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Image Deblurring

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Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 201–250 of 396 papers

TitleStatusHype
Loop Unrolled Shallow Equilibrium Regularizer (LUSER) -- A Memory-Efficient Inverse Problem Solver—0
Uncertainty-Aware Unsupervised Image Deblurring with Deep Residual Prior—0
On Adversarial Robustness of Deep Image Deblurring—0
DELAD: Deep Landweber-guided deconvolution with Hessian and sparse prior—0
R2C-GAN: Restore-to-Classify Generative Adversarial Networks for Blind X-Ray Restoration and COVID-19 ClassificationCode0
Rethinking Blur Synthesis for Deep Real-World Image Deblurring—0
Less is More: Rethinking Few-Shot Learning and Recurrent Neural Nets—0
NBD-GAP: Non-Blind Image Deblurring Without Clean Target Images—0
Generative Adversarial Network (GAN) based Image-Deblurring—0
Event-based Image Deblurring with Dynamic Motion AwarenessCode0
REPNP: Plug-and-Play with Deep Reinforcement Learning Prior for Robust Image Restoration—0
Face Deblurring using Dual Camera Fusion on Mobile Phones—0
Continuous Facial Motion DeblurringCode0
Single-image Defocus Deblurring by Integration of Defocus Map Prediction Tracing the Inverse Problem Computation—0
Non-blind optical degradation correction via frequency self-adaptive and finetune tacticsCode0
The split Gibbs sampler revisited: improvements to its algorithmic structure and augmented target distributionCode0
SVBR-NET: A Non-Blind Spatially Varying Defocus Blur Removal NetworkCode0
Ultra-High-Definition Image Deblurring via Multi-scale Cubic-MixerCode0
Robust Deep Ensemble Method for Real-world Image DenoisingCode0
Multi-scale frequency separation network for image deblurring—0
Continuous Generative Neural Networks: A Wavelet-Based Architecture in Function SpacesCode0
Comparative Analysis of Non-Blind Deblurring Methods for Noisy Blurred Images—0
Neural Maximum A Posteriori Estimation on Unpaired Data for Motion DeblurringCode0
FCL-GAN: A Lightweight and Real-Time Baseline for Unsupervised Blind Image Deblurring—0
End-to-end Learning for Joint Depth and Image Reconstruction from Diffracted Rotation—0
Beam-Shape Effects and Noise Removal from THz Time-Domain Images in Reflection Geometry in the 0.25-6 THz Range—0
Training Adaptive Reconstruction Networks for Blind Inverse Problems—0
Monotonically Convergent Regularization by Denoising—0
A Survey on Image Deblurring—0
Unfolding a blurred image—0
Deep Image Deblurring: A Survey—0
Blind Image Deblurring: a Review—0
Adaptive Single Image Deblurring—0
Point spread function estimation for blind image deblurring problems based on framelet transform—0
Unsupervised Domain-Specific Deblurring using Scale-Specific Attention—0
Deblurring via Stochastic Refinement—0
FMD-cGAN: Fast Motion Deblurring using Conditional Generative Adversarial Networks—0
SL-CycleGAN: Blind Motion Deblurring in Cycles using Sparse LearningCode0
Generative Flows as a General Purpose Solution for Inverse ProblemsCode0
Photon-Limited Deblurring using Algorithm Unrolling—0
Wide Receptive Field and Channel Attention Network for JPEG Compressed Image DeblurringCode0
Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring—0
A Deep Variational Bayesian Framework for Blind Image Deblurring—0
Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding—0
Graph Convolutional Networks in Feature Space for Image Deblurring and Super-resolution—0
Helsinki Deblur Challenge 2021: description of photographic data—0
NTIRE 2021 Challenge on Image Deblurring—0
Learning to Jointly Deblur, Demosaick and Denoise Raw Images—0
DWDN: Deep Wiener Deconvolution Network for Non-Blind Image DeblurringCode0
Evaluating COPY-BLEND Augmentation for Low Level Vision Tasks—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