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 951999 of 999 papers

TitleStatusHype
Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation0
Blur Kernel Estimation Using Normalized Color-Line Prior0
Kernel Fusion for Better Image Deblurring0
Rolling Shutter Motion Deblurring0
Defocus Deblurring and Superresolution for Time-of-Flight Depth Cameras0
Geometry-Aware Neighborhood Search for Learning Local Models for Image Reconstruction0
Learning a Convolutional Neural Network for Non-uniform Motion Blur Removal0
Improved Image Deblurring based on Salient-region Segmentation0
Fixed Point Algorithm Based on Quasi-Newton Method for Convex Minimization Problem with Application to Image Deblurring0
Inexact Alternating Direction Method Based on Newton descent algorithm with Application to Poisson Image Deblurring0
First order algorithms in variational image processing0
Scale Adaptive Blind Deblurring0
A Regularization Approach to Blind Deblurring and Denoising of QR Barcodes0
Recent Progress in Image Deblurring0
Bi-l0-l2-Norm Regularization for Blind Motion Deblurring0
A fast patch-dictionary method for whole image recovery0
Motion Deblurring for Plenoptic Images0
Joint Depth Estimation and Camera Shake Removal from Single Blurry Image0
Deblurring Text Images via L0-Regularized Intensity and Gradient Prior0
Deblurring Low-light Images with Light Streaks0
Multi-Shot Imaging: Joint Alignment, Deblurring and Resolution-Enhancement0
Separable Kernel for Image Deblurring0
Discriminative Blur Detection Features0
Gyro-Based Multi-Image Deconvolution for Removing Handshake Blur0
Segmentation-Free Dynamic Scene Deblurring0
Group-based Sparse Representation for Image RestorationCode0
Image Restoration Using Joint Statistical Modeling in Space-Transform Domain0
Cascades of Regression Tree Fields for Image Restoration0
New explicit thresholding/shrinkage formulas for one class of regularization problems with overlapping group sparsity and their applications0
Total variation with overlapping group sparsity for image deblurring under impulse noise0
Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty0
A Robust Alternating Direction Method for Constrained Hybrid Variational Deblurring Model0
Faster gradient descent and the efficient recovery of images0
A Framework for the Analysis of Computational Imaging Systems with Practical Applications0
Non-Uniform Blind Deblurring with a Spatially-Adaptive Sparse Prior0
Dense 3D Reconstruction from Severely Blurred Images Using a Single Moving Camera0
Non-uniform Motion Deblurring for Bilayer Scenes0
Unnatural L0 Sparse Representation for Natural Image Deblurring0
Blur Processing Using Double Discrete Wavelet Transform0
Handling Noise in Single Image Deblurring Using Directional Filters0
Learning to Estimate and Remove Non-uniform Image Blur0
Multi-image Blind Deblurring Using a Coupled Adaptive Sparse Prior0
Discriminative Non-blind Deblurring0
Sparse Norm Filtering0
Kernel Estimation from Salient Structure for Robust Motion Deblurring0
Blind Image Deblurring by Spectral Properties of Convolution Operators0
Solving Inverse Problems with Piecewise Linear Estimators: From Gaussian Mixture Models to Structured Sparsity0
Fast Image Deconvolution using Hyper-Laplacian Priors0
Pointwise shape-adaptive DCT for high-quality deblocking of compressed color images0
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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