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

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Showing 1151–1200 of 1220 papers

TitleStatusHype
Image denoising based on improved data-driven sparse representation—0
Active Mean Fields for Probabilistic Image Segmentation: Connections with Chan-Vese and Rudin-Osher-Fatemi Models—0
A new ADMM algorithm for the Euclidean median and its application to robust patch regression—0
_0 Sparsifying Transform Learning with Efficient Optimal Updates and Convergence Guarantees—0
Combined modeling of sparse and dense noise for improvement of Relevance Vector Machine—0
Weighted Schatten p-Norm Minimization for Image Denoising with Local and Nonlocal Regularization—0
An Approach for Reducing Outliers of Non Local Means Image Denoising Filter—0
Risk Estimation Without Using Stein's Lemma -- Application to Image Denoising—0
PEWA: Patch-based Exponentially Weighted Aggregation for image denoising—0
Efficient Inference of Continuous Markov Random Fields with Polynomial Potentials—0
Fast Sublinear Sparse Representation using Shallow Tree Matching Pursuit—0
Modular proximal optimization for multidimensional total-variation regularizationCode0
RENOIR - A Dataset for Real Low-Light Image Noise ReductionCode0
Image Denoising using New Adaptive Based Median Filters—0
A General Framework for Fast Stagewise Algorithms—0
Tree-based iterated local search for Markov random fields with applications in image analysis—0
Image Inpainting Using Directional Tensor Product Complex Tight Framelets—0
Optimally Stabilized PET Image Denoising Using Trilateral Filtering—0
Imaging with Kantorovich-Rubinstein discrepancy—0
Adaptive Image Denoising by Targeted Databases—0
On a new formulation of nonlocal image filters involving the relative rearrangement—0
CID: Combined Image Denoising in Spatial and Frequency Domains Using Web Images—0
Multipoint Filtering with Local Polynomial Approximation and Range Guidance—0
Covariance Trees for 2D and 3D Processing—0
Decomposable Nonlocal Tensor Dictionary Learning for Multispectral Image Denoising—0
Weighted Nuclear Norm Minimization with Application to Image Denoising—0
On the Optimal Solution of Weighted Nuclear Norm Minimization—0
iPiano: Inertial Proximal Algorithm for Non-Convex Optimization—0
Cascades of Regression Tree Fields for Image Restoration—0
A Tiered Move-making Algorithm for General Non-submodular Pairwise Energies—0
Continuous Optimization for Fields of Experts Denoising Works—0
A Split-and-Merge Dictionary Learning Algorithm for Sparse Representation—0
Revisiting loss-specific training of filter-based MRFs for image restoration—0
Learning _1-based analysis and synthesis sparsity priors using bi-level optimization—0
Insights into analysis operator learning: From patch-based sparse models to higher-order MRFs—0
Speeding-Up Convergence via Sequential Subspace Optimization: Current State and Future Directions—0
Monte Carlo non local means: Random sampling for large-scale image filtering—0
Deep Belief Networks for Image Denoising—0
Adaptive Multi-Column Deep Neural Networks with Application to Robust Image Denoising—0
Robust Transfer Principal Component Analysis with Rank Constraints—0
On a non-local spectrogram for denoising one-dimensional signals—0
Neighborhood filters and the decreasing rearrangement—0
A Non-Local Means Filter for Removing the Poisson Noise—0
On Convergent Finite Difference Schemes for Variational - PDE Based Image Processing—0
Bayesian ensemble learning for image denoising—0
Multiview Hessian Discriminative Sparse Coding for Image Annotation—0
P-HGRMS: A Parallel Hypergraph Based Root Mean Square Algorithm for Image Denoising—0
Optimization of Clustering for Clustering-based Image Denoising—0
Texture Enhanced Image Denoising via Gradient Histogram Preservation—0
Fast Patch-Based Denoising Using Approximated Patch Geodesic Paths—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