/Awesome-Deblurring

A curated list of resources for Image and Video Deblurring

Image and Video Deblurring

A curated list of resources for Image and Video Deblurring


Suggest new item
Report Bug

Table of contents

Single-Image-Blind-Motion-Deblurring (non-DL)

Year Pub Paper Repo
2006 TOG Removing camera shake from a single photograph Code & Project page
2007 CVPR Single image motion deblurring using transparency
2008 CVPR Psf estimation using sharp edge prediction Project page
2008 TOG High-quality motion deblurring from a single image Code & Project page
2009 TOG Fast motion deblurring
2009 CVPR Image deblurring and denoising using color priors Project page
2010 CVPR Efficient ̈filter flow for space-variant multiframe blind deconvolution
2010 CVPR Non-uniform deblurring for shaken images Code & Project page
2010 CVPR Denoising vs. deblurring: HDR imaging techniques using moving cameras
2010 ECCV Single image deblurring using motion density functions Project page
2010 ECCV Two-phase kernel estimation for robust motion deblurring Code & Project page
2010 NIPS Space-variant single-image blind deconvolution for removing camera shake
2011 CVPR Blind deconvolution using a normalized sparsity measure Code & Project page
2011 CVPR Blur kernel estimation using the radon transform Code
2011 CVPR Exploring aligned complementary image pair for blind motion deblurring
2011 ICCV Fast removal of non-uniform camera shake
2011 IJCV The non-parametric sub-pixel local point spread function estimation is a well posed problem
2012 ECCV Blur-kernel estimation from spectral irregularities
2012 ACCV MRF-based Blind Image Deconvolution
2013 CVPR Unnatural L0 sparse representation for natural image deblurring Code & Project page
2013 CVPR Handling noise in single image deblurring using directional filters
2013 NIPS Non-Uniform Camera Shake Removal Using a Spatially-Adaptive Sparse Penalty Project page
2013 ICCV Dynamic Scene Deblurring
2013 ICCP Edge-based blur kernel estimation using patch priors Project page & Results & Dataset
2014 CVPR Deblurring Text Images via L0 -Regularized Intensity and Gradient Prior Code & Project page
2014 CVPR Segmentation-Free Dynamic Scene Deblurring
2014 CVPR Separable Kernel for Image Deblurring
2014 CVPR Deblurring Low-light Images with Light Streaks Code & Project page
2014 ECCV Hybrid Image Deblurring by Fusing Edge and Power Spectrum Information
2014 ECCV Deblurring Face Images with Exemplars Code & Project page
2014 ECCV Blind deblurring using internal patch recurrence Code & Project page
2014 NIPS Scale Adaptive Blind Deblurring Project page
2015 CVPR Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation Project page
2015 CVPR Kernel Fusion for Better Image Deblurring Project page
2015 ICCV Class-Specific Image Deblurring Code & Project page
2015 TIP Coupled Learning for Facial Deblur
2016 CVPR Blind image deblurring using dark channel prior Code & Project page
2016 CVPR Robust Kernel Estimation with Outliers Handling for Image Deblurring Code
2016 CVPR Blind image deconvolution by automatic gradient activation
2017 CVPR Image deblurring via extreme channels prior Code & Project page
2017 CVPR From local to global: Edge profiles to camera motion in blurred images Project page & Results-on-benchmark-datasets
2017 ICCV Blind Image Deblurring with Outlier Handling Code
2017 ICCV Self-paced Kernel Estimation for Robust Blind Image Deblurring Code,Results
2017 ICCV Convergence Analysis of MAP based Blur Kernel Estimation
2018 ECCV Normalized Blind Deconvolution Code
2018 ECCV Deblurring Natural Image Using Super-Gaussian Fields Code
2019 CVPR Blind Image Deblurring With Local Maximum Gradient Prior
2019 CVPR Phase-Only Image Based Kernel Estimation for Single Image Blind Deblurring Results-on-benchmark-datasets
2019 CVPR A Variational EM Framework With Adaptive Edge Selection for Blind Motion Deblurring
2019 TIP Graph-Based Blind Image Deblurring From a Single Photograph Code
2019 TPAMI Surface-aware Blind Image Deblurring
2019 TCSVT Single Image Blind Deblurring Using Multi-Scale Latent Structure Prior
2020 ECCV OID: Outlier Identifying and Discarding in Blind Image Deblurring
2020 ECCV Enhanced Sparse Model for Blind Deblurring
2020 Arxiv Blind Image Deblurring Using Patch-Wise Minimal Pixels Regularization Code

