SOTAVerified

Noise Estimation

Papers

Showing 150 of 114 papers

TitleStatusHype
Invertible Diffusion Models for Compressed SensingCode2
Residual Denoising Diffusion ModelsCode2
Q-Diffusion: Quantizing Diffusion ModelsCode2
Joint self-supervised blind denoising and noise estimationCode1
LeNo: Adversarial Robust Salient Object Detection Networks with Learnable NoiseCode1
Dual convolutional neural network with attention for image blind denoisingCode1
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?Code1
Unprocessing Images for Learned Raw DenoisingCode1
D^2-DPM: Dual Denoising for Quantized Diffusion Probabilistic ModelsCode1
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation NoiseCode1
Variational Denoising Network: Toward Blind Noise Modeling and RemovalCode1
EDA-DM: Enhanced Distribution Alignment for Post-Training Quantization of Diffusion ModelsCode1
PriSTI: A Conditional Diffusion Framework for Spatiotemporal ImputationCode1
Image Denoising Using Green Channel PriorCode1
RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image DehazingCode1
3D Priors-Guided Diffusion for Blind Face RestorationCode1
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Towards General Low-Light Raw Noise Synthesis and ModelingCode1
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial TrainingCode1
WINNet: Wavelet-inspired Invertible Network for Image DenoisingCode1
BiDM: Pushing the Limit of Quantization for Diffusion ModelsCode1
GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise ModelingCode1
Learning Camera-Aware Noise ModelsCode1
NM-FlowGAN: Modeling sRGB Noise without Paired Images using a Hybrid Approach of Normalizing Flows and GANCode1
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird SoundsCode1
Adaptive Unfolding Total Variation Network for Low-Light Image EnhancementCode1
Toward Convolutional Blind Denoising of Real PhotographsCode1
Post-training Quantization on Diffusion ModelsCode1
Dual Adversarial Network: Toward Real-world Noise Removal and Noise GenerationCode1
DNN-based mask estimation for distributed speech enhancement in spatially unconstrained microphone arraysCode1
The Fragility of Noise Estimation in Kalman Filter: Optimization Can Handle Model-MisspecificationCode1
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image RestorationCode0
Detect and Correct: A Selective Noise Correction Method for Learning with Noisy LabelsCode0
Product of Gaussian Mixture Diffusion ModelsCode0
Deep learning-based blind image super-resolution with iterative kernel reconstruction and noise estimationCode0
Pyramid Real Image Denoising NetworkCode0
DCANet: Dual Convolutional Neural Network with Attention for Image Blind DenoisingCode0
Noise Estimation in Gaussian Process RegressionCode0
A Convolutional Neural Network Smartphone App for Real-Time Voice Activity DetectionCode0
Advancing Unsupervised Low-light Image Enhancement: Noise Estimation, Illumination Interpolation, and Self-RegulationCode0
Noise-based cyberattacks generating fake P300 waves in brain–computer interfacesCode0
Noise Estimation Using Density Estimation for Self-Supervised Multimodal LearningCode0
CurvPnP: Plug-and-play Blind Image Restoration with Deep Curvature DenoiserCode0
Feature-Dependent Confusion Matrices for Low-Resource NER Labeling with Noisy LabelsCode0
Cross-Validation Is All You Need: A Statistical Approach To Label Noise EstimationCode0
Making Deep Neural Networks Robust to Label Noise: a Loss Correction ApproachCode0
Experiencing the communication advantage of the Indefinite Causal OrdersCode0
Considering Image Information and Self-similarity: A Compositional Denoising NetworkCode0
Learning with Confident Examples: Rank Pruning for Robust Classification with Noisy LabelsCode0
Mitigate Target-level Insensitivity of Infrared Small Target Detection via Posterior Distribution ModelingCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1CBDNetPSNR Gap8.3Unverified
2ULRDPSNR Gap4.9Unverified
3GRDNPSNR Gap2.28Unverified
4DANetPSNR Gap2.06Unverified
5PNGANPSNR Gap0.84Unverified