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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 501–550 of 1220 papers

TitleStatusHype
Blind2Unblind: Self-Supervised Image Denoising with Visible Blind SpotsCode1
Multi-Scale Adaptive Network for Single Image DenoisingCode1
Learning to Bound: A Generative Cramér-Rao BoundCode0
Adaptive Cross-Layer Attention for Image RestorationCode1
Selective Residual M-Net for Real Image DenoisingCode1
Towards a unified view of unsupervised non-local methods for image denoising: the NL-Ridge approachCode0
SUNet: Swin Transformer UNet for Image DenoisingCode2
C2N: Practical Generative Noise Modeling for Real-World DenoisingCode1
Ab-initio Contrast Estimation and Denoising of Cryo-EM ImagesCode1
A GAN-based Denoising Method for Chinese Stele and Rubbing Calligraphic Image—0
Reducing Redundancy in the Bottleneck Representation of the Autoencoders—0
Content-Noise Complementary Learning for Medical Image DenoisingCode1
Posterior temperature optimized Bayesian models for inverse problems in medical imagingCode0
Practical Noise Simulation for RGB Images—0
Improving the quality control of seismic data through active learning—0
On Maximum-a-Posteriori estimation with Plug & Play priors and stochastic gradient descent—0
Towards Adversarially Robust Deep Image Denoising—0
Model-Based Image Signal Processors via Learnable Dictionaries—0
MAXIM: Multi-Axis MLP for Image ProcessingCode3
Hyperspectral Image Denoising Using Non-convex Local Low-rank and Sparse Separation with Spatial-Spectral Total Variation Regularization—0
Fast and High-Quality Image Denoising via Malleable Convolutions—0
Image Denoising with Control over Deep Network HallucinationCode0
Neural Prior for Trajectory Estimation—0
KNN Local Attention for Image Restoration—0
Image Edge Restoring Filter—0
Ultrasound Speckle Suppression and Denoising using MRI-derived Normalizing Flow Priors—0
Exploring Inter-frequency Guidance of Image for Lightweight Gaussian DenoisingCode0
A Novel Image Denoising Algorithm Using Concepts of Quantum Many-Body Theory—0
EMDS-6: Environmental Microorganism Image Dataset Sixth Version for Image Denoising, Segmentation, Feature Extraction, Classification and Detection Methods Evaluation—0
Formulating Event-based Image Reconstruction as a Linear Inverse Problem with Deep Regularization using Optical FlowCode1
Improving Image Restoration by Revisiting Global Information AggregationCode2
A comparison study of CNN denoisers on PRNU extraction—0
Noise Distribution Adaptive Self-Supervised Image Denoising using Tweedie Distribution and Score Matching—0
SAR Image Despeckling Using Continuous Attention ModuleCode1
Total-Body Low-Dose CT Image Denoising using Prior Knowledge Transfer Technique with Contrastive Regularization Mechanism—0
Stochastic Solutions for Linear Inverse Problems using the Prior Implicit in a Denoiser—0
Noise2Score: Tweedie’s Approach to Self-Supervised Image Denoising without Clean Images—0
EdiBERT, a generative model for image editingCode1
Unsupervised Image Denoising with Frequency Domain KnowledgeCode1
Image denoising by Super Neurons: Why go deep?—0
IDR: Self-Supervised Image Denoising via Iterative Data RefinementCode1
ISNAS-DIP: Image-Specific Neural Architecture Search for Deep Image PriorCode1
Restormer: Efficient Transformer for High-Resolution Image RestorationCode1
Deep neural networks-based denoising models for CT imaging and their efficacy—0
Discriminative Dictionary Learning based on Statistical Methods—0
Image Denoising in FPGA using Generic Risk Estimation—0
Moment Transform-Based Compressive Sensing in Image Processing—0
SDnDTI: Self-supervised deep learning-based denoising for diffusion tensor MRICode1
Hyperspectral Mixed Noise Removal via Subspace Representation and Weighted Low-rank Tensor Regularization—0
Graph-Based Depth Denoising & Dequantization for Point Cloud Enhancement—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