Single-Image-Blind-Motion-Deblurring (DL)

Year Pub Paper Repo
2015 CVPR Learning a convolutional neural network for non-uniform motion blur removal Code 1,Code 2
2015 BMVC Convolutional neural networks for direct text deblurring Code and Project Page
2016 ECCV A neural approach to blind motion deblurring Code
2016 PAMI Learning to deblur
2017 CVPR Deep multi-scale convolutional neural network for dynamic scene deblurring Code
2017 CVPR From Motion Blur to Motion Flow: A Deep Learning Solution for Removing Heterogeneous Motion Blur Code & Project page
2017 ICCV Blur-Invariant Deep Learning for Blind Deblurring
2017 ICCV Learning to Super-resolve Blurry Face and Text Images Code & Project page
2017 ICCV Learning Discriminative Data Fitting Functions for Blind Image Deblurring Code
2018 ICIP Semi-supervised Learning of Camera Motion from a Blurred Image
2018 TIP Motion blur kernel estimation via deep learning Code & Project page
2018 CVPR Deep Semantic Face Deblurring Code
2018 CVPR Learning a Discriminative Prior for Blind Image Deblurring Code & Project page
2018 CVPR Dynamic Scene Deblurring Using Spatially Variant Recurrent Neural Networks Code
2018 CVPR Scale-recurrent network for deep image deblurring Code
2018 CVPR Deblurgan: Blind motion deblurring using conditional adversarial networks Code-Pytorch
2018 ECCV Unsupervised Class-Specific Deblurring
2018 BMVC Gated Fusion Network for Joint Image Deblurring and Super-Resolution Code
2019 WACV Gyroscope-Aided Motion Deblurring with Deep Networks Code
2019 CVPR Deep Plug-And-Play Super-Resolution for Arbitrary Blur Kernels Code
2019 CVPR Dynamic Scene Deblurring With Parameter Selective Sharing and Nested Skip Connections
2019 CVPR Deep Stacked Hierarchical Multi-Patch Network for Image Deblurring Code
2019 CVPR Unsupervised Domain-Specific Deblurring via Disentangled Representations Code
2019 CVPR Bringing Alive Blurred Moments Project page & Results-on-benchmark-datasets
2019 CVPR Douglas-Rachford Networks: Learning Both the Image Prior and Data Fidelity Terms for Blind Image Deconvolution
2019 ICCV DeblurGAN-v2: Deblurring (Orders-of-Magnitude) Faster and Better Code
2019 ICCV (HIDE) Human-Aware Motion Deblurring
2019 BMVC Blind image deconvolution using deep generative priors
2019 ACMMM Tell Me Where It is Still Blurry: Adversarial Blurred Region Mining and Refining
2019 IJCV Joint Face Hallucination and Deblurring via Structure Generation and Detail Enhancement Code
2020 AAAI Learning to Deblur Face Images via Sketch Synthesis
2020 AAAI Region-Adaptive Dense Network for Efficient Motion Deblurring
2020 WACV DAVID: Dual-Attentional Video Deblurring
2020 CVPR Neural Blind Deconvolution Using Deep Priors Code
2020 CVPR Spatially-Attentive Patch-Hierarchical Network for Adaptive Motion Deblurring
2020 CVPR Deblurring by Realistic Blurring
2020 CVPR Learning Event-Based Motion Deblurring
2020 CVPR Efficient Dynamic Scene Deblurring Using Spatially Variant Deconvolution Network With Optical Flow Guided Training
2020 CVPR Deblurring using Analysis-Synthesis Networks Pair
2020 ECCV Multi-Temporal Recurrent Neural Networks For Progressive Non-Uniform Single Image Deblurring With Incremental Temporal Training
2020 TIP Efficient and Interpretable Deep Blind Image Deblurring Via Algorithm Unrolling
2020 TIP Deblurring Face Images using Uncertainty Guided Multi-Stream Semantic Networks Code
2020 TIP Dark and bright channel prior embedded network for dynamic scene deblurring Code
2020 IEEEAccess Scale-Iterative Upscaling Network for Image Deblurring Code
2020 ACCV Human Motion Deblurring using Localized Body Prior
2020 TCI Blind Image Deconvolution using Deep Generative Priors
2021 Arxiv BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring
2021 CVPR Multi-Stage Progressive Image Restoration Code
2021 JSTS Degradation Aware Approach to Image Restoration Using Knowledge Distillation

