SOTAVerified

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 2501–2550 of 7282 papers

TitleStatusHype
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural NetworkCode0
DomainStudio: Fine-Tuning Diffusion Models for Domain-Driven Image Generation using Limited DataCode0
HyperAid: Denoising in hyperbolic spaces for tree-fitting and hierarchical clusteringCode0
Hyperparameter selection for Discrete Mumford-ShahCode0
Domain-Adversarial Neural NetworksCode0
Combining Denoising Autoencoders with Contrastive Learning to fine-tune Transformer ModelsCode0
Combining a Context Aware Neural Network with a Denoising Autoencoder for Measuring String SimilaritiesCode0
Hyperspectral Image Denoising and Anomaly Detection Based on Low-rank and Sparse RepresentationsCode0
Identifying Recurring Patterns with Deep Neural Networks for Natural Image DenoisingCode0
Efficient and Parallel Separable Dictionary LearningCode0
An Underparametrized Deep Decoder Architecture for Graph SignalsCode0
HPPP: Halpern-type Preconditioned Proximal Point Algorithms and Applications to Image RestorationCode0
Combatting Adversarial Attacks through Denoising and Dimensionality Reduction: A Cascaded Autoencoder ApproachCode0
RDSA: A Robust Deep Graph Clustering Framework via Dual Soft AssignmentCode0
Hybrid Noise Removal in Hyperspectral Imagery With a Spatial-Spectral Gradient NetworkCode0
Color Image Restoration Exploiting Inter-channel Correlation with a 3-stage CNNCode0
Efficient Blind Deblurring under High Noise LevelsCode0
How to Segment in 3D Using 2D Models: Automated 3D Segmentation of Prostate Cancer Metastatic Lesions on PET Volumes Using Multi-angle Maximum Intensity Projections and Diffusion ModelsCode0
How Control Information Influences Multilingual Text Image Generation and Editing?Code0
How Does Diffusion Influence Pretrained Language Models on Out-of-Distribution Data?Code0
Hybrid Spatial-spectral Neural Network for Hyperspectral Image DenoisingCode0
Language-Guided Diffusion Model for Visual GroundingCode0
Identity Enhanced Residual Image DenoisingCode0
ColorFool: Semantic Adversarial ColorizationCode0
High-dimensional Assisted Generative Model for Color Image RestorationCode0
A Novel Truncated Norm Regularization Method for Multi-channel Color Image DenoisingCode0
Higher fidelity perceptual image and video compression with a latent conditioned residual denoising diffusion modelCode0
Highly Undersampled MRI Reconstruction via a Single Posterior Sampling of Diffusion ModelsCode0
CollaFuse: Navigating Limited Resources and Privacy in Collaborative Generative AICode0
Distributed Convolutional Dictionary Learning (DiCoDiLe): Pattern Discovery in Large Images and SignalsCode0
A Complementary Global and Local Knowledge Network for Ultrasound denoising with Fine-grained RefinementCode0
Hierarchical Relational Networks for Group Activity Recognition and RetrievalCode0
Heteroskedastic PCA: Algorithm, Optimality, and ApplicationsCode0
Efficient Manifold and Subspace Approximations with SphereletsCode0
H-FND: Hierarchical False-Negative Denoising for Distant Supervision Relation ExtractionCode0
Heavy-tailed denoising score matchingCode0
HERALD: An Annotation Efficient Method to Detect User Disengagement in Social ConversationsCode0
Hiding Images in Diffusion Models by Editing Learned Score FunctionsCode0
Distantly-Supervised Long-Tailed Relation Extraction Using Constraint GraphsCode0
Efficient Off-Grid Bayesian Parameter Estimation for Kronecker-Structured SignalsCode0
HDRUNet: Single Image HDR Reconstruction with Denoising and DequantizationCode0
HKF: Hierarchical Kalman Filtering with Online Learned Evolution Priors for Adaptive ECG DenoisingCode0
Haar-Laplacian for directed graphsCode0
Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal frameworkCode0
DISGAN: Wavelet-informed Discriminator Guides GAN to MRI Super-resolution with Noise CleaningCode0
Guided Image Synthesis via Initial Image Editing in Diffusion ModelCode0
HandDAGT: A Denoising Adaptive Graph Transformer for 3D Hand Pose EstimationCode0
Learning-Based Reconstruction of FRI SignalsCode0
Constrained and unconstrained deep image prior optimization models with automatic regularizationCode0
Anatomical Priors for Image Segmentation via Post-Processing with Denoising AutoencodersCode0
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All datasetsDarmstadt Noise DatasetDIV2KDNDiris

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SINDyPSNR81—Unverified
2Pixel-shuffling DownsamplingPSNR38.4—Unverified
3TWSCPSNR37.93—Unverified
4CBDNet(Syn)PSNR37.57—Unverified
5MCWNNMPSNR37.38—Unverified
6Han et alPSNR35.95—Unverified
7FFDNetPSNR34.4—Unverified
8TNRDPSNR33.65—Unverified
9CDnCNN-BPSNR32.43—Unverified
10NLRNPSNR30.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DRUnet_Poisson_0.01Average PSNR (dB)33.92—Unverified
#ModelMetricClaimedVerifiedStatus
1DRANetAverage PSNR39.64—Unverified
#ModelMetricClaimedVerifiedStatus
1PCNN+RL+HMEAverage84.61—Unverified