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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1001–1050 of 7282 papers

TitleStatusHype
Microscopy image reconstruction with physics-informed denoising diffusion probabilistic modelCode1
Microscopy Image Restoration using Deep Learning on W2SCode1
MIDMs: Matching Interleaved Diffusion Models for Exemplar-based Image TranslationCode1
MiLA: Multi-view Intensive-fidelity Long-term Video Generation World Model for Autonomous DrivingCode1
DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion ModelsCode1
DiffO: Single-step Diffusion for Image Compression at Ultra-Low BitratesCode1
Empowering Diffusion Models on the Embedding Space for Text GenerationCode1
DiffPack: A Torsional Diffusion Model for Autoregressive Protein Side-Chain PackingCode1
MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality SequencesCode1
Burst Image Restoration and EnhancementCode1
Diffusion Model for Dense MatchingCode1
Burstormer: Burst Image Restoration and Enhancement TransformerCode1
DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging LoadCode1
DifFIQA: Face Image Quality Assessment Using Denoising Diffusion Probabilistic ModelsCode1
Diff-IP2D: Diffusion-Based Hand-Object Interaction Prediction on Egocentric VideosCode1
Conditional Consistency Guided Image Translation and EnhancementCode1
Cached Multi-Lora Composition for Multi-Concept Image GenerationCode1
A Neural-Network-Based Convex Regularizer for Inverse ProblemsCode1
Model Reveals What to Cache: Profiling-Based Feature Reuse for Video Diffusion ModelsCode1
DiffFashion: Reference-based Fashion Design with Structure-aware Transfer by Diffusion ModelsCode1
A Neural Space-Time Representation for Text-to-Image PersonalizationCode1
ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic ForecastingCode1
Differentiable Manifold Reconstruction for Point Cloud DenoisingCode1
DiffPO: A causal diffusion model for learning distributions of potential outcomesCode1
DiffCMR: Fast Cardiac MRI Reconstruction with Diffusion Probabilistic ModelsCode1
DiffCharge: Generating EV Charging Scenarios via a Denoising Diffusion ModelCode1
DiffDA: a Diffusion Model for Weather-scale Data AssimilationCode1
DiffAR: Denoising Diffusion Autoregressive Model for Raw Speech Waveform GenerationCode1
DialogLM: Pre-trained Model for Long Dialogue Understanding and SummarizationCode1
DiAMoNDBack: Diffusion-denoising Autoregressive Model for Non-Deterministic Backmapping of Cα Protein TracesCode1
Chip Placement with Diffusion ModelsCode1
Civil Rephrases Of Toxic Texts With Self-Supervised TransformersCode1
Diff-E: Diffusion-based Learning for Decoding Imagined Speech EEGCode1
DiffPortrait3D: Controllable Diffusion for Zero-Shot Portrait View SynthesisCode1
Diffusion Action SegmentationCode1
DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly DetectionCode1
Designing and Training of A Dual CNN for Image DenoisingCode1
DETA: Denoised Task Adaptation for Few-Shot LearningCode1
DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion DelineationCode1
A Flexible Framework for Designing Trainable Priors with Adaptive Smoothing and Game EncodingCode1
Deterministic Image-to-Image Translation via Denoising Brownian Bridge Models with Dual ApproximatorsCode1
3D Quasi-Recurrent Neural Network for Hyperspectral Image DenoisingCode1
DenoMamba: A fused state-space model for low-dose CT denoisingCode1
A Poisson-Gaussian Denoising Dataset with Real Fluorescence Microscopy ImagesCode1
Denoising Task Routing for Diffusion ModelsCode1
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation LearningCode1
Devil is in the Uniformity: Exploring Diverse Learners within Transformer for Image RestorationCode1
Denoising Normalizing FlowCode1
Denoising of 3D MR images using a voxel-wise hybrid residual MLP-CNN model to improve small lesion diagnostic confidenceCode1
A Physics-based Noise Formation Model for Extreme Low-light Raw DenoisingCode1
Show:102550
← PrevPage 21 of 146Next →
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