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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–150 of 396 papers

TitleStatusHype
Frequency-domain Learning with Kernel Prior for Blind Image Deblurring—0
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
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
Event-based Motion Deblurring via Multi-Temporal Granularity Fusion—0
XYScanNet: A State Space Model for Single Image Deblurring—0
A Progressive Image Restoration Network for High-order Degradation Imaging in Remote Sensing—0
Deep Lidar-guided Image Deblurring—0
On Motion Blur and Deblurring in Visual Place Recognition—0
DAWN-FM: Data-Aware and Noise-Informed Flow Matching for Solving Inverse Problems—0
Towards Lensless Image Deblurring with Prior-Embedded Implicit Neural Representations in the Low-Data Regime—0
Hierarchical Information Flow for Generalized Efficient Image Restoration—0
Frequency-Aware Guidance for Blind Image Restoration via Diffusion Models—0
On Adapting Randomized Nyström Preconditioners to Accelerate Variational Image Reconstruction—0
Multi-scale Frequency Enhancement Network for Blind Image Deblurring—0
Dropout the High-rate Downsampling: A Novel Design Paradigm for UHD Image Restoration—0
Parallel Backpropagation for Inverse of a Convolution with Application to Normalizing FlowsCode0
Empirical Bayesian image restoration by Langevin sampling with a denoising diffusion implicit prior—0
F2former: When Fractional Fourier Meets Deep Wiener Deconvolution and Selective Frequency Transformer for Image Deblurring—0
Self-Supervised Multi-Scale Network for Blind Image Deblurring via Alternating Optimization—0
Misaligned Over-The-Air Computation of Multi-Sensor Data with Wiener-Denoiser NetworkCode0
A Unified Plug-and-Play Algorithm with Projected Landweber Operator for Split Convex Feasibility Problems—0
Restoring Real-World Degraded Events Improves Deblurring QualityCode0
HPPP: Halpern-type Preconditioned Proximal Point Algorithms and Applications to Image RestorationCode0
Sparse-DeRF: Deblurred Neural Radiance Fields from Sparse View—0
NSD-DIL: Null-Shot Deblurring Using Deep Identity Learning—0
Proximal Interacting Particle Langevin AlgorithmsCode0
A Dictionary Based Approach for Removing Out-of-Focus BlurCode0
Blind Image Deblurring with FFT-ReLU Sparsity PriorCode0
DDR: Exploiting Deep Degradation Response as Flexible Image DescriptorCode0
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
Blur2Blur: Blur Conversion for Unsupervised Image Deblurring on Unknown Domains—0
A Fast Blind Deblurring Algorithm Using Local Gradient Product PriorCode0
Learning to Deblur Polarized Images—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