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

Showing 27512800 of 7282 papers

TitleStatusHype
Exploring Continual Learning of Diffusion Models0
Exploring Contextual Word-level Style Relevance for Unsupervised Style Transfer0
CountDiffusion: Text-to-Image Synthesis with Training-Free Counting-Guidance Diffusion0
Exploring Magnitude Preservation and Rotation Modulation in Diffusion Transformers0
A Simple Yet Effective Improvement to the Bilateral Filter for Image Denoising0
Exploring Optimal Latent Trajetory for Zero-shot Image Editing0
Exploring Position Encoding in Diffusion U-Net for Training-free High-resolution Image Generation0
Exploring Prediction Targets in Masked Pre-Training for Speech Foundation Models0
A simple blind-denoising filter inspired by electrically coupled photoreceptors in the retina0
Exploring Strategies for Personalized Radiation Therapy Part II Predicting Tumor Drift Patterns with Diffusion Models0
From Incomplete Coarse-Grained to Complete Fine-Grained: A Two-Stage Framework for Spatiotemporal Data Reconstruction0
Exploring Attribute Variations in Style-based GANs using Diffusion Models0
Exploring the Efficacy of Partial Denoising Using Bit Plane Slicing for Enhanced Fracture Identification: A Comparative Study of Deep Learning-Based Approaches and Handcrafted Feature Extraction Techniques0
Exploring the latent space of diffusion models directly through singular value decomposition0
Exploring User-level Gradient Inversion with a Diffusion Prior0
Exploring Efficient Asymmetric Blind-Spots for Self-Supervised Denoising in Real-World Scenarios0
Cost-Aware Routing for Efficient Text-To-Image Generation0
Exposing the Fake: Effective Diffusion-Generated Images Detection0
Exploring Adversarial Robustness of Multi-Sensor Perception Systems in Self Driving0
Bracket Diffusion: HDR Image Generation by Consistent LDR Denoising0
Explorative Inbetweening of Time and Space0
A Flow-based Truncated Denoising Diffusion Model for Super-resolution Magnetic Resonance Spectroscopic Imaging0
Exploiting the Exact Denoising Posterior Score in Training-Free Guidance of Diffusion Models0
Corrupting Data to Remove Deceptive Perturbation: Using Preprocessing Method to Improve System Robustness0
ExScene: Free-View 3D Scene Reconstruction with Gaussian Splatting from a Single Image0
Exploiting Temporal Attention Features for Effective Denoising in Videos0
Correlation Preserving Sparse Coding Over Multi-level Dictionaries for Image Denoising0
Extending DNN-based Multiplicative Masking to Deep Subband Filtering for Improved Dereverberation0
Extending the Use of MDL for High-Dimensional Problems: Variable Selection, Robust Fitting, and Additive Modeling0
Extensions to the Proximal Distance Method of Constrained Optimization0
External Knowledge Enhanced 3D Scene Generation from Sketch0
External Patch Prior Guided Internal Clustering for Image Denoising0
ActionDiffusion: An Action-aware Diffusion Model for Procedure Planning in Instructional Videos0
From Noise Modeling to Blind Image Denoising0
Extracting Information-rich Part of Texts using Text Denoising0
Exploiting network optimization stability for enhanced PET image denoising using deep image prior0
Exploiting multi-temporal information for improved speckle reduction of Sentinel-1 SAR images by deep learning0
Extreme Low-Light Environment-Driven Image Denoising Over Permanently Shadowed Lunar Regions With a Physical Noise Model0
Cross-boosting of WNNM Image Denoising method by Directional Wavelet Packets0
Eye-Movement behavior identification for AD diagnosis0
Correlation Distance Skip Connection Denoising Autoencoder (CDSK-DAE) for Speech Feature Enhancement0
Cross-conditioned Diffusion Model for Medical Image to Image Translation0
Exploiting Multilingualism in Low-resource Neural Machine Translation via Adversarial Learning0
FabricDiffusion: High-Fidelity Texture Transfer for 3D Garments Generation from In-The-Wild Clothing Images0
Assessing the Impact of Deep Neural Network-based Image Denoising on Binary Signal Detection Tasks0
A Poisson-Guided Decomposition Network for Extreme Low-Light Image Enhancement0
Exploiting Model Sparsity in Adaptive MPC: A Compressed Sensing Viewpoint0
FacEnhance: Facial Expression Enhancing with Recurrent DDPMs0
FaceShield: Defending Facial Image against Deepfake Threats0
Correction by Projection: Denoising Images with Generative Adversarial Networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SINDyPSNR81Unverified
2Pixel-shuffling DownsamplingPSNR38.4Unverified
3TWSCPSNR37.93Unverified
4CBDNet(Syn)PSNR37.57Unverified
5MCWNNMPSNR37.38Unverified
6Han et alPSNR35.95Unverified
7FFDNetPSNR34.4Unverified
8TNRDPSNR33.65Unverified
9CDnCNN-BPSNR32.43Unverified
10NLRNPSNR30.8Unverified
#ModelMetricClaimedVerifiedStatus
1DRUnet_Poisson_0.01Average PSNR (dB)33.92Unverified
#ModelMetricClaimedVerifiedStatus
1DRANetAverage PSNR39.64Unverified
#ModelMetricClaimedVerifiedStatus
1PCNN+RL+HMEAverage84.61Unverified