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

Showing 651700 of 1220 papers

TitleStatusHype
Dense residual Transformer for image denoising0
Dense-Sparse Deep Convolutional Neural Networks Training for Image Denoising0
Depth image denoising using nuclear norm and learning graph model0
Designing A Composite Dictionary Adaptively From Joint Examples0
De-speckling of Optical Coherence Tomography Images Using Anscombe Transform and a Noisier2noise Model0
Details Preserving Deep Collaborative Filtering-Based Method for Image Denoising0
Detection and Classification of Brain tumors Using Deep Convolutional Neural Networks0
Dictionary Learning Based on Sparse Distribution Tomography0
DiffDenoise: Self-Supervised Medical Image Denoising with Conditional Diffusion Models0
Differentiable Forward and Backward Fixed-Point Iteration Layers0
Diffusion Model for Generative Image Denoising0
Diffusion Prism: Enhancing Diversity and Morphology Consistency in Mask-to-Image Diffusion0
Dig2DIG: Dig into Diffusion Information Gains for Image Fusion0
Dilated Deep Residual Network for Image Denoising0
Discriminative Dictionary Learning based on Statistical Methods0
Discriminative Optimization: Theory and Applications to Computer Vision Problems0
Distributed Evolution of Deep Autoencoders0
DN-ResNet: Efficient Deep Residual Network for Image Denoising0
Domain Adaptation based on Human Feedback for Enhancing Generative Model Denoising Abilities0
Domino Denoise: An Accurate Blind Zero-Shot Denoiser using Domino Tilings0
DONNAv2 -- Lightweight Neural Architecture Search for Vision tasks0
Dose-aware Diffusion Model for 3D PET Image Denoising: Multi-institutional Validation with Reader Study and Real Low-dose Data0
Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration0
Dynamic Slimmable Denoising Network0
ECGDeDRDNet: A deep learning-based method for Electrocardiogram noise removal using a double recurrent dense network0
Edge-preserving Image Denoising via Multi-scale Adaptive Statistical Independence Testing0
Efficient and Robust Remote Sensing Image Denoising Using Randomized Approximation of Geodesics' Gramian on the Manifold Underlying the Patch Space0
Efficient automated U-Net based tree crown delineation using UAV multi-spectral imagery on embedded devices0
Efficient Blind-Spot Neural Network Architecture for Image Denoising0
Efficient Deep Image Denoising via Class Specific Convolution0
Efficient Inference of Continuous Markov Random Fields with Polynomial Potentials0
Efficient Medical Image Restoration via Reliability Guided Learning in Frequency Domain0
Efficient Image Denoising by Low-Rank Singular Vector Approximations of Geodesics' Gramian Matrix0
Efficient randomized smoothing by denoising with learned score function0
Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) - The _0 Method0
Eformer: Edge Enhancement based Transformer for Medical Image Denoising0
_0 Sparsifying Transform Learning with Efficient Optimal Updates and Convergence Guarantees0
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks0
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation0
End-to-End Learning for Structured Prediction Energy Networks0
End-to-End Unsupervised Document Image Blind Denoising0
Energy Dissipation with Plug-and-Play Priors0
Enhanced 3DTV Regularization and Its Applications on Hyper-spectral Image Denoising and Compressed Sensing0
Enhanced CNN for image denoising0
Enhanced Low-Rank Matrix Approximation0
Enhancement of a CNN-Based Denoiser Based on Spatial and Spectral Analysis0
ENSURE: A General Approach for Unsupervised Training of Deep Image Reconstruction Algorithms0
ERD: Exponential Retinex decomposition based on weak space and hybrid nonconvex regularization and its denoising application0
ERNet Family: Hardware-Oriented CNN Models for Computational Imaging Using Block-Based Inference0
Estimating Fine-Grained Noise Model via Contrastive Learning0
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Benchmark Results

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