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 9511000 of 1220 papers

TitleStatusHype
Learning Multi-Layer Transform Models0
DN-ResNet: Efficient Deep Residual Network for Image Denoising0
No-reference Image Denoising Quality Assessment0
Deep Learning for Image Denoising: A Survey0
Image Reconstruction Using Deep Learning0
Image Denoising and Super-Resolution using Residual Learning of Deep Convolutional Network0
Enhanced 3DTV Regularization and Its Applications on Hyper-spectral Image Denoising and Compressed Sensing0
A Brief Review of Real-World Color Image DenoisingCode0
Connecting Image Denoising and High-Level Vision Tasks via Deep LearningCode0
Data Dropout: Optimizing Training Data for Convolutional Neural Networks0
Deep Boosting for Image Denoising0
Performance Analysis of Plug-and-Play ADMM: A Graph Signal Processing Perspective0
Automatic Foreground Extraction from Imperfect Backgrounds using Multi-Agent Consensus Equilibrium0
PACO: Global Signal Restoration via PAtch COnsensus0
Class-Aware Fully-Convolutional Gaussian and Poisson DenoisingCode0
Low Rank Regularization: A Review0
X-GANs: Image Reconstruction Made Easy for Extreme Cases0
The Power of Complementary Regularizers: Image Recovery via Transform Learning and Low-Rank Modeling0
Deep Graph Laplacian Regularization for Robust Denoising of Real ImagesCode0
Multi-bin Trainable Linear Unit for Fast Image Restoration Networks0
U-Finger: Multi-Scale Dilated Convolutional Network for Fingerprint Image Denoising and InpaintingCode0
User Loss -- A Forced-Choice-Inspired Approach to Train Neural Networks directly by User Interaction0
A salt and pepper noise image denoising method based on the generative classification0
A Trilateral Weighted Sparse Coding Scheme for Real-World Image Denoising0
Image Restoration Using Conditional Random Fields and Scale Mixtures of Gaussians0
Sparse Representation and Non-Negative Matrix Factorization for image denoise0
Learning Personalized Representation for Inverse Problems in Medical Imaging Using Deep Neural Network0
Multimodal Image Denoising based on Coupled Dictionary Learning0
MedGAN: Medical Image Translation using GANs0
Identifying Recurring Patterns with Deep Neural Networks for Natural Image DenoisingCode0
Non-Local Recurrent Network for Image RestorationCode0
Regularization by Denoising: Clarifications and New InterpretationsCode0
A High-Quality Denoising Dataset for Smartphone Cameras0
Hyperspectral Image Denoising Employing a Spatial-Spectral Deep Residual Convolutional Neural NetworkCode0
Multi-Scale Weighted Nuclear Norm Image Restoration0
CocoNet: A deep neural network for mapping pixel coordinates to color valuesCode0
Unsupervised Learning with Stein's Unbiased Risk EstimatorCode0
Backpropagation with N-D Vector-Valued Neurons Using Arbitrary Bilinear Products0
Rate-Optimal Denoising with Deep Neural Networks0
Dynamically Unfolding Recurrent Restorer: A Moving Endpoint Control Method for Image Restoration0
Multi-level Wavelet-CNN for Image RestorationCode0
Image Denoising via Collaborative Dual-Domain Patch Filtering0
Joint Bilateral Filter for Signal Recovery from Phase Preserved Curvelet Coefficients for Image Denoising0
Real-world Noisy Image Denoising: A New BenchmarkCode0
Regional Priority Based Anomaly Detection using Autoencoders0
Multi-scale Processing of Noisy Images using Edge Preservation LossesCode0
SUNLayer: Stable denoising with generative networks0
Group Sparsity Residual with Non-Local Samples for Image Denoising0
Nonlocality-Reinforced Convolutional Neural Networks for Image DenoisingCode0
Learning Filter Bank Sparsifying Transforms0
Show:102550
← PrevPage 20 of 25Next →

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