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 11011150 of 1220 papers

TitleStatusHype
From Noise Modeling to Blind Image Denoising0
A Holistic Approach to Cross-Channel Image Noise Modeling and Its Application to Image Denoising0
Simultaneous Sparse Dictionary Learning and Pruning0
A Gaussian Mixture MRF for Model-Based Iterative Reconstruction with Applications to Low-Dose X-ray CT0
Plug-and-Play ADMM for Image Restoration: Fixed Point Convergence and Applications0
Graph Laplacian Regularization for Image Denoising: Analysis in the Continuous Domain0
Online Nonnegative Matrix Factorization with Outliers0
Sublabel-Accurate Convex Relaxation of Vectorial Multilabel EnergiesCode0
Con-Patch: When a Patch Meets its Context0
Patch-Ordering as a Regularization for Inverse Problems in Image ProcessingCode0
Screen Content Image Segmentation Using Sparse Decomposition and Total Variation Minimization0
Image Denoising with Kernels based on Natural Image Relations0
Adaptive Image Denoising by Mixture Adaptation0
Blind Image Denoising via Dependent Dirichlet Process Tree0
Robust Non-linear Regression: A Greedy Approach Employing Kernels with Application to Image Denoising0
Understanding Symmetric Smoothing Filters: A Gaussian Mixture Model Perspective0
Denoising and Completion of 3D Data via Multidimensional Dictionary Learning0
Weighted Schatten p-Norm Minimization for Image Denoising and Background Subtraction0
Accelerated graph-based nonlinear denoising filters0
Low-Rank Tensor Approximation With Laplacian Scale Mixture Modeling for Multiframe Image Denoising0
Learning Nonlinear Spectral Filters for Color Image Reconstruction0
Adaptive Spatial-Spectral Dictionary Learning for Hyperspectral Image Denoising0
Patch Group Based Nonlocal Self-Similarity Prior Learning for Image Denoising0
External Patch Prior Guided Internal Clustering for Image Denoising0
Fast and Effective L0 Gradient Minimization by Region FusionCode0
Efficient Sum of Outer Products Dictionary Learning (SOUP-DIL) - The _0 Method0
Principal Basis Analysis in Sparse Representation0
Multimodal sparse representation learning and applications0
Predicting distributions with Linearizing Belief NetworksCode0
Deep Gaussian Conditional Random Field Network: A Model-based Deep Network for Discriminative Denoising0
Enhanced Low-Rank Matrix Approximation0
Computational Intractability of Dictionary Learning for Sparse Representation0
Postprocessing of Compressed Images via Sequential Denoising0
Chebyshev and Conjugate Gradient Filters for Graph Image Denoising0
Trainable Nonlinear Reaction Diffusion: A Flexible Framework for Fast and Effective Image Restoration0
Parsimonious Labeling0
A note on patch-based low-rank minimization for fast image denoising0
Flexible Multi-layer Sparse Approximations of Matrices and Applications0
Image Denoising via Adaptive Soft-Thresholding Based on Non-Local Samples0
Bayesian Inference for Neighborhood Filters With Application in Denoising0
L0TV: A New Method for Image Restoration in the Presence of Impulse Noise0
Propagated Image Filtering0
A Simple Yet Effective Improvement to the Bilateral Filter for Image Denoising0
A Review Paper: Noise Models in Digital Image Processing0
Filter characteristics in image decomposition with singular spectrum analysis0
Image Denoising using Optimally Weighted Bilateral Filters: A Sure and Fast Approach0
Image Denoising Using Low Rank Minimization With Modified Noise Estimation0
Designing A Composite Dictionary Adaptively From Joint Examples0
Sparse Bayesian Dictionary Learning with a Gaussian Hierarchical Model0
Boosting of Image Denoising Algorithms0
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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
10MIRNetPSNR (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