SOTAVerified

Image Denoising

Image Denoising is a computer vision task that involves removing noise from an image. Noise can be introduced into an image during acquisition or processing, and can reduce image quality and make it difficult to interpret. Image denoising techniques aim to restore an image to its original quality by reducing or removing the noise, while preserving the important features of the image.

( Image credit: Wide Inference Network for Image Denoising via Learning Pixel-distribution Prior )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 901–950 of 1220 papers

TitleStatusHype
Texture Enhanced Image Denoising via Gradient Histogram Preservation—0
Texture variation adaptive image denoising with nonlocal PCA—0
The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling—0
Thermal Face Image Classification using Deep Learning Techniques—0
The Role of Redundant Bases and Shrinkage Functions in Image Denoising—0
Three-dimensional Optical Coherence Tomography Image Denoising through Multi-input Fully-Convolutional Networks—0
Thunder: Thumbnail based Fast Lightweight Image Denoising Network—0
Timbre transfer using image-to-image denoising diffusion implicit models—0
Time-series image denoising of pressure-sensitive paint data by projected multivariate singular spectrum analysis—0
Total-Body Low-Dose CT Image Denoising using Prior Knowledge Transfer Technique with Contrastive Regularization Mechanism—0
Towards Adversarially Robust Deep Image Denoising—0
Towards Boosting the Channel Attention in Real Image Denoising : Sub-band Pyramid Attention—0
Toward Zero-shot Character Recognition: A Gold Standard Dataset with Radical-level Annotations—0
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration—0
Training Energy-Based Models with Diffusion Contrastive Divergences—0
Training Your Image Restoration Network Better with Random Weight Network as Optimization Function—0
Training Your Image Restoration Network Better with Random Weight Network as Optimization Function—0
Tree-based iterated local search for Markov random fields with applications in image analysis—0
Tuning Frequency Bias of State Space Models—0
Two-stage Deep Denoising with Self-guided Noise Attention for Multimodal Medical Images—0
Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors—0
Uncertainty Quantification via Neural Posterior Principal Components—0
Understanding Symmetric Smoothing Filters: A Gaussian Mixture Model Perspective—0
Une véritable approche _0 pour l'apprentissage de dictionnaire—0
Unified Representation Learning for Efficient Medical Image Analysis—0
Universal Denoising Networks : A Novel CNN Architecture for Image Denoising—0
Unleashing the Power of Self-Supervised Image Denoising: A Comprehensive Review—0
Unlocking Masked Autoencoders as Loss Function for Image and Video Restoration—0
Unmixing Diffusion for Self-Supervised Hyperspectral Image Denoising—0
Unpaired image denoising using a generative adversarial network in X-ray CT—0
Unrolling Nonconvex Graph Total Variation for Image Denoising—0
Unsupervised Denoising of Optical Coherence Tomography Images with Dual_Merged CycleWGAN—0
Unsupervised Image Denoising with Score Function—0
Unsupervised Image Noise Modeling with Self-Consistent GAN—0
Untrained Perceptual Loss for image denoising of line-like structures in MR images—0
User Loss -- A Forced-Choice-Inspired Approach to Train Neural Networks directly by User Interaction—0
Using Complex Wavelet Transform and Bilateral Filtering for Image Denoising—0
V2V3D: View-to-View Denoised 3D Reconstruction for Light-Field Microscopy—0
V2V3D: View-to-View Denoised 3D Reconstruction for Light Field Microscopy—0
ViTs are Everywhere: A Comprehensive Study Showcasing Vision Transformers in Different Domain—0
WARP-LCA: Efficient Convolutional Sparse Coding with Locally Competitive Algorithm—0
Wavelet-based Topological Loss for Low-Light Image Denoising—0
Weighted Nuclear Norm Minimization with Application to Image Denoising—0
Weighted Schatten p-Norm Minimization for Image Denoising and Background Subtraction—0
Weighted Schatten p-Norm Minimization for Image Denoising with Local and Nonlocal Regularization—0
Weighted structure tensor total variation for image denoising—0
When to Use Convolutional Neural Networks for Inverse Problems—0
Whiteness-based bilevel estimation of weighted TV parameter maps for image denoising—0
WhiteNNer-Blind Image Denoising via Noise Whiteness Priors—0
Whole-body PET image denoising for reduced acquisition time—0
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All datasetsSIDDDNDELD SonyA7S2 x200SID SonyA7S2 x250ELD SonyA7S2 x100SID x100SID x300SID SonyA7S2 x100urban100 sigma15Urban100 sigma50BSD68 sigma50SID SonyA7S2 x300

