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 1726–1750 of 7282 papers

Title	Date	Tasks	Status	Hype	Score
LangMamba: A Language-driven Mamba Framework for Low-dose CT Denoising with Vision-language Models	Jul 8, 2025	DenoisingDiagnostic	CodeCode Available	1	5
PatchScaler: An Efficient Patch-Independent Diffusion Model for Image Super-Resolution	May 27, 2024	DenoisingImage Super-Resolution	CodeCode Available	1	5
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders	Mar 23, 2022	Bayesian OptimizationDenoising	CodeCode Available	1	5
A Neural Network for Semigroups	Mar 12, 2021	DenoisingImage Reconstruction	CodeCode Available	0	5
MicroSSIM: Improved Structural Similarity for Comparing Microscopy Data	Aug 16, 2024	DenoisingMS-SSIM	CodeCode Available	0	5
Cached Adaptive Token Merging: Dynamic Token Reduction and Redundant Computation Elimination in Diffusion Model	Jan 1, 2025	DenoisingToken Reduction	CodeCode Available	0	5
Microscopy Image Restoration with Deep Wiener-Kolmogorov filters	Nov 25, 2019	DeblurringDeep Learning	CodeCode Available	0	5
Misaligned Over-The-Air Computation of Multi-Sensor Data with Wiener-Denoiser Network	Sep 1, 2024	Blind Image DeblurringDeblurring	CodeCode Available	0	5
C2F-TP: A Coarse-to-Fine Denoising Framework for Uncertainty-Aware Trajectory Prediction	Dec 17, 2024	Autonomous DrivingDenoising	CodeCode Available	0	5
Butterfly-Net2: Simplified Butterfly-Net and Fourier Transform Initialization	Dec 9, 2019	DeblurringDenoising	CodeCode Available	0	5
Burst Denoising with Kernel Prediction Networks	Dec 6, 2017	DenoisingPrediction	CodeCode Available	0	5
An End-to-End Compression Framework Based on Convolutional Neural Networks	Aug 2, 2017	DenoisingImage Compression	CodeCode Available	0	5
MFM-DA: Instance-Aware Adaptor and Hierarchical Alignment for Efficient Domain Adaptation in Medical Foundation Models	Mar 2, 2025	DenoisingDomain Adaptation	CodeCode Available	0	5
MFTF: Mask-free Training-free Object Level Layout Control Diffusion Model	Dec 2, 2024	DenoisingImage Generation	CodeCode Available	0	5
Missing Data Imputation with Adversarially-trained Graph Convolutional Networks	May 6, 2019	DenoisingImputation	CodeCode Available	0	5
An Encoder-Decoder Approach to the Paradigm Cell Filling Problem	Oct 1, 2018	DecoderDenoising	CodeCode Available	0	5
Mesh Denoising with Facet Graph Convolutions	Dec 15, 2020	Denoising	CodeCode Available	0	5
Building 3D In-Context Learning Universal Model in Neuroimaging	Mar 4, 2025	DenoisingIn-Context Learning	CodeCode Available	0	5
An empirical study on the effects of different types of noise in image classification tasks	Sep 9, 2016	ClassificationDenoising	CodeCode Available	0	5
Meta-DiffuB: A Contextualized Sequence-to-Sequence Text Diffusion Model with Meta-Exploration	Oct 17, 2024	DenoisingScheduling	CodeCode Available	0	5
Multi-Stage Speaker Diarization for Noisy Classrooms	May 16, 2025	Action DetectionActivity Detection	CodeCode Available	0	5
BSS-CFFMA: Cross-Domain Feature Fusion and Multi-Attention Speech Enhancement Network based on Self-Supervised Embedding	Aug 13, 2024	DenoisingSelf-Supervised Learning	CodeCode Available	0	5
An Empirical Review of Adversarial Defenses	Dec 10, 2020	DenoisingFace Recognition	CodeCode Available	0	5
Metaphor Detection with Effective Context Denoising	Feb 11, 2023	Denoising	CodeCode Available	0	5
BRSR-OpGAN: Blind Radar Signal Restoration using Operational Generative Adversarial Network	Jul 18, 2024	DenoisingGenerative Adversarial Network	CodeCode Available	0	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