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

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Showing 4576–4600 of 7282 papers

TitleStatusHype
ULF: Unsupervised Labeling Function Correction using Cross-Validation for Weak SupervisionCode1
Self-Guided Learning to Denoise for Robust RecommendationCode1
METRO: Efficient Denoising Pretraining of Large Scale Autoencoding Language Models with Model Generated Signals—0
BEHM-GAN: Bandwidth Extension of Historical Music using Generative Adversarial NetworksCode1
Sapinet: A sparse event-based spatiotemporal oscillator for learning in the wild—0
Unidirectional Video Denoising by Mimicking Backward Recurrent Modules with Look-ahead Forward OnesCode1
Negligible effect of brain MRI data preprocessing for tumor segmentationCode0
SUMD: Super U-shaped Matrix Decomposition Convolutional neural network for Image denoising—0
On the Generalization of BasicVSR++ to Video Deblurring and DenoisingCode2
Self-Supervised Audio-and-Text Pre-training with Extremely Low-Resource Parallel DataCode0
Simple Baselines for Image RestorationCode4
NAN: Noise-Aware NeRFs for Burst-Denoising—0
Denoising Neural Network for News Recommendation with Positive and Negative Implicit Feedback—0
Motion Artifacts Correction from Single-Channel EEG and fNIRS Signals using Novel Wavelet Packet Decomposition in Combination with Canonical Correlation Analysis—0
Real Image Denoising With a Locally-Adaptive Bitonic Filter—0
Dancing under the stars: video denoising in starlight—0
Underwater Image Enhancement Using Pre-trained Transformer—0
Low-Dose CT Denoising via Sinogram Inner-Structure Transformer—0
DeepTensor: Low-Rank Tensor Decomposition with Deep Network Priors—0
Half-sibling regression meets exoplanet imaging: PSF modeling and subtraction using a flexible, domain knowledge-driven, causal frameworkCode0
Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations—0
Total Variation Optimization Layers for Computer VisionCode1
Domain Specific Fine-tuning of Denoising Sequence-to-Sequence Models for Natural Language Summarization—0
Neural Network-augmented Kalman Filtering for Robust Online Speech Dereverberation in Noisy Reverberant Environments—0
Spectral Denoising for Microphone Classification—0
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All datasetsDarmstadt Noise DatasetDIV2KDNDiris

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SINDyPSNR81—Unverified
2Pixel-shuffling DownsamplingPSNR38.4—Unverified
3TWSCPSNR37.93—Unverified
4CBDNet(Syn)PSNR37.57—Unverified
5MCWNNMPSNR37.38—Unverified
6Han et alPSNR35.95—Unverified
7FFDNetPSNR34.4—Unverified
8TNRDPSNR33.65—Unverified
9CDnCNN-BPSNR32.43—Unverified
10NLRNPSNR30.8—Unverified
#ModelMetricClaimedVerifiedStatus
1DRUnet_Poisson_0.01Average PSNR (dB)33.92—Unverified
#ModelMetricClaimedVerifiedStatus
1DRANetAverage PSNR39.64—Unverified
#ModelMetricClaimedVerifiedStatus
1PCNN+RL+HMEAverage84.61—Unverified