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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 396 papers

TitleStatusHype
HINet: Half Instance Normalization Network for Image RestorationCode1
GS-Blur: A 3D Scene-Based Dataset for Realistic Image DeblurringCode1
Image Deblurring by Exploring In-depth Properties of TransformerCode1
A Mountain-Shaped Single-Stage Network for Accurate Image RestorationCode1
Image Restoration by Iterative Denoising and Backward ProjectionsCode1
Exploring the potential of channel interactions for image restorationCode1
Fast Diffusion EM: a diffusion model for blind inverse problems with application to deconvolutionCode1
Human-Aware Motion DeblurringCode1
Improving Single-Image Defocus Deblurring: How Dual-Pixel Images Help Through Multi-Task LearningCode1
End-to-end Interpretable Learning of Non-blind Image DeblurringCode1
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural NetworkCode1
A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the WildCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
Diffusion-based Event Generation for High-Quality Image DeblurringCode1
E2GS: Event Enhanced Gaussian SplattingCode1
Explore Image Deblurring via Blur Kernel SpaceCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Efficient Image Deblurring Networks based on Diffusion ModelsCode1
Efficient RAW Image Deblurring with Adaptive Frequency ModulationCode1
Intriguing Findings of Frequency Selection for Image DeblurringCode1
Deep, convergent, unrolled half-quadratic splitting for image deconvolutionCode1
Deep Stacked Hierarchical Multi-patch Network for Image DeblurringCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion RestorationCode1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
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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