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Image Deblurring

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Papers

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Showing 251–300 of 396 papers

TitleStatusHype
Photon-Limited Deblurring using Algorithm Unrolling—0
Physics-Based Generative Adversarial Models for Image Restoration and Beyond—0
Plug-and-Play Posterior Sampling for Blind Inverse Problems—0
Unfolded proximal neural networks for robust image Gaussian denoising—0
Point spread function estimation for blind image deblurring problems based on framelet transform—0
Pyramid Architecture Search for Real-Time Image Deblurring—0
Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms—0
Recent Progress in Image Deblurring—0
Reference-based Motion Blur Removal: Learning to Utilize Sharpness in the Reference Image—0
Reference-Free Image Quality Metric for Degradation and Reconstruction Artifacts—0
Regularization by Denoising via Fixed-Point Projection (RED-PRO)—0
REPNP: Plug-and-Play with Deep Reinforcement Learning Prior for Robust Image Restoration—0
Residual Expansion Algorithm: Fast and Effective Optimization for Nonconvex Least Squares Problems—0
Rethinking Blur Synthesis for Deep Real-World Image Deblurring—0
Robust Kernel Estimation With Outliers Handling for Image Deblurring—0
Scale Adaptive Blind Deblurring—0
Scene-Adapted Plug-and-Play Algorithm with Guaranteed Convergence: Applications to Data Fusion in Imaging—0
SEL-CIE: Knowledge-Guided Self-Supervised Learning Framework for CIE-XYZ Reconstruction from Non-Linear sRGB Images—0
Select Good Regions for Deblurring based on Convolutional Neural Networks—0
Self-Paced Kernel Estimation for Robust Blind Image Deblurring—0
Self-Supervised Multi-Scale Network for Blind Image Deblurring via Alternating Optimization—0
Semantic-aware Image Deblurring—0
Semi-Blind Image Deblurring Based on Framelet Prior—0
Separable Kernel for Image Deblurring—0
SharpGAN: Receptive Field Block Net for Dynamic Scene Deblurring—0
Single Frame Deblurring with Laplacian Filters—0
Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior—0
Effects of Blur and Deblurring to Visual Object Tracking—0
Single Image Deblurring with Row-dependent Blur Magnitude—0
Single-image Defocus Deblurring by Integration of Defocus Map Prediction Tracing the Inverse Problem Computation—0
Single Image Optical Flow Estimation with an Event Camera—0
SIR-DIFF: Sparse Image Sets Restoration with Multi-View Diffusion Model—0
Sparse-DeRF: Deblurred Neural Radiance Fields from Sparse View—0
Motion Deblurring with an Adaptive Network—0
Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring—0
Spatially Variant Linear Representation Models for Joint Filtering—0
Spread Your Wings: A Radial Strip Transformer for Image Deblurring—0
Support Driven Wavelet Frame-based Image Deblurring—0
Take a Prior from Other Tasks for Severe Blur Removal—0
The Practicality of Stochastic Optimization in Imaging Inverse Problems—0
Total variation with overlapping group sparsity for image deblurring under impulse noise—0
Total Variation with Overlapping Group Sparsity and Lp Quasinorm for Infrared Image Deblurring under Salt-and-Pepper Noise—0
Towards Differential Handling of Various Blur Regions for Accurate Image Deblurring—0
Towards Lensless Image Deblurring with Prior-Embedded Implicit Neural Representations in the Low-Data Regime—0
Training Adaptive Reconstruction Networks for Blind Inverse Problems—0
Training Implicit Networks for Image Deblurring using Jacobian-Free Backpropagation—0
Uncertainty-Aware Unsupervised Image Deblurring with Deep Residual Prior—0
Unfolding a blurred image—0
Unnatural L0 Sparse Representation for Natural Image Deblurring—0
Unpaired Deblurring via Decoupled Diffusion Model—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