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 27712780 of 7282 papers

TitleStatusHype
There and Back Again: On the relation between noises, images, and their inversions in diffusion modelsCode0
Cycle-Constrained Adversarial Denoising Convolutional Network for PET Image Denoising: Multi-Dimensional Validation on Large Datasets with Reader Study and Real Low-Dose Data0
Counterfactual MRI Data Augmentation using Conditional Denoising Diffusion Generative ModelsCode0
Disentangling Disentangled Representations: Towards Improved Latent Units via Diffusion Models0
DiffPAD: Denoising Diffusion-based Adversarial Patch DecontaminationCode0
NMformer: A Transformer for Noisy Modulation Classification in Wireless CommunicationCode0
Deep Learning for 3D Point Cloud Enhancement: A Survey0
Run-Time Adaptation of Neural Beamforming for Robust Speech Dereverberation and Denoising0
st-DTPM: Spatial-Temporal Guided Diffusion Transformer Probabilistic Model for Delayed Scan PET Image Prediction0
Denoising Diffusion Probabilistic Models for Magnetic Resonance Fingerprinting0
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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