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 351400 of 999 papers

TitleStatusHype
Depth-Aware Image Compositing Model for Parallax Camera Motion BlurCode0
VDPVE: VQA Dataset for Perceptual Video EnhancementCode1
DeblurSR: Event-Based Motion Deblurring Under the Spiking RepresentationCode1
View Adaptive Light Field Deblurring Networks with Depth Perception0
Provably Convergent Plug-and-Play Quasi-Newton MethodsCode0
Blind deblurring of hyperspectral document images0
KBNet: Kernel Basis Network for Image RestorationCode2
Depth Estimation and Image Restoration by Deep Learning from Defocused Images0
LIT-Former: Linking In-plane and Through-plane Transformers for Simultaneous CT Image Denoising and DeblurringCode1
Mixed Hierarchy Network for Image RestorationCode1
Deep Learning for Event-based Vision: A Comprehensive Survey and BenchmarksCode1
Take a Prior from Other Tasks for Severe Blur Removal0
Event-guided Multi-patch Network with Self-supervision for Non-uniform Motion DeblurringCode2
I^2SB: Image-to-Image Schrödinger BridgeCode2
A survey on facial image deblurring0
Revisiting Image Deblurring with an Efficient ConvNetCode1
Learning the Night Sky with Deep Generative Priors0
GibbsDDRM: A Partially Collapsed Gibbs Sampler for Solving Blind Inverse Problems with Denoising Diffusion RestorationCode1
Image Restoration with Mean-Reverting Stochastic Differential EquationsCode2
Deep Dynamic Scene Deblurring from Optical Flow0
Blur Invariants for Image Recognition0
A Unified Framework for Event-based Frame Interpolation with Ad-hoc Deblurring in the WildCode1
Deep Feature Deblurring Diffusion for Detecting Out-of-Distribution ObjectsCode0
Non-Coaxial Event-Guided Motion Deblurring with Spatial Alignment0
Exploring Temporal Frequency Spectrum in Deep Video Deblurring0
Focal Network for Image RestorationCode1
E2NeRF: Event Enhanced Neural Radiance Fields from Blurry ImagesCode1
Multi-Scale Residual Low-Pass Filter Network for Image Deblurring0
Single Image Defocus Deblurring via Implicit Neural Inverse KernelsCode1
Single Image Deblurring with Row-dependent Blur Magnitude0
PIRNet: Privacy-Preserving Image Restoration Network via Wavelet Lifting0
Deep Discriminative Spatial and Temporal Network for Efficient Video DeblurringCode1
K3DN: Disparity-Aware Kernel Estimation for Dual-Pixel Defocus Deblurring0
Self-Supervised Blind Motion Deblurring With Deep Expectation MaximizationCode1
Neumann Network With Recursive Kernels for Single Image Defocus Deblurring0
DC2: Dual-Camera Defocus Control by Learning To Refocus0
Improving Robustness of Semantic Segmentation to Motion-Blur Using Class-Centric Augmentation0
Structure Aggregation for Cross-Spectral Stereo Image Guided DenoisingCode1
EvShutter: Transforming Events for Unconstrained Rolling Shutter CorrectionCode0
All-in-Focus Imaging From Event Focal Stack0
Self-Supervised Non-Uniform Kernel Estimation With Flow-Based Motion Prior for Blind Image DeblurringCode1
DIVA: Deep Unfolded Network from Quantum Interactive Patches for Image Restoration0
MedDeblur: Medical Image Deblurring with Residual Dense Spatial-Asymmetric AttentionCode1
NFResNet: Multi-scale and U-shaped Networks for Deblurring0
ADIR: Adaptive Diffusion for Image Reconstruction0
Multiscale Structure Guided Diffusion for Image Deblurring0
Zero-Shot Image Restoration Using Denoising Diffusion Null-Space ModelCode4
Real-time Blind Deblurring Based on Lightweight Deep-Wiener-Network0
Enhanced Fast Iterative Shrinkage Thresholding Algorithm For Linear Inverse Problem0
Learning Single Image Defocus Deblurring with Misaligned Training PairsCode1
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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
7ID-Blau (Restormer)PSNR (sRGB)31.66Unverified
8DeepRFT+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
10DeblurGAN-v2PSNR (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