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 6701–6750 of 7282 papers

TitleStatusHype
White Matter Geometry-Guided Score-Based Diffusion Model for Tissue Microstructure Imputation in Tractography ImagingCode0
Constrained and unconstrained deep image prior optimization models with automatic regularizationCode0
Guided Image Synthesis via Initial Image Editing in Diffusion ModelCode0
DiracDiffusion: Denoising and Incremental Reconstruction with Assured Data-ConsistencyCode0
Semi-Implicit Variational Inference via Score MatchingCode0
UnDIVE: Generalized Underwater Video Enhancement Using Generative PriorsCode0
Let SSMs be ConvNets: State-space Modeling with Optimal Tensor ContractionsCode0
CoDe: Blockwise Control for Denoising Diffusion ModelsCode0
Semi-Supervised Biomedical Image Segmentation via Diffusion Models and Teacher-Student Co-TrainingCode0
Haar-Laplacian for directed graphsCode0
Dirty Pixels: Towards End-to-End Image Processing and PerceptionCode0
Leveraging Deep Stein's Unbiased Risk Estimator for Unsupervised X-ray DenoisingCode0
D2Diff : A Dual Domain Diffusion Model for Accurate Multi-Contrast MRI SynthesisCode0
Attend to Not Attended: Structure-then-Detail Token Merging for Post-training DiT AccelerationCode0
Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal frameworkCode0
Semi-supervised representation learning via dual autoencoders for domain adaptationCode0
Discrete Denoising Diffusion Approach to Integer FactorizationCode0
HandDAGT: A Denoising Adaptive Graph Transformer for 3D Hand Pose EstimationCode0
prDeep: Robust Phase Retrieval with a Flexible Deep NetworkCode0
Deep Convolutional Framelet Denosing for Low-Dose CT via Wavelet Residual NetworkCode0
Leveraging Label Information in a Knowledge-Driven Approach for Rolling-Element Bearings Remaining Useful Life PredictionCode0
Discrete Object Generation with Reversible Inductive ConstructionCode0
Leveraging Self-supervised Denoising for Image SegmentationCode0
Defending Adversarial Attacks on Deep Learning Based Power Allocation in Massive MIMO Using Denoising AutoencodersCode0
Counterfactual Data Augmentation with Denoising Diffusion for Graph Anomaly DetectionCode0
TensorLLM: Tensorising Multi-Head Attention for Enhanced Reasoning and Compression in LLMsCode0
Inference-Time Alignment in Diffusion Models with Reward-Guided Generation: Tutorial and ReviewCode0
Noise Adaption Network for Morse Code Image ClassificationCode0
Noise as Domain Shift: Denoising Medical Images by Unpaired Image TranslationCode0
Predicting distributions with Linearizing Belief NetworksCode0
LGC-Net: A Lightweight Gyroscope Calibration Network for Efficient Attitude EstimationCode0
Noise-aware Physics-informed Machine Learning for Robust PDE DiscoveryCode0
Weighted Anisotropic-Isotropic Total Variation for Poisson DenoisingCode0
HDRUNet: Single Image HDR Reconstruction with Denoising and DequantizationCode0
Predicting Fluid Intelligence of Children using T1-weighted MR Images and a StackNetCode0
Unsupervised Image Restoration Using Partially Linear DenoisersCode0
DISGAN: Wavelet-informed Discriminator Guides GAN to MRI Super-resolution with Noise CleaningCode0
Lifting Layers: Analysis and ApplicationsCode0
LightDiC: A Simple yet Effective Approach for Large-scale Digraph Representation LearningCode0
Distantly-Supervised Long-Tailed Relation Extraction Using Constraint GraphsCode0
SeNM-VAE: Semi-Supervised Noise Modeling with Hierarchical Variational AutoencoderCode0
Heavy-tailed denoising score matchingCode0
BORT: Back and Denoising Reconstruction for End-to-End Task-Oriented DialogCode0
CoDiCast: Conditional Diffusion Model for Global Weather Prediction with Uncertainty QuantificationCode0
Attention Guided Low-light Image Enhancement with a Large Scale Low-light Simulation DatasetCode0
RF-Based Direction Finding of UAVs Using DNNCode0
WaveStitch: Flexible and Fast Conditional Time Series Generation with Diffusion ModelsCode0
HERALD: An Annotation Efficient Method to Detect User Disengagement in Social ConversationsCode0
Distributed Convolutional Dictionary Learning (DiCoDiLe): Pattern Discovery in Large Images and SignalsCode0
NoiseDiffusion: Correcting Noise for Image Interpolation with Diffusion Models beyond Spherical Linear InterpolationCode0
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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