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Noise Estimation

Papers

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Showing 1–50 of 114 papers

TitleStatusHype
Invertible Diffusion Models for Compressed SensingCode2
Residual Denoising Diffusion ModelsCode2
Q-Diffusion: Quantizing Diffusion ModelsCode2
D^2-DPM: Dual Denoising for Quantized Diffusion Probabilistic ModelsCode1
BiDM: Pushing the Limit of Quantization for Diffusion ModelsCode1
How to Continually Adapt Text-to-Image Diffusion Models for Flexible Customization?Code1
Dual convolutional neural network with attention for image blind denoisingCode1
3D Priors-Guided Diffusion for Blind Face RestorationCode1
Image Denoising Using Green Channel PriorCode1
RSHazeDiff: A Unified Fourier-aware Diffusion Model for Remote Sensing Image DehazingCode1
EDA-DM: Enhanced Distribution Alignment for Post-Training Quantization of Diffusion ModelsCode1
FedA3I: Annotation Quality-Aware Aggregation for Federated Medical Image Segmentation against Heterogeneous Annotation NoiseCode1
NM-FlowGAN: Modeling sRGB Noise without Paired Images using a Hybrid Approach of Normalizing Flows and GANCode1
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
Towards General Low-Light Raw Noise Synthesis and ModelingCode1
PriSTI: A Conditional Diffusion Framework for Spatiotemporal ImputationCode1
Post-training Quantization on Diffusion ModelsCode1
LeNo: Adversarial Robust Salient Object Detection Networks with Learnable NoiseCode1
BirdSoundsDenoising: Deep Visual Audio Denoising for Bird SoundsCode1
Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial TrainingCode1
Adaptive Unfolding Total Variation Network for Low-Light Image EnhancementCode1
WINNet: Wavelet-inspired Invertible Network for Image DenoisingCode1
The Fragility of Noise Estimation in Kalman Filter: Optimization Can Handle Model-MisspecificationCode1
Joint self-supervised blind denoising and noise estimationCode1
DNN-based mask estimation for distributed speech enhancement in spatially unconstrained microphone arraysCode1
Learning Camera-Aware Noise ModelsCode1
Dual Adversarial Network: Toward Real-world Noise Removal and Noise GenerationCode1
Variational Denoising Network: Toward Blind Noise Modeling and RemovalCode1
GRDN:Grouped Residual Dense Network for Real Image Denoising and GAN-based Real-world Noise ModelingCode1
Unprocessing Images for Learned Raw DenoisingCode1
Toward Convolutional Blind Denoising of Real PhotographsCode1
YOND: Practical Blind Raw Image Denoising Free from Camera-Specific Data Dependency—0
A fast sound power prediction tool for genset noise using machine learning—0
Detect and Correct: A Selective Noise Correction Method for Learning with Noisy LabelsCode0
Quantizing Diffusion Models from a Sampling-Aware Perspective—0
DGSolver: Diffusion Generalist Solver with Universal Posterior Sampling for Image RestorationCode0
Simultaneous Motion And Noise Estimation with Event CamerasCode0
Revealing higher-order neural representations of uncertainty with the Noise Estimation through Reinforcement-based Diffusion (NERD) model—0
Understanding Flatness in Generative Models: Its Role and Benefits—0
AxisPose: Model-Free Matching-Free Single-Shot 6D Object Pose Estimation via Axis Generation—0
Block Phase Tracking Reference Signal (PTRS) Allocation for DFT-s-OFDM—0
Improving the Noise Estimation of Latent Neural Stochastic Differential Equations—0
Scalable, Tokenization-Free Diffusion Model Architectures with Efficient Initial Convolution and Fixed-Size Reusable Structures for On-Device Image Generation—0
Taylor-Sensus Network: Embracing Noise to Enlighten Uncertainty for Scientific Data—0
One Homography is All You Need: IMM-based Joint Homography and Multiple Object State EstimationCode0
Diff-Shadow: Global-guided Diffusion Model for Shadow RemovalCode0
Timestep-Aware Correction for Quantized Diffusion Models—0
Convergence of the denoising diffusion probabilistic models for general noise schedules—0
DiffNorm: Self-Supervised Normalization for Non-autoregressive Speech-to-speech TranslationCode0
Polynomial Chaos Expanded Gaussian Process—0
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Benchmark Results

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