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 851–900 of 7282 papers

TitleStatusHype
Graph Signal Diffusion Model for Collaborative FilteringCode1
Synthetically Enhanced: Unveiling Synthetic Data's Potential in Medical Imaging ResearchCode1
MonoDiffusion: Self-Supervised Monocular Depth Estimation Using Diffusion ModelCode1
An Analysis and Mitigation of the Reversal CurseCode1
A Deep Learning Method for Simultaneous Denoising and Missing Wedge Reconstruction in Cryogenic Electron TomographyCode1
Weakly-supervised deepfake localization in diffusion-generated imagesCode1
Image Restoration via Frequency SelectionCode1
Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot ClassificationCode1
Quantum circuit synthesis with diffusion modelsCode1
Sparse Training of Discrete Diffusion Models for Graph GenerationCode1
Combating Bilateral Edge Noise for Robust Link PredictionCode1
Generating HSR Bogie Vibration Signals via Pulse Voltage-Guided Conditional Diffusion ModelCode1
From Denoising Training to Test-Time Adaptation: Enhancing Domain Generalization for Medical Image SegmentationCode1
Generate What You Prefer: Reshaping Sequential Recommendation via Guided DiffusionCode1
D4Explainer: In-Distribution GNN Explanations via Discrete Denoising DiffusionCode1
DiffusionVID: Denoising Object Boxes with Spatio-temporal Conditioning for Video Object DetectionCode1
Customizing 360-Degree Panoramas through Text-to-Image Diffusion ModelsCode1
INCODE: Implicit Neural Conditioning with Prior Knowledge EmbeddingsCode1
SE(3) Diffusion Model-based Point Cloud Registration for Robust 6D Object Pose EstimationCode1
Multi-scale Diffusion Denoised SmoothingCode1
DALE: Generative Data Augmentation for Low-Resource Legal NLPCode1
Reliable Generation of Privacy-preserving Synthetic Electronic Health Record Time Series via Diffusion ModelsCode1
M2DF: Multi-grained Multi-curriculum Denoising Framework for Multimodal Aspect-based Sentiment AnalysisCode1
Composer Style-specific Symbolic Music Generation Using Vector Quantized Discrete Diffusion ModelsCode1
Music Augmentation and Denoising For Peak-Based Audio FingerprintingCode1
Object-aware Inversion and Reassembly for Image EditingCode1
MOFDiff: Coarse-grained Diffusion for Metal-Organic Framework DesignCode1
Provable Probabilistic Imaging using Score-Based Generative PriorsCode1
A cross Transformer for image denoisingCode1
PUCA: Patch-Unshuffle and Channel Attention for Enhanced Self-Supervised Image DenoisingCode1
Physics-guided Noise Neural Proxy for Practical Low-light Raw Image DenoisingCode1
Denoising Task Routing for Diffusion ModelsCode1
Uni-paint: A Unified Framework for Multimodal Image Inpainting with Pretrained Diffusion ModelCode1
Unsupervised Denoising for Signal-Dependent and Row-Correlated Imaging NoiseCode1
Generative Modeling on Manifolds Through Mixture of Riemannian Diffusion ProcessesCode1
Generative quantum machine learning via denoising diffusion probabilistic modelsCode1
SeeDS: Semantic Separable Diffusion Synthesizer for Zero-shot Food DetectionCode1
Denoising Diffusion Step-aware ModelsCode1
EfficientDM: Efficient Quantization-Aware Fine-Tuning of Low-Bit Diffusion ModelsCode1
Predictive microstructure image generation using denoising diffusion probabilistic modelsCode1
Generalization in diffusion models arises from geometry-adaptive harmonic representationsCode1
On Memorization in Diffusion ModelsCode1
Never Train from Scratch: Fair Comparison of Long-Sequence Models Requires Data-Driven PriorsCode1
Score dynamics: scaling molecular dynamics with picoseconds timestep via conditional diffusion modelCode1
DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform GenerationCode1
Diffusion Posterior Illumination for Ambiguity-aware Inverse RenderingCode1
High Perceptual Quality Wireless Image Delivery with Denoising Diffusion ModelsCode1
On the Posterior Distribution in Denoising: Application to Uncertainty QuantificationCode1
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-ThoughtCode1
Score Mismatching for Generative ModelingCode1
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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