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 4101–4150 of 7282 papers

TitleStatusHype
Sparse Models for Machine Learning—0
DiffI2I: Efficient Diffusion Model for Image-to-Image Translation—0
Distribution-Aligned Diffusion for Human Mesh Recovery—0
May the Force be with You: Unified Force-Centric Pre-Training for 3D Molecular Conformations—0
Head-Neck Dual-energy CT Contrast Media Reduction Using Diffusion Models—0
Diffusion-based Image Translation with Label Guidance for Domain Adaptive Semantic Segmentation—0
Efficient Transfer Learning in Diffusion Models via Adversarial Noise—0
Learning to Decouple and Generate Seismic Random Noise via Invertible Neural NetworkCode0
DISGAN: Wavelet-informed Discriminator Guides GAN to MRI Super-resolution with Noise CleaningCode0
SDeMorph: Towards Better Facial De-morphing from Single Morph—0
Expressive probabilistic sampling in recurrent neural networksCode0
Regularization by Neural Style Transfer for MRI Field-Transfer Reconstruction with Limited DataCode0
Adaptive Uncertainty-Guided Model Selection for Data-Driven PDE DiscoveryCode0
Semantic-Human: Neural Rendering of Humans from Monocular Video with Human Parsing—0
An adaptively inexact first-order method for bilevel optimization with application to hyperparameter learningCode0
Semi-Implicit Variational Inference via Score MatchingCode0
Denoising Diffusion for 3D Hand Pose Estimation from Images—0
DiffLLE: Diffusion-guided Domain Calibration for Unsupervised Low-light Image Enhancement—0
Language-Guided Diffusion Model for Visual GroundingCode0
Synergistic Signal Denoising for Multimodal Time Series of Structure Vibration—0
Watch Your Steps: Local Image and Scene Editing by Text Instructions—0
Diff-CAPTCHA: An Image-based CAPTCHA with Security Enhanced by Denoising Diffusion Model—0
AATCT-IDS: A Benchmark Abdominal Adipose Tissue CT Image Dataset for Image Denoising, Semantic Segmentation, and Radiomics Evaluation—0
VBD-MT Chinese-Vietnamese Translation Systems for VLSP 2022—0
Dynamic Attention-Guided Diffusion for Image Super-Resolution—0
Autonomous Point Cloud Segmentation for Power Lines Inspection in Smart Grid—0
DiffSED: Sound Event Detection with Denoising Diffusion—0
PGT-Net: Progressive Guided Multi-task Neural Network for Small-area Wet Fingerprint Denoising and Recognition—0
Self-supervised Noise2noise Method Utilizing Corrupted Images with a Modular Network for LDCT DenoisingCode0
Generating observation guided ensembles for data assimilation with denoising diffusion probabilistic modelCode0
Accelerating Diffusion-based Combinatorial Optimization Solvers by Progressive Distillation—0
Illumination and Shadows in Head Rotation: experiments with Denoising Diffusion Models—0
TriDo-Former: A Triple-Domain Transformer for Direct PET Reconstruction from Low-Dose Sinograms—0
On Error Propagation of Diffusion Models—0
Optimizing a Transformer-based network for a deep learning seismic processing workflow—0
Deep Learning Architecture for Motor Imaged Words—0
3D Scene Diffusion Guidance using Scene Graphs—0
Evaluation of a Low-Cost Single-Lead ECG Module for Vascular Ageing Prediction and Studying Smoking-induced Changes in ECG—0
Target Speech Extraction with Conditional Diffusion Model—0
Assessing Adversarial Replay and Deep Learning-Driven Attacks on Specific Emitter Identification-based Security Approaches—0
Nearly d-Linear Convergence Bounds for Diffusion Models via Stochastic Localization—0
Recurrent Self-Supervised Video Denoising with Denser Receptive FieldCode0
All-in-one Multi-degradation Image Restoration Network via Hierarchical Degradation Representation—0
Recurrent Spike-based Image Restoration under General IlluminationCode0
Unfolded proximal neural networks for robust image Gaussian denoising—0
Sketch and Text Guided Diffusion Model for Colored Point Cloud Generation—0
Non-line-of-sight reconstruction via structure sparsity regularization—0
Transformer-Based Denoising of Mechanical Vibration Signals—0
SDDM: Score-Decomposed Diffusion Models on Manifolds for Unpaired Image-to-Image Translation—0
Rethinking Class Activation Maps for Segmentation: Revealing Semantic Information in Shallow Layers by Reducing Noise—0
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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