SOTAVerified

Deblurring

Deblurring is a computer vision task that involves removing the blurring artifacts from images or videos to restore the original, sharp content. Blurring can be caused by various factors such as camera shake, fast motion, and out-of-focus objects, and can result in a loss of detail and quality in the captured images. The goal of deblurring is to produce a clear, high-quality image that accurately represents the original scene.

( Image credit: Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks )

Papers

Showing 151200 of 999 papers

TitleStatusHype
Single Image Defocus Deblurring via Implicit Neural Inverse KernelsCode1
Structure Aggregation for Cross-Spectral Stereo Image Guided DenoisingCode1
Self-Supervised Blind Motion Deblurring With Deep Expectation MaximizationCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
MedDeblur: Medical Image Deblurring with Residual Dense Spatial-Asymmetric AttentionCode1
Learning Single Image Defocus Deblurring with Misaligned Training PairsCode1
Lightweight Event-based Optical Flow Estimation via Iterative DeblurringCode1
Diffusion Model Based Posterior Sampling for Noisy Linear Inverse ProblemsCode1
Let's Enhance: A Deep Learning Approach to Extreme Deblurring of Text ImagesCode1
Self-Supervised Image Restoration with Blurry and Noisy PairsCode1
Towards Real-World Video Deblurring by Exploring Blur Formation ProcessCode1
Multi-Outputs Is All You Need For DeblurCode1
PDRF: Progressively Deblurring Radiance Field for Fast and Robust Scene Reconstruction from Blurry ImagesCode1
Learning Degradation Representations for Image DeblurringCode1
Efficient Video Deblurring Guided by Motion MagnitudeCode1
Spatio-Temporal Deformable Attention Network for Video DeblurringCode1
Towards Interpretable Video Super-Resolution via Alternating OptimizationCode1
INFWIDE: Image and Feature Space Wiener Deconvolution Network for Non-blind Image Deblurring in Low-Light ConditionsCode1
Progressive Deblurring of Diffusion Models for Coarse-to-Fine Image SynthesisCode1
BayesCap: Bayesian Identity Cap for Calibrated Uncertainty in Frozen Neural NetworksCode1
D2HNet: Joint Denoising and Deblurring with Hierarchical Network for Robust Night Image RestorationCode1
A Simple Baseline for Video Restoration with Grouped Spatial-temporal ShiftCode1
Recurrent Video Restoration Transformer with Guided Deformable AttentionCode1
LenslessPiCam: A Hardware and Software Platform for Lensless Computational Imaging with a Raspberry PiCode1
Compound Multi-branch Feature Fusion for Real Image RestorationCode1
Real-Time Video Deblurring via Lightweight Motion CompensationCode1
Unsupervised Flow-Aligned Sequence-to-Sequence Learning for Video RestorationCode1
Learning Dual-Pixel Alignment for Defocus DeblurringCode1
Attentive Fine-Grained Structured Sparsity for Image RestorationCode1
VDTR: Video Deblurring with TransformerCode1
Stripformer: Strip Transformer for Fast Image DeblurringCode1
Multi-Scale Memory-Based Video DeblurringCode1
Learning to Deblur using Light Field Generated and Real Defocus ImagesCode1
Unifying Motion Deblurring and Frame Interpolation with EventsCode1
E-CIR: Event-Enhanced Continuous Intensity RecoveryCode1
Conditional Simulation Using Diffusion Schrödinger BridgesCode1
MSSNet: Multi-Scale-Stage Network for Single Image DeblurringCode1
Realistic Blur Synthesis for Learning Image DeblurringCode1
Proximal Denoiser for Convergent Plug-and-Play Optimization with Nonconvex RegularizationCode1
Flow-Guided Sparse Transformer for Video DeblurringCode1
XYDeblur: Divide and Conquer for Single Image DeblurringCode1
Deep Recurrent Neural Network with Multi-scale Bi-directional Propagation for Video DeblurringCode1
MC-Blur: A Comprehensive Benchmark for Image DeblurringCode1
Event-Based Fusion for Motion Deblurring with Cross-modal AttentionCode1
Revisiting Temporal Alignment for Video RestorationCode1
Motion-from-Blur: 3D Shape and Motion Estimation of Motion-blurred Objects in VideosCode1
Intriguing Findings of Frequency Selection for Image DeblurringCode1
DeMFI: Deep Joint Deblurring and Multi-Frame Interpolation with Flow-Guided Attentive Correlation and Recursive BoostingCode1
Restormer: Efficient Transformer for High-Resolution Image RestorationCode1
Gaussian Kernel Mixture Network for Single Image Defocus DeblurringCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BSSTNetPSNR35.98Unverified
2GShift-NetPSNR35.88Unverified
3DLEFNetPSNR35.61Unverified
4EFNetPSNR35.46Unverified
5NIREPSNR35.03Unverified
6VRTPSNR34.81Unverified
7AdaRevDPSNR34.6Unverified
8TurtlePSNR34.5Unverified
9ID-Blau (FFTformer)PSNR34.36Unverified
10XYScanNetPSNR33.91Unverified
#ModelMetricClaimedVerifiedStatus
1MAXIMPSNR (sRGB)32.83Unverified
2AdaRevDPSNR (sRGB)32.35Unverified
3ID-Blau (FFTformer)PSNR (sRGB)31.94Unverified
4LoFormerPSNR (sRGB)31.86Unverified
5CAPTNetPSNR (sRGB)31.86Unverified
6XYScanNetPSNR (sRGB)31.74Unverified
7DeepRFT+PSNR (sRGB)31.66Unverified
8ID-Blau (Restormer)PSNR (sRGB)31.66Unverified
9FFTformerPSNR (sRGB)31.62Unverified
10LaKDNetPSNR (sRGB)31.58Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)36.53Unverified
2ALGNetPSNR (sRGB)36.35Unverified
3Uformer-BPSNR (sRGB)36.22Unverified
4RestormerPSNR (sRGB)36.19Unverified
5DeepRFTPSNR (sRGB)36.11Unverified
6DeblurDiNAT-LPSNR (sRGB)36.09Unverified
7LaKDNetPSNR (sRGB)36.08Unverified
8MPRNetPSNR (sRGB)35.99Unverified
9MSSNetPSNR (sRGB)35.93Unverified
10MAXIMPSNR (sRGB)35.78Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)33.96Unverified
2MLWNetPSNR (sRGB)33.84Unverified
3ID-Blau (Stripformer)PSNR (sRGB)33.77Unverified
4ID-Blau (Restormer)PSNR (sRGB)33.11Unverified
5ALGNetPSNR (sRGB)32.94Unverified
6LoFormerPSNR (sRGB)32.9Unverified
7ID-Blau (FFTformer)PSNR (sRGB)32.88Unverified
8MAXIMPSNR (sRGB)32.84Unverified
9DeepRFT+PSNR (sRGB)32.63Unverified
10FFTformerPSNR (sRGB)32.62Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)41.19Unverified
2ALGNetPSNR (sRGB)41.16Unverified
3ID-Blau (Stripformer)PSNR (sRGB)41.06Unverified
4MLWNetPSNR (sRGB)40.69Unverified
5ID-Blau (FFTformer)PSNR (sRGB)40.45Unverified
6ID-Blau (Restormer)PSNR (sRGB)40.31Unverified
7LoFormerPSNR (sRGB)40.23Unverified
8FFTformerPSNR (sRGB)40.11Unverified
9DeepRFT+PSNR (sRGB)40.01Unverified
10StripformerPSNR (sRGB)39.84Unverified
#ModelMetricClaimedVerifiedStatus
1AdaRevDPSNR (sRGB)30.12Unverified
2UFPNetPSNR (sRGB)29.87Unverified
3ALGNetPSNR (sRGB)29.12Unverified
4Uformer-BPSNR (sRGB)29.06Unverified
5DeblurDiNAT-LPSNR (sRGB)28.98Unverified
6RestormerPSNR (sRGB)28.96Unverified
7DeepRFT+PSNR (sRGB)28.88Unverified
8MAXIMPSNR (sRGB)28.83Unverified
9MSSNetPSNR (sRGB)28.79Unverified
10MPRNetPSNR (sRGB)28.7Unverified
#ModelMetricClaimedVerifiedStatus
1MLWNetAverage PSNR34.94Unverified
2SegDeblurAverage PSNR34.63Unverified
3SFNetAverage PSNR34.35Unverified
4FSNetAverage PSNR34.31Unverified
5IRNextAverage PSNR34.08Unverified
6ConvIRAverage PSNR34.06Unverified
7Uformer-BAverage PSNR33.98Unverified
8RestormerAverage PSNR33.69Unverified
9MPRNetAverage PSNR33.61Unverified
10MIMO-UNet+Average PSNR33.37Unverified
#ModelMetricClaimedVerifiedStatus
1NAFNet (REDS)Subjective2.84Unverified
2VRT (GoPro)Subjective2.39Unverified
3VRT (REDS)Subjective1.57Unverified
4DeblurGAN InceptionSubjective1.04Unverified
5MAXIM (REDS)Subjective1.01Unverified
6Deeprft (GoPro)Subjective0.54Unverified
7Deeprft (REDS)Subjective0.46Unverified
8MPR localSubjective0.44Unverified
9MAXIM (GoPro)Subjective0.21Unverified
10Restormer localSubjective0.12Unverified
#ModelMetricClaimedVerifiedStatus
1BSSTNetPSNR34.95Unverified
2RVRTPSNR34.92Unverified
3GShift-NetPSNR34.69Unverified
4VRTPSNR34.27Unverified
5FGSTPSNR33.5Unverified
6STDANPSNR33.05Unverified
7FGSTPSNR33.03Unverified
8MB2DPSNR32.34Unverified
9CDVD-TSPPSNR32.13Unverified
10STFANPSNR31.27Unverified
#ModelMetricClaimedVerifiedStatus
1TurtlePSNR33.58Unverified
2CDVD-TSPPSNR31.58Unverified
3ESTRNNPSNR31.39Unverified
4PVDNetPSNR31.35Unverified
5DBNPSNR31.21Unverified
#ModelMetricClaimedVerifiedStatus
1VRT (GoPro)PSNR31.43Unverified
2DeblurGAN InceptionPSNR31.17Unverified
3VRT (REDS)PSNR30.98Unverified
4MAXIM (REDS)PSNR30.66Unverified
#ModelMetricClaimedVerifiedStatus
1VRTAverage PSNR36.79Unverified
2EDVR_DeblurAverage PSNR34.8Unverified
3DeblurGANAverage PSNR24.09Unverified
#ModelMetricClaimedVerifiedStatus
1MIMO-UNet + Realistic blurAverage PSNR32.08Unverified
2SRN-Deblur + Realistic blurAverage PSNR32.06Unverified
#ModelMetricClaimedVerifiedStatus
1110 Images, 4*4 Stitching, Exact Accuracy2Unverified
#ModelMetricClaimedVerifiedStatus
1MAXIM-3SPSNR32.83Unverified
#ModelMetricClaimedVerifiedStatus
1OursMAE0.04Unverified