Non-Blind-Deblurring

Year Pub Paper Repo
2006 IJCV Image deblurring in the presence of impulsive noise
2009 NIPS Fast image deconvolution using hyper-laplacian priors Code & Project page
2011 PAMI Richardson-Lucy Deblurring for Scenes under a Projective Motion Path
2011 ICCV Handling outliers in non-blind image deconvolution Code
2011 ICCV From learning models of natural image patches to whole image restoration Code
2012 TIP Bm3d frames and variational image deblurring
2012 TIP Robust image deblurring with an inaccurate blur kernel Code
2013 CVPR A machine learning approach for non-blind image deconvolution Code & Project page
2013 CVPR Discriminative non-blind deblurring Code
2014 TIP A general framework for regularized, similarity-based image restoration Code & Project page
2014 NIPS Deep convolutional neural network for image deconvolution Code & Project page
2014 CVPR Shrinkage fields for effective image restoration Code
2014 ECCV Good Image Priors for Non-blind Deconvolution: Generic vs Specific Project page
2016 CVIP Fast Non-Blind Image De-blurring With Sparse Priors
2017 TIP Partial Deconvolution With Inaccurate Blur Kernel
2017 ICCP Fast non-blind deconvolution via regularized residual networks with long/short skip-connections Code, Project Page
2017 CVPR Noise-Blind Image Deblurring
2017 CVPR Learning Deep CNN Denoiser Prior for Image Restoration Code
2017 CVPR Learning Fully Convolutional Networks for Iterative Non-blind Deconvolution Code
2017 ICCV Learning proximal operators: Using denoising networks for regularizing inverse imaging problems
2017 ICCV Learning to push the limits of efficient fft-based image deconvolution Code
2017 NIPS Deep Mean-Shift Priors for Image Restoration Code
2018 ICIP Modeling Realistic Degradations in Non-Blind Deconvolution
2018 CVPR Non-blind Deblurring: Handling Kernel Uncertainty with CNNs Project page & Results-on-benchmark-datasets
2018 CVPR Deep image prior Code
2018 ECCV Learning Data Terms for Non-blind Deblurring
2018 NIPS Deep Non-Blind Deconvolution via Generalized Low-Rank Approximation Code
2019 ICLR Deep decoder: Concise image representations from untrained non-convolutional networks Code
2019 ICCVW Image deconvolution with deep image and kernel priors
2019 TPAMI Denoising prior driven deep neural network for image restoration
2020 CVPR Variational-EM-Based Deep Learning for Noise-Blind Image Deblurring Project page & Results-on-benchmark-datasets
2020 CVPR Deep Learning for Handling Kernel/model Uncertainty in Image Deconvolution Project page & Results-on-benchmark-datasets
2020 ECCV End-to-end interpretable learning of non-blind image deblurring
2020 EUSIPCO Bp-dip: A backprojection based deep image prior Code
2020 NIPS Deep Wiener Deconvolution: Wiener Meets Deep Learning for Image Deblurring
2020 TNLS Learning deep gradient descent optimization for image deconvolution Code
2020 TCI Neumann networks for linear inverse problems in imaging Code
2020 Arxiv The Maximum Entropy on the Mean Method for Image Deblurring

(Multi-image/Video)-Motion-Deblurring

Year Pub Paper Repo
2007 TOG Image Deblurring with Blurred/Noisy Image Pairs
2008 CVPR Robust dual motion deblurring
2009 JCP Blind motion deblurring using multiple images
2010 CVPR Robust flash deblurring
2010 CVPR Efficient filter flow for space-variant multiframe blind deconvolution
2012 ECCV Deconvolving PSFs for A Better Motion Deblurring using Multiple Images
2012 TIP Robust multichannel blind deconvolution via fast alternating minimization
2012 CGF Registration Based Non-uniform Motion Deblurring
2012 TOG Video deblurring for hand-held cameras using patch-based synthesis Project page
2013 CVPR Multi-image Blind Deblurring Using a Coupled Adaptive Sparse Prior Code & Project page
2014 CVPR Multi-Shot Imaging: Joint Alignment, Deblurring and Resolution Enhancement Project page
2014 CVPR Gyro-Based Multi-Image Deconvolution for Removing Handshake Blur Project Page
2014 ECCV Modeling Blurred Video with Layers Project page, Results & Dataset
2015 CVPR Burst Deblurring: Removing Camera Shake Through Fourier Burst Accumulation
2015 TCI Hand-held video deblurring via efficient fourier aggregation Project page & Results
2015 TIP Removing camera shake via weighted fourier burst accumulation
2015 CVPR Generalized Video Deblurring for Dynamic Scenes Code & Project page
2015 CVPR Intra-Frame Deblurring by Leveraging Inter-Frame Camera Motion Project page
2016 ECCV Stereo video deblurring
2017 CVPR Simultaneous stereo video deblurring and scene flow estimation
2017 CVPR Deep Video Deblurring for Hand-Held Cameras Code
2017 CVPR Light Field Blind Motion Deblurring code
2017 ICCV Video Deblurring via Semantic Segmentation and Pixel-Wise Non-Linear Kernel Project page
2017 ICCV Online Video Deblurring via Dynamic Temporal Blending Network Code
2018 ECCV Burst Image Deblurring Using Permutation Invariant Convolutional Neural Networks Project page
2018 ECCV Joint Blind Motion Deblurring and Depth Estimation of Light Field
2018 ICCP Reblur2deblur: Deblurring videos via self-supervised learning
2018 Arxiv LSD-Joint Denoising and Deblurring of Short and Long Exposure Images with Convolutional Neural Networks
2019 TIP Adversarial Spatio-Temporal Learning for Video Deblurring Code
2019 CVPR Recurrent Neural Networks With Intra-Frame Iterations for Video Deblurring
2019 CVPR DAVANet: Stereo Deblurring With View Aggregation Code
2019 CVPR_W A Deep Motion Deblurring Network based on Per-Pixel Adaptive Kernels with Residual Down-Up and Up-Down Modules
2019 ICCV Spatio-Temporal Filter Adaptive Network for Video Deblurring Project page, Code
2019 ICCV Face Video Deblurring using 3D Facial Priors Code
2019 SPL Deep Recurrent Network for Fast and Full-Resolution Light Field Deblurring
2019 ICCV_W Deep Video Deblurring: The Devil is in the Details Code
2020 CVPR Cascaded Deep Video Deblurring Using Temporal Sharpness Prior Code
2020 CVPR Blurry Video Frame Interpolation Code
2020 ECCV Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring Code
2020 ECCV Learning Event-Driven Video Deblurring and Interpolation
2020 TIP Blur Removal Via Blurred-Noisy Image Pair
2020 TCSVT Recursive Neural Network for Video Deblurring
2021 CVPR Gated Spatio-Temporal Attention-Guided Video Deblurring

Challenges on Motion Deblurring

Year Pub Paper Repo
2019 CVPR_W NTIRE 2019 Challenge on Video Deblurring: Methods and Results
2019 CVPR_W NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study
2019 CVPR_W EDVR: Video Restoration with Enhanced Deformable Convolutional Networks Code-Pytorch
2020 CVPR_W Ntire 2020 challenge on image and video deblurring
2020 CVPR_W Deploying Image Deblurring across Mobile Devices: A Perspective of Quality and Latency
2020 CVPR_W High-Resolution Dual-Stage Multi-Level Feature Aggregation for Single Image and Video Deblurring

Other Closely Related Works

Year Pub Paper Repo
2013 TOG A No-Reference Metric for Evaluating The Quality of Motion Deblurring Code & Project Page
2018 CVPR Learning to extract a video sequence from a single motion-blurred image
2019 CVPR Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera Code
2019 CVPR Learning to Extract Flawless Slow Motion From Blurry Videos Code
2019 CVPR Learning to Synthesize Motion Blur Code, Project page
2019 CVPR World from blur
2019 ICCV FAB: A Robust Facial Landmark Detection Framework for Motion-Blurred Videos Code
2019 ICCV Visual Deprojection: Probabilistic Recovery of Collapsed Dimensions
2020 CVPR-W Photosequencing of Motion Blur using Short and Long Exposures Project Page
2020 ACM-MM Every Moment Matters: Detail-Aware Networks to Bring a Blurry Image Alive
2020 NIPS Watch out! Motion is Blurring Blurring the Vision of Your Deep Neural Networks Code

Defocus Deblurring and Potential Datasets

Year Pub Paper Repo
2009 ICCP What are Good Apertures for Defocus Deblurring?
2012 ICASSP Spatially-varying out-of-focus image deblurring with L1-2 optimization and a guided blur map
2013 ICASSP Removing out-of-focus blur from similar image pairs
2014 CVPR Discriminative Blur Detection Features Project Page
2015 CVPR Just Noticeable Defocus Blur Detection and Estimation Project Page
2016 Spatially Variant Defocus Blur Map Estimation and Deblurring from a Single Image Code
2017 BMVC Depth Estimation and Blur Removal from a Single Out-of-focus Image
2017 CVPR Spatially-Varying Blur Detection Based on Multiscale Fused and Sorted Transform Coefficients of Gradient Magnitudes Code
2017 ICCV Learning to Synthesize a 4D RGBD Light Field from a Single Image Dataset and Project Page
2018 ECCV Refocusgan: Scene refocusing using a single image
2018 ECCV_W Deep Depth from Defocus: how can defocus blur improve 3D estimation using dense neural networks? Code & Dataset
2018 PG Defocus and Motion Blur Detection with Deep Contextual Features Code & Dataset
2019 CVPR Deep Defocus Map Estimation using Domain Adaptation Code & Dataset
2019 CVPR DeFusionNET: Defocus Blur Detection via Recurrently Fusing and Refining Multi-Scale Deep Features
2020 ECCV Defocus Deblurring Using Dual-Pixel Data
2020 ECCV Rethinking the Defocus Blur Detection Problem and A Real-Time Deep DBD Model
2020 ECCV Defocus Blur Detection via Depth Distillation Code

Benchmark Datasets on Motion Deblurring

Year Pub Paper Repo
2009 CVPR Understanding and evaluating blind deconvolution algorithms Dataset
2012 ECCV Recording and playback of camera shake: benchmarking blind deconvolution with a real-world database Dataset
2013 ICCP Edge-based blur kernel estimation using patch priors Dataset
2016 CVPR A Comparative Study for Single Image Blind Deblurring Dataset
2017 CVPR (GOPRO) Deep multi-scale convolutional neural network for dynamic scene deblurring Dataset
2017 CVPR Deep Video Deblurring for Hand-Held Cameras Dataset
2019 CVPR (Stereo Blur Dataset) Stereo Deblurring With View Aggregation Dataset
2019 CVPR_W (REDS) NTIRE 2019 Challenge on Video Deblurring and Super-Resolution: Dataset and Study Dataset
2019 ICCV (HIDE) Human-Aware Motion Deblurring Dataset
2020 CVPR Deblurring by Realistic Blurring Dataset
2020 CVPR Learning Event-Based Motion Deblurring
2020 ECCV Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring Code & Dataset
2020 ECCV Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms Code & Dataset

Abbreviations:

  • DL -> Deep Learning
  • non-DL -> non-Deep Learning