SOTAVerified

Denoising

Denoising is a task in image processing and computer vision that aims to remove or reduce noise from an image. Noise can be introduced into an image due to various reasons, such as camera sensor limitations, lighting conditions, and compression artifacts. The goal of denoising is to recover the original image, which is considered to be noise-free, from a noisy observation.

( Image credit: Beyond a Gaussian Denoiser )

Papers

Showing 58515900 of 7282 papers

TitleStatusHype
Convergent regularization in inverse problems and linear plug-and-play denoisers0
Conversion Between CT and MRI Images Using Diffusion and Score-Matching Models0
Converting Anyone's Voice: End-to-End Expressive Voice Conversion with a Conditional Diffusion Model0
Convex Denoising using Non-Convex Tight Frame Regularization0
Convex Dual Theory Analysis of Two-Layer Convolutional Neural Networks with Soft-Thresholding0
On Convex Duality in Linear Inverse Problems0
Convex Optimization for Parallel Energy Minimization0
Convex Regularization Behind Neural Reconstruction0
Convex Variational Image Restoration with Histogram Priors0
Convolutional Bipartite Attractor Networks0
Convolutional Deep Denoising Autoencoders for Radio Astronomical Images0
Convolutional Dictionary Regularizers for Tomographic Inversion0
Convolutional Neural Generative Coding: Scaling Predictive Coding to Natural Images0
Convolutional Neural Networks Analyzed via Inverse Problem Theory and Sparse Representations0
Convolutional Neural Networks Deceived by Visual Illusions0
Convolutional Neural Networks for Spherical Signal Processing via Spherical Haar Tight Framelets0
Convolutional Neural Network Transformer (CNNT) for Fluorescence Microscopy image Denoising with Improved Generalization and Fast Adaptation0
A Bayesian Hyperprior Approach for Joint Image Denoising and Interpolation, with an Application to HDR Imaging0
Convolutional Sparse Coding with Overlapping Group Norms0
Convolution by Evolution: Differentiable Pattern Producing Networks0
Convolution Type of Metaplectic Cohen's Distribution Time-Frequency Analysis Theory, Method and Technology0
Cooling-Guide Diffusion Model for Battery Cell Arrangement0
Cooperative Denoising for Distantly Supervised Relation Extraction0
Coop-WD: Cooperative Perception with Weighting and Denoising for Robust V2V Communication0
CoordFlow: Coordinate Flow for Pixel-wise Neural Video Representation0
Sparse Bayesian Dictionary Learning with a Gaussian Hierarchical Model0
Correction by Projection: Denoising Images with Generative Adversarial Networks0
Correlation Distance Skip Connection Denoising Autoencoder (CDSK-DAE) for Speech Feature Enhancement0
Correlation Preserving Sparse Coding Over Multi-level Dictionaries for Image Denoising0
Corrupting Data to Remove Deceptive Perturbation: Using Preprocessing Method to Improve System Robustness0
Cost-Aware Routing for Efficient Text-To-Image Generation0
Sparse Coding on Cascaded Residuals0
CoT-lized Diffusion: Let's Reinforce T2I Generation Step-by-step0
CountDiffusion: Text-to-Image Synthesis with Training-Free Counting-Guidance Diffusion0
Robustifying Models Against Adversarial Attacks by Langevin Dynamics0
Counting Guidance for High Fidelity Text-to-Image Synthesis0
Coupled Analysis Dictionary Learning to inductively learn inversion: Application to real-time reconstruction of Biomedical signals0
Coupling BM3D with directional wavelet packets for image denoising0
Covariance Trees for 2D and 3D Processing0
Variational Self-Supervised Learning0
Sparse-Denoising Methods for Extracting Desaturation Transients in Cerebral Oxygenation Signals of Preterm Infants0
Sparse Dictionary Learning for Image Recovery by Iterative Shrinkage0
Crafting Parts for Expressive Object Composition0
Creatively Upscaling Images with Global-Regional Priors0
CRISPnet: Color Rendition ISP Net0
Critical Iterative Denoising: A Discrete Generative Model Applied to Graphs0
Critically Damped Third-Order Langevin Dynamics0
An ambient denoising method based on multi-channel non-negative matrix factorization for wheezing detection0
Cross-boosting of WNNM Image Denoising method by Directional Wavelet Packets0
Cross-conditioned Diffusion Model for Medical Image to Image Translation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SINDyPSNR81Unverified
2Pixel-shuffling DownsamplingPSNR38.4Unverified
3TWSCPSNR37.93Unverified
4CBDNet(Syn)PSNR37.57Unverified
5MCWNNMPSNR37.38Unverified
6Han et alPSNR35.95Unverified
7FFDNetPSNR34.4Unverified
8TNRDPSNR33.65Unverified
9CDnCNN-BPSNR32.43Unverified
10NLRNPSNR30.8Unverified
#ModelMetricClaimedVerifiedStatus
1DRUnet_Poisson_0.01Average PSNR (dB)33.92Unverified
#ModelMetricClaimedVerifiedStatus
1DRANetAverage PSNR39.64Unverified
#ModelMetricClaimedVerifiedStatus
1PCNN+RL+HMEAverage84.61Unverified