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

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Showing 2701–2725 of 7282 papers

Title	Date	Tasks	Status	Score
GanLM: Encoder-Decoder Pre-training with an Auxiliary Discriminator	Dec 20, 2022	DecoderDenoising	CodeCode Available	5
Gated Orthogonal Recurrent Units: On Learning to Forget	Jun 8, 2017	DenoisingQuestion Answering	CodeCode Available	5
A Dictionary Based Approach for Removing Out-of-Focus Blur	Jun 17, 2024	DeblurringDenoising	CodeCode Available	5
Game Theory for Adversarial Attacks and Defenses	Oct 8, 2021	Adversarial DefenseDenoising	CodeCode Available	5
GAN2GAN: Generative Noise Learning for Blind Denoising with Single Noisy Images	May 25, 2019	DenoisingImage Denoising	CodeCode Available	5
Gated Texture CNN for Efficient and Configurable Image Denoising	Mar 16, 2020	Computational EfficiencyDenoising	CodeCode Available	5
Generating Classification Weights with GNN Denoising Autoencoders for Few-Shot Learning	May 3, 2019	ClassificationDenoising	CodeCode Available	5
Fully Convolutional Network with Multi-Step Reinforcement Learning for Image Processing	Nov 10, 2018	DenoisingImage Denoising	CodeCode Available	5
ADFormer: Aggregation Differential Transformer for Passenger Demand Forecasting	Jun 3, 2025	Demand ForecastingDenoising	CodeCode Available	5
Fully Adaptive Time-Varying Wave-Shape Model: Applications in Biomedical Signal Processing	Sep 26, 2023	Denoising	CodeCode Available	5
From Text to Mask: Localizing Entities Using the Attention of Text-to-Image Diffusion Models	Sep 8, 2023	DenoisingImage Generation	CodeCode Available	5
From Shortcuts to Triggers: Backdoor Defense with Denoised PoE	May 24, 2023	backdoor defenseData Poisoning	CodeCode Available	5
Diffusion Model for Camouflaged Object Detection	Aug 1, 2023	Camouflaged Object SegmentationDenoising	CodeCode Available	5
Fully Unsupervised Probabilistic Noise2Void	Nov 27, 2019	DenoisingImage Denoising	CodeCode Available	5
From neural PCA to deep unsupervised learning	Nov 28, 2014	DecoderDenoising	CodeCode Available	5
NCP: Neural Correspondence Prior for Effective Unsupervised Shape Matching	Jan 14, 2023	Denoising	CodeCode Available	5
From Bag of Sentences to Document: Distantly Supervised Relation Extraction via Machine Reading Comprehension	Dec 8, 2020	DenoisingMachine Reading Comprehension	CodeCode Available	5
From Patches to Images: A Nonparametric Generative Model	Aug 1, 2017	DenoisingImage Inpainting	CodeCode Available	5
Fuse Your Latents: Video Editing with Multi-source Latent Diffusion Models	Oct 25, 2023	DenoisingVideo Editing	CodeCode Available	5
CharFormer: A Glyph Fusion based Attentive Framework for High-precision Character Image Denoising	Jul 16, 2022	DenoisingImage Denoising	CodeCode Available	5
Foundation Models For Seismic Data Processing: An Extensive Review	Mar 31, 2025	DenoisingImage-to-Image Regression	CodeCode Available	5
FPD-M-net: Fingerprint Image Denoising and Inpainting Using M-Net Based Convolutional Neural Networks	Dec 26, 2018	DenoisingImage Denoising	CodeCode Available	5
FreeDiff: Progressive Frequency Truncation for Image Editing with Diffusion Models	Apr 18, 2024	Denoising	CodeCode Available	5
FOCNet: A Fractional Optimal Control Network for Image Denoising	Jun 1, 2019	DenoisingImage Denoising	CodeCode Available	5
Focusing on what to decode and what to train: SOV Decoding with Specific Target Guided DeNoising and Vision Language Advisor	Jul 5, 2023	DecoderDenoising	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