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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 396 papers

TitleStatusHype
A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the WildCode1
Let's Enhance: A Deep Learning Approach to Extreme Deblurring of Text ImagesCode1
Efficient RAW Image Deblurring with Adaptive Frequency ModulationCode1
EDPN: Enhanced Deep Pyramid Network for Blurry Image RestorationCode1
Event-Based Fusion for Motion Deblurring with Cross-modal AttentionCode1
Mixed Hierarchy Network for Image RestorationCode1
Multi-Outputs Is All You Need For DeblurCode1
Multi-Stage Progressive Image RestorationCode1
Real-world Video Deblurring: A Benchmark Dataset and An Efficient Recurrent Neural NetworkCode1
Explore Image Deblurring via Blur Kernel SpaceCode1
CIE XYZ Net: Unprocessing Images for Low-Level Computer Vision TasksCode1
One-Step Diffusion Model for Image Motion-DeblurringCode1
MC-Blur: A Comprehensive Benchmark for Image DeblurringCode1
Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and LatencyCode1
Diffusion-based Event Generation for High-Quality Image DeblurringCode1
E2GS: Event Enhanced Gaussian SplattingCode1
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
Dark and Bright Channel Prior Embedded Network for Dynamic Scene DeblurringCode1
DeblurDiNAT: A Compact Model with Exceptional Generalization and Visual Fidelity on Unseen DomainsCode1
BANet: Blur-aware Attention Networks for Dynamic Scene DeblurringCode1
Efficient Image Deblurring Networks based on Diffusion ModelsCode1
Correction of out-of-focus microscopic images by deep learningCode1
DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and BetterCode1
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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