outcomes using electronic health records and pretrained deep learning models	Dec 22, 2022	DecoderDenoising	—Unverified	0
Audio Denoising for Robust Audio Fingerprinting	Dec 21, 2022	Audio DenoisingData Augmentation	—Unverified	0
A Non-Asymptotic Analysis of Oversmoothing in Graph Neural Networks	Dec 21, 2022	DenoisingStochastic Block Model	—Unverified	0
On-the-fly Denoising for Data Augmentation in Natural Language Understanding	Dec 20, 2022	Data AugmentationDenoising	CodeCode Available	0
Sophisticated deep learning with on-chip optical diffractive tensor processing	Dec 20, 2022	Deep LearningDenoising	—Unverified	0
SeqDiffuSeq: Text Diffusion with Encoder-Decoder Transformers	Dec 20, 2022	DecoderDenoising	CodeCode Available	1
SimpleStyle: An Adaptable Style Transfer Approach	Dec 20, 2022	AttributeDenoising	—Unverified	0
GanLM: Encoder-Decoder Pre-training with an Auxiliary Discriminator	Dec 20, 2022	DecoderDenoising	CodeCode Available	0
Denoising instrumented mouthguard measurements of head impact kinematics with a convolutional neural network	Dec 19, 2022	Denoising	—Unverified	0
Mu^2SLAM: Multitask, Multilingual Speech and Language Models	Dec 19, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—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