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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 396 papers

TitleStatusHype
On Inverse Problems, Parameter Estimation, and Domain Generalization—0
Efficient RAW Image Deblurring with Adaptive Frequency ModulationCode1
Plug-and-Play Posterior Sampling for Blind Inverse Problems—0
An incremental algorithm for non-convex AI-enhanced medical image processing—0
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring—0
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and ResultsCode1
X-DECODE: EXtreme Deblurring with Curriculum Optimization and Domain EqualizationCode0
SIR-DIFF: Sparse Image Sets Restoration with Multi-View Diffusion Model—0
Deblur Gaussian Splatting SLAM—0
One-Step Diffusion Model for Image Motion-DeblurringCode1
DarkDeblur: Learning single-shot image deblurring in low-light conditionCode0
Near-infrared Image Deblurring and Event Denoising with Synergistic Neuromorphic Imaging—0
Towards Differential Handling of Various Blur Regions for Accurate Image Deblurring—0
Spatial and Frequency Domain Adaptive Fusion Network for Image DeblurringCode0
An Improved Optimal Proximal Gradient Algorithm for Non-Blind Image Deblurring—0
Unpaired Deblurring via Decoupled Diffusion Model—0
Efficient Transformer for High Resolution Image Motion DeblurringCode0
Image Motion Blur Removal in the Temporal Dimension with Video Diffusion Models—0
A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition—0
Diffusion-based Event Generation for High-Quality Image DeblurringCode1
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion ModelCode1
Event-based Motion Deblurring via Multi-Temporal Granularity Fusion—0
XYScanNet: A State Space Model for Single Image Deblurring—0
Deep Lidar-guided Image Deblurring—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