SOTAVerified

Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–100 of 396 papers

TitleStatusHype
E2GS: Event Enhanced Gaussian SplattingCode1
Proximal Interacting Particle Langevin AlgorithmsCode0
A Dictionary Based Approach for Removing Out-of-Focus BlurCode0
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image DeblurringCode3
Blind Image Deblurring with FFT-ReLU Sparsity PriorCode0
DDR: Exploiting Deep Degradation Response as Flexible Image DescriptorCode0
Correlation Matching Transformation Transformers for UHD Image RestorationCode2
Principled Probabilistic Imaging using Diffusion Models as Plug-and-Play PriorsCode1
Efficient Visual State Space Model for Image DeblurringCode2
SEL-CIE: Knowledge-Guided Self-Supervised Learning Framework for CIE-XYZ Reconstruction from Non-Linear sRGB Images—0
A New Cross-Space Total Variation Regularization Model for Color Image Restoration with Quaternion Blur Operator—0
Reference-Free Image Quality Metric for Degradation and Reconstruction Artifacts—0
One-Shot Image Restoration—0
Single Stage Adaptive Multi-Attention Network for Image RestorationCode0
Efficient Concertormer for Image Deblurring and Beyond—0
Gyro-based Neural Single Image Deblurring—0
Spread Your Wings: A Radial Strip Transformer for Image Deblurring—0
Learning Enriched Features via Selective State Spaces Model for Efficient Image DeblurringCode1
Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains—0
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
A Fast Blind Deblurring Algorithm Using Local Gradient Product PriorCode0
Learning to Deblur Polarized Images—0
Deep, convergent, unrolled half-quadratic splitting for image deconvolutionCode1
Training Implicit Networks for Image Deblurring using Jacobian-Free Backpropagation—0
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
MixNet: Efficient Global Modeling for Ultra-High-Definition Image RestorationCode0
Efficient Image Deblurring Networks based on Diffusion ModelsCode1
CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networks—0
Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal AlignmentCode0
Event-based Visible and Infrared Fusion via Multi-task Collaboration—0
Unsupervised Blind Image Deblurring Based on Self-Enhancement—0
MR-VNet: Media Restoration using Volterra Networks—0
Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems—0
Image Restoration by Denoising Diffusion Models with Iteratively Preconditioned GuidanceCode1
Exploring the potential of channel interactions for image restorationCode1
ID-Blau: Image Deblurring by Implicit Diffusion-based reBLurring AUgmentationCode1
Image Deblurring using GAN—0
EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Dataset—0
Image Restoration via Frequency SelectionCode1
A Comprehensive Survey on Deep Neural Image Deblurring—0
Plug-and-Play Posterior Sampling under Mismatched Measurement and Prior ModelsCode0
Semi-Blind Image Deblurring Based on Framelet Prior—0
Neuromorphic Imaging with Joint Image Deblurring and Event Denoising—0
A Multi-scale Generalized Shrinkage Threshold Network for Image Blind Deblurring in Remote Sensing—0
Adapt and Diffuse: Sample-adaptive Reconstruction via Latent Diffusion ModelsCode0
Introducing Shape Prior Module in Diffusion Model for Medical Image Segmentation—0
Prompt-based Ingredient-Oriented All-in-One Image RestorationCode1
SAM-Deblur: Let Segment Anything Boost Image DeblurringCode1
Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolutionCode1
Learning A Coarse-to-Fine Diffusion Transformer for Image RestorationCode1
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All datasetsGoProHIDEHIDE (trained on GOPRO)RealBlur-JRealBlur-RRealBlur-R(trained on GoPro)Real-world Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1EVSSMPSNR34.5—Unverified
2MDTPSNR34.26—Unverified
3fftformerPSNR34.21—Unverified
4LoFormerPSNR34.09—Unverified
5UFPDeblurPSNR34.06—Unverified
6ALGNet-BPSNR34.05—Unverified
7MR-VNetPSNR34.04—Unverified
8Hi-IR-LPSNR33.99—Unverified
9GRLPSNR33.93—Unverified
10Instruct-IPTPSNR33.86—Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR32.35—Unverified
2EVSSMPSNR31.97—Unverified
3ALGNet-BPSNR31.68—Unverified
4M3SNetPSNR31.49—Unverified
5MAXIM-3SSSIM0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1Hi-IR-LPSNR31.64—Unverified
2M3SNetPSNR31.49—Unverified
3MHNetPSNR30.71—Unverified
#ModelMetricClaimedVerifiedStatus
1EVSSMPSNR34.15—Unverified
#ModelMetricClaimedVerifiedStatus
1EVSSMPSNR41.04—Unverified
#ModelMetricClaimedVerifiedStatus
1SDWNetPSNR35.85—Unverified
#ModelMetricClaimedVerifiedStatus
1EVSSMPSNR48.78—Unverified