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 651–700 of 1220 papers

TitleStatusHype
Hyperspectral Denoising Using Unsupervised Disentangled Spatio-Spectral Deep Priors—0
Synergy Between Semantic Segmentation and Image Denoising via Alternate Boosting—0
Uncertainty-aware Generalized Adaptive CycleGANCode1
EMDS-5: Environmental Microorganism Image Dataset Fifth Version for Multiple Image Analysis Tasks—0
ISCL: Interdependent Self-Cooperative Learning for Unpaired Image DenoisingCode1
NFCNN: Toward a Noise Fusion Convolutional Neural Network for Image Denoising—0
Joint self-supervised blind denoising and noise estimationCode1
Multi-Stage Progressive Image RestorationCode1
Despeckling Sentinel-1 GRD images by deep learning and application to narrow river segmentationCode0
[Re] Spatial-Adaptive Network for Single Image DenoisingCode0
An Interpretation of Regularization by Denoising and its Application with the Back-Projected Fidelity Term—0
Learning Spatial and Spatio-Temporal Pixel Aggregations for Image and Video DenoisingCode1
Blind Image Denoising and Inpainting Using Robust Hadamard AutoencodersCode0
Exploring ensembles and uncertainty minimization in denoising networks—0
Stochastic Image Denoising by Sampling from the Posterior Distribution—0
Hyperspectral Image Denoising via Multi-modal and Double-weighted Tensor Nuclear Norm—0
Image Denoising using Attention-Residual Convolutional Neural Networks—0
Deep Universal Blind Image DenoisingCode1
Context-Aware Image Denoising with Auto-Threshold Canny Edge Detection to Suppress Adversarial Perturbation—0
Hyperspectral image denoising based on global and non-local low-rank factorizationsCode1
Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy ImagesCode1
Quaternion higher-order singular value decomposition and its applications in color image processing—0
Cross-Patch Graph Convolutional Network for Image Denoising—0
Self-Supervised Image Prior Learning With GMM From a Single Noisy ImageCode0
Hyperspectral Image Denoising With Realistic DataCode1
Efficient randomized smoothing by denoising with learned score function—0
An Unsupervised Deep Learning Approach for Real-World Image DenoisingCode1
Self-supervised Bayesian Deep Learning for Image Denoising—0
NBNet: Noise Basis Learning for Image Denoising with Subspace ProjectionCode1
A Plug-and-Play Priors Framework for Hyperspectral UnmixingCode0
Memory-Efficient Hierarchical Neural Architecture Search for Image RestorationCode1
Towards Boosting the Channel Attention in Real Image Denoising : Sub-band Pyramid Attention—0
Evolutionary Variational Optimization of Generative Models—0
Learning Medical Image Denoising with Deep Dynamic Residual Attention NetworkCode1
Color Image Restoration Exploiting Inter-channel Correlation with a 3-stage CNNCode0
Artefact removal in ground truth deficient fluctuations-based nanoscopy images using deep learning—0
Bayesian Image Reconstruction using Deep Generative ModelsCode1
Noise2Kernel: Adaptive Self-Supervised Blind Denoising using a Dilated Convolutional Kernel Architecture—0
SMDS-Net: Model Guided Spectral-Spatial Network for Hyperspectral Image Denoising—0
CLEARER: Multi-Scale Neural Architecture Search for Image RestorationCode1
Adaptive noise imitation for image denoising—0
Unsupervised Deep Video DenoisingCode1
SAR Image Despeckling Based on Convolutional Denoising Autoencoder—0
Lattice Fusion Networks for Image Denoising—0
Image Denoising for Strong Gaussian Noises With Specialized CNNs for Different Frequency Components—0
Rank-One Network: An Effective Framework for Image RestorationCode1
Image Denoising by Gaussian Patch Mixture Model and Low Rank Patches—0
Robust super-resolution depth imaging via a multi-feature fusion deep networkCode1
Channel Estimation for Large Intelligent Surface Aided MISO Communications: From LMMSE to Deep Learning Solutions—0
Noise2Stack: Improving Image Restoration by Learning from Volumetric Data—0
Show:102550
← PrevPage 14 of 25Next →
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