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 2101–2125 of 7282 papers

Title	Date	Tasks	Status	Score
Automated characterization of noise distributions in diffusion MRI data	Jun 28, 2019	DenoisingDiffusion MRI	CodeCode Available	5
Language-Aware Multilingual Machine Translation with Self-Supervised Learning	Feb 10, 2023	Cross-Lingual TransferDecoder	CodeCode Available	5
Language-Guided Diffusion Model for Visual Grounding	Aug 18, 2023	cross-modal alignmentDenoising	CodeCode Available	5
Resurrecting Label Propagation for Graphs with Heterophily and Label Noise	Oct 25, 2023	DenoisingNode Classification	CodeCode Available	5
Labeling, Cutting, Grouping: an Efficient Text Line Segmentation Method for Medieval Manuscripts	Jun 11, 2019	DenoisingSegmentation	CodeCode Available	5
Language Model Preference Evaluation with Multiple Weak Evaluators	Oct 14, 2024	DenoisingLanguage Modeling	CodeCode Available	5
k-Sparse Autoencoders	Dec 19, 2013	ClassificationDenoising	CodeCode Available	5
AutoJoin: Efficient Adversarial Training against Gradient-Free Perturbations for Robust Maneuvering via Denoising Autoencoder and Joint Learning	May 22, 2022	DecoderDenoising	CodeCode Available	5
Kronecker-structured Sparse Vector Recovery with Application to IRS-MIMO Channel Estimation	Oct 11, 2023	AttributeDenoising	CodeCode Available	5
Deep Decoder: Concise Image Representations from Untrained Non-convolutional Networks	Oct 2, 2018	DecoderDenoising	CodeCode Available	5
Deep CSI Learning for Gait Biometric Sensing and Recognition	Feb 6, 2019	DenoisingGait Identification	CodeCode Available	5
Knowledge Enhanced Multi-intent Transformer Network for Recommendation	May 31, 2024	DenoisingKnowledge Graphs	CodeCode Available	5
Deep Convolutional Framelet Denosing for Low-Dose CT via Wavelet Residual Network	Jul 31, 2017	Denoising	CodeCode Available	5
Autoencoders, Kernels, and Multilayer Perceptrons for Electron Micrograph Restoration and Compression	Aug 29, 2018	Denoising	CodeCode Available	5
Deep Class Aware Denoising	Jan 6, 2017	DenoisingImage Denoising	CodeCode Available	5
Massive Styles Transfer with Limited Labeled Data	Jun 3, 2019	DenoisingStyle Transfer	CodeCode Available	5
KADEL: Knowledge-Aware Denoising Learning for Commit Message Generation	Jan 16, 2024	Denoising	CodeCode Available	5
Deep Burst Denoising	Dec 15, 2017	DenoisingImage Denoising	CodeCode Available	5
Autoencoder-based prediction of ICU clinical codes	May 8, 2023	DenoisingDiagnostic	CodeCode Available	5
Joint Optimization of Masks and Deep Recurrent Neural Networks for Monaural Source Separation	Feb 13, 2015	DenoisingSpeech Denoising	CodeCode Available	5
Joint Visual Denoising and Classification using Deep Learning	Dec 4, 2016	ClassificationDeep Learning	CodeCode Available	5
Joint inference and input optimization in equilibrium networks	Nov 25, 2021	DenoisingMeta-Learning	CodeCode Available	5
DeepASL: Kinetic Model Incorporated Loss for Denoising Arterial Spin Labeled MRI via Deep Residual Learning	Apr 8, 2018	Denoisingparameter estimation	CodeCode Available	5
A Unified View on Graph Neural Networks as Graph Signal Denoising	Oct 5, 2020	DenoisingGraph Neural Network	CodeCode Available	5
A Brief Review of Real-World Color Image Denoising	Sep 10, 2018	Color Image DenoisingDenoising	CodeCode Available	5

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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