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 21712180 of 7282 papers

TitleStatusHype
Synthesis of Through-Wall Micro-Doppler Signatures of Human Motions Using Generative Adversarial Networks0
Multibranch Generative Models for Multichannel Imaging with an Application to PET/CT Synergistic Reconstruction0
NIR-Assisted Image Denoising: A Selective Fusion Approach and A Real-World Benchmark DatasetCode1
Lossy Image Compression with Foundation Diffusion Models0
Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noiseCode2
Taming Stable Diffusion for Text to 360° Panorama Image GenerationCode3
ConsistencyDet: A Few-step Denoising Framework for Object Detection Using the Consistency ModelCode0
Rethinking Transformer-Based Blind-Spot Network for Self-Supervised Image DenoisingCode2
Unveiling the potential of diffusion model-based framework with transformer for hyperspectral image classification0
Single Stage Adaptive Multi-Attention Network for Image RestorationCode0
Show:102550
← PrevPage 218 of 729Next →

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