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

Showing 40514100 of 7282 papers

TitleStatusHype
MoFusion: A Framework for Denoising-Diffusion-based Motion Synthesis0
Relationship Quantification of Image Degradations0
FSID: Fully Synthetic Image Denoising via Procedural Scene GenerationCode4
Selector-Enhancer: Learning Dynamic Selection of Local and Non-local Attention Operation for Speech Enhancement0
Neural Cell Video Synthesis via Optical-Flow Diffusion0
Sources of Noise in Dialogue and How to Deal with Them0
DiffusionInst: Diffusion Model for Instance SegmentationCode2
DiffuPose: Monocular 3D Human Pose Estimation via Denoising Diffusion Probabilistic ModelCode0
ADIR: Adaptive Diffusion for Image Reconstruction0
Denoising diffusion probabilistic models for probabilistic energy forecasting0
Complex-valued Retrievals From Noisy Images Using Diffusion Models0
Image Inpainting via Iteratively Decoupled Probabilistic ModelingCode1
Score-based denoising for atomic structure identificationCode1
Domino Denoise: An Accurate Blind Zero-Shot Denoiser using Domino Tilings0
PhysDiff: Physics-Guided Human Motion Diffusion Model0
Multiscale Structure Guided Diffusion for Image Deblurring0
Interferometric Passive Radar Imaging with Deep Denoising Priors0
Improving End-to-end Speech Translation by Leveraging Auxiliary Speech and Text Data0
Quantum median filter for Total Variation image denoising0
Fast Algorithm for Constrained Linear Inverse ProblemsCode0
DiffRF: Rendering-Guided 3D Radiance Field Diffusion0
Concealed Object Detection for Passive Millimeter-Wave Security Imaging Based on Task-Aligned Detection Transformer0
Linear Combinations of Patches are Unreasonably Effective for Single-Image DenoisingCode0
Denoising after Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels0
Rogue Emitter Detection Using Hybrid Network of Denoising Autoencoder and Deep Metric Learning0
Low-Rank Tensor Function Representation for Multi-Dimensional Data Recovery0
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelCode4
Multi-Class Segmentation from Aerial Views using Recursive Noise DiffusionCode1
Denoising Deep Generative ModelsCode0
DEL-Dock: Molecular Docking-Enabled Modeling of DNA-Encoded LibrariesCode1
Gradient Domain Weighted Guided Image Filtering0
Denoising Diffusion for Sampling SAT Solutions0
Linking Sketch Patches by Learning Synonymous Proximity for Graphic Sketch RepresentationCode0
SinDDM: A Single Image Denoising Diffusion ModelCode1
CSI-PPPNet: A One-Sided One-for-All Deep Learning Framework for Massive MIMO CSI Feedback0
Enhanced artificial intelligence-based diagnosis using CBCT with internal denoising: Clinical validation for discrimination of fungal ball, sinusitis, and normal cases in the maxillary sinus0
Ada3Diff: Defending against 3D Adversarial Point Clouds via Adaptive Diffusion0
Unsupervised Visual Defect Detection with Score-Based Generative Model0
Learn to See Faster: Pushing the Limits of High-Speed Camera with Deep Underexposed Image Denoising0
Post-training Quantization on Diffusion ModelsCode1
Refining Generative Process with Discriminator Guidance in Score-based Diffusion ModelsCode1
BJTU-WeChat's Systems for the WMT22 Chat Translation Task0
Defending Adversarial Attacks on Deep Learning Based Power Allocation in Massive MIMO Using Denoising AutoencodersCode0
DiffusionBERT: Improving Generative Masked Language Models with Diffusion ModelsCode2
Tuning-free Plug-and-Play Hyperspectral Image Deconvolution with Deep PriorsCode0
Improved Quasi-Recurrent Neural Network for Hyperspectral Image Denoising0
Towards Efficient and Accurate Approximation: Tensor Decomposition Based on Randomized Block Krylov Iteration0
CFNet: Conditional Filter Learning with Dynamic Noise Estimation for Real Image Denoising0
3DDesigner: Towards Photorealistic 3D Object Generation and Editing with Text-guided Diffusion Models0
Spatial-Spectral Transformer for Hyperspectral Image DenoisingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SINDyPSNR81Unverified
2Pixel-shuffling DownsamplingPSNR38.4Unverified
3TWSCPSNR37.93Unverified
4CBDNet(Syn)PSNR37.57Unverified
5MCWNNMPSNR37.38Unverified
6Han et alPSNR35.95Unverified
7FFDNetPSNR34.4Unverified
8TNRDPSNR33.65Unverified
9CDnCNN-BPSNR32.43Unverified
10NLRNPSNR30.8Unverified
#ModelMetricClaimedVerifiedStatus
1DRUnet_Poisson_0.01Average PSNR (dB)33.92Unverified
#ModelMetricClaimedVerifiedStatus
1DRANetAverage PSNR39.64Unverified
#ModelMetricClaimedVerifiedStatus
1PCNN+RL+HMEAverage84.61Unverified