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CGNetPSNR (sRGB)40.39—Unverified
2KBNetPSNR (sRGB)40.35—Unverified
3NAFNetPSNR (sRGB)40.3—Unverified
4SSAMANPSNR (sRGB)40.08—Unverified
5PNGANPSNR (sRGB)40.07—Unverified
6RestormerPSNR (sRGB)40.02—Unverified
7HINetPSNR (sRGB)39.99—Unverified
8MAXIM-3SPSNR (sRGB)39.96—Unverified
9Uformer-BPSNR (sRGB)39.89—Unverified
10SRMNetPSNR (sRGB)39.72—Unverified
#ModelMetricClaimedVerifiedStatus
1DualDnPSNR (sRGB)40.59—Unverified
2PNGANPSNR (sRGB)40.18—Unverified
3SSAMANPSNR (sRGB)40.05—Unverified
4RestormerPSNR (sRGB)40.03—Unverified
5Uformer-BPSNR (sRGB)39.98—Unverified
6NBNetPSNR (sRGB)39.89—Unverified
7MIRNetPSNR (sRGB)39.88—Unverified
8MAXIM-3SPSNR (sRGB)39.84—Unverified
9MPRNetPSNR (sRGB)39.8—Unverified
10SADNetPSNR (sRGB)39.59—Unverified
#ModelMetricClaimedVerifiedStatus
1LLD*PSNR (Raw)44.95—Unverified
2PMNPSNR (Raw)44.51—Unverified
3SFRNPSNR (Raw)44.1—Unverified
4LLDPSNR (Raw)43.84—Unverified
5ELDPSNR (Raw)43.43—Unverified
6LRDPSNR (Raw)43.32—Unverified
7Paired Data(SID)PSNR (Raw)41.97—Unverified
8StarlightPSNR (Raw)40.86—Unverified
9ExposureDiffusion (UNet+ELD)PSNR (Raw)40.39—Unverified
10Noise FlowPSNR (Raw)39.23—Unverified
#ModelMetricClaimedVerifiedStatus
1LLD*PSNR (Raw)41.02—Unverified
2PMNPSNR (Raw)40.92—Unverified
3SFRNPSNR (Raw)40.22—Unverified
4LLDPSNR (Raw)39.76—Unverified
5Paired Data (SID)PSNR (Raw)39.6—Unverified
6ELDPSNR (Raw)39.44—Unverified
7LEDPSNR (Raw)39.34—Unverified
8LRDPSNR (Raw)39.25—Unverified
9StarlightPSNR (Raw)36.25—Unverified
10Noise FlowPSNR (Raw)35.8—Unverified
#ModelMetricClaimedVerifiedStatus
1LLD*PSNR (Raw)46.74—Unverified
2PMNPSNR (Raw)46.5—Unverified
3SFRNPSNR (Raw)46.02—Unverified
4LLDPSNR (Raw)45.61—Unverified
5ELDPSNR (Raw)45.45—Unverified
6LRDPSNR (Raw)44.95—Unverified
7Paired Data(SID)PSNR (Raw)44.47—Unverified
8StarlightPSNR (Raw)43.8—Unverified
9Noise FlowPSNR (Raw)41.05—Unverified
#ModelMetricClaimedVerifiedStatus
1LLD*PSNR (Raw)43.36—Unverified
2PMNPSNR (Raw)43.16—Unverified
3SFRNPSNR (Raw)42.29—Unverified
4LLDPSNR (Raw)42.1—Unverified
5SID (paired real data)PSNR (Raw)42.06—Unverified
6ELDPSNR (Raw)41.95—Unverified
7StarlightPSNR (Raw)40.47—Unverified
8Noise FlowPSNR (Raw)38.89—Unverified
#ModelMetricClaimedVerifiedStatus
1LLD*PSNR (Raw)37.8—Unverified
2PMNPSNR (Raw)37.77—Unverified
3SFRNPSNR (Raw)36.87—Unverified
4Paired Data(SID)PSNR (Raw)36.85—Unverified
5LLDPSNR (Raw)36.76—Unverified
6ELDPSNR (Raw)36.36—Unverified
7StarlightPSNR (Raw)32.99—Unverified
8Noise FlowPSNR (Raw)32.29—Unverified
#ModelMetricClaimedVerifiedStatus
1PMNPSNR (Raw)43.16—Unverified
2SFRNPSNR (Raw)42.29—Unverified
3LEDPSNR (Raw)41.98—Unverified
4ELDPSNR (Raw)41.95—Unverified
5LRDPSNR (Raw)41.95—Unverified
#ModelMetricClaimedVerifiedStatus
1AKDTAverage PSNR35.64—Unverified
2MaIR+PSNR35.42—Unverified
3MaIRPSNR35.35—Unverified
4SCUNet SCUNetAverage PSNR35.18—Unverified
#ModelMetricClaimedVerifiedStatus
1MaIR+PSNR30.41—Unverified
2MaIRPSNR30.3—Unverified
3SCUNet SCUNetPSNR30.14—Unverified
4AKDTPSNR29.82—Unverified
#ModelMetricClaimedVerifiedStatus
1MaIR+PSNR30.08—Unverified
2MaIRPSNR28.66—Unverified
#ModelMetricClaimedVerifiedStatus
1LEDPSNR (Raw)36.67—Unverified
2LRDPSNR (Raw)36.03—Unverified
#ModelMetricClaimedVerifiedStatus
1MaIR+PSNR33.3—Unverified
2MaIRPSNR33.22—Unverified
#ModelMetricClaimedVerifiedStatus
1R3LPSNR27.67—Unverified
#ModelMetricClaimedVerifiedStatus
1BRGMLPIPS0.24—Unverified
#ModelMetricClaimedVerifiedStatus
1BRGMLPIPS0.24—Unverified
#ModelMetricClaimedVerifiedStatus
1ExposureDiffusion (UNet+paired data)PSNR (Raw)36.82—Unverified
#ModelMetricClaimedVerifiedStatus
1PNGANPSNR40.78—Unverified
#ModelMetricClaimedVerifiedStatus
1PNGANPSNR40.55—Unverified
#ModelMetricClaimedVerifiedStatus
1absDLODRMSE0.07—Unverified