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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–200 of 396 papers

TitleStatusHype
Training Implicit Networks for Image Deblurring using Jacobian-Free Backpropagation—0
MixNet: Efficient Global Modeling for Ultra-High-Definition Image RestorationCode0
CoordGate: Efficiently Computing Spatially-Varying Convolutions in Convolutional Neural Networks—0
Unsupervised Blind Image Deblurring Based on Self-Enhancement—0
Event-based Visible and Infrared Fusion via Multi-task Collaboration—0
Spike-guided Motion Deblurring with Unknown Modal Spatiotemporal AlignmentCode0
Optimizing ADMM and Over-Relaxed ADMM Parameters for Linear Quadratic Problems—0
MR-VNet: Media Restoration using Volterra Networks—0
Image Deblurring using GAN—0
EventAid: Benchmarking Event-aided Image/Video Enhancement Algorithms with Real-captured Hybrid Dataset—0
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
Deep Richardson-Lucy Deconvolution for Low-Light Image Deblurring—0
Unfolded proximal neural networks for robust image Gaussian denoising—0
Estimation of motion blur kernel parameters using regression convolutional neural networksCode0
Decomposition Ascribed Synergistic Learning for Unified Image Restoration—0
On the unreasonable vulnerability of transformers for image restoration -- and an easy fix—0
Reference-based Motion Blur Removal: Learning to Utilize Sharpness in the Reference Image—0
Adaptive Window Pruning for Efficient Local Motion Deblurring—0
Deformable Convolutions and LSTM-based Flexible Event Frame Fusion Network for Motion Deblurring—0
Ambiguity in solving imaging inverse problems with deep learning based operators—0
Collaborative Blind Image Deblurring—0
Cycle Consistency-based Uncertainty Quantification of Neural Networks in Inverse Imaging Problems—0
Block Coordinate Plug-and-Play Methods for Blind Inverse Problems—0
Learning Sparse and Low-Rank Priors for Image Recovery via Iterative Reweighted Least Squares Minimization—0
NF-ULA: Langevin Monte Carlo with Normalizing Flow Prior for Imaging Inverse ProblemsCode0
Human from Blur: Human Pose Tracking from Blurry Images—0
DRIP: Deep Regularizers for Inverse ProblemsCode0
View Adaptive Light Field Deblurring Networks with Depth Perception—0
Blind deblurring of hyperspectral document images—0
Provably Convergent Plug-and-Play Quasi-Newton MethodsCode0
Depth Estimation and Image Restoration by Deep Learning from Defocused Images—0
Take a Prior from Other Tasks for Severe Blur Removal—0
A survey on facial image deblurring—0
Multi-Scale Residual Low-Pass Filter Network for Image Deblurring—0
Single Image Deblurring with Row-dependent Blur Magnitude—0
Non-Coaxial Event-Guided Motion Deblurring with Spatial Alignment—0
DIVA: Deep Unfolded Network from Quantum Interactive Patches for Image Restoration—0
NFResNet: Multi-scale and U-shaped Networks for Deblurring—0
Multiscale Structure Guided Diffusion for Image Deblurring—0
Enhanced Fast Iterative Shrinkage Thresholding Algorithm For Linear Inverse Problem—0
Learnable Blur Kernel for Single-Image Defocus Deblurring in the Wild—0
To be or not to be stable, that is the question: understanding neural networks for inverse problemsCode0
Perceptual Image Enhancement for Smartphone Real-Time ApplicationsCode0
Explainable bilevel optimization: an application to the Helsinki deblur challenge—0
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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