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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 396 papers

TitleStatusHype
One Diffusion to Generate Them AllCode4
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelCode4
Blind Image Deblurring with Unknown Kernel Size and Substantial NoiseCode4
Simple Baselines for Image RestorationCode4
AdaRevD: Adaptive Patch Exiting Reversible Decoder Pushes the Limit of Image DeblurringCode3
MedSegDiff: Medical Image Segmentation with Diffusion Probabilistic ModelCode3
MAXIM: Multi-Axis MLP for Image ProcessingCode3
MaIR: A Locality- and Continuity-Preserving Mamba for Image RestorationCode2
LoFormer: Local Frequency Transformer for Image DeblurringCode2
Diffusion Prior-Based Amortized Variational Inference for Noisy Inverse ProblemsCode2
Revitalizing Convolutional Network for Image RestorationCode2
Correlation Matching Transformation Transformers for UHD Image RestorationCode2
Efficient Visual State Space Model for Image DeblurringCode2
CascadedGaze: Efficiency in Global Context Extraction for Image RestorationCode2
Hierarchical Integration Diffusion Model for Realistic Image DeblurringCode2
Denoising Diffusion Models for Plug-and-Play Image RestorationCode2
Efficient and Explicit Modelling of Image Hierarchies for Image RestorationCode2
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Efficient Frequency Domain-based Transformers for High-Quality Image DeblurringCode2
Improving Image Restoration by Revisiting Global Information AggregationCode2
Efficient RAW Image Deblurring with Adaptive Frequency ModulationCode1
NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and ResultsCode1
One-Step Diffusion Model for Image Motion-DeblurringCode1
Diffusion-based Event Generation for High-Quality Image DeblurringCode1
Unified Image Restoration and Enhancement: Degradation Calibrated Cycle Reconstruction Diffusion ModelCode1
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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