CVHW / 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


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Table of contents

• Single-Image-Blind-Motion-Deblurring (non-DL)
• Single-Image-Blind-Motion-Deblurring (DL)
• Non-Blind-Deblurring
• (Multi-image/Video)-Motion-Deblurring
• Other Closely Related Works
• Defocus Deblurring and Potential Datasets
• Benchmark Datasets on Motion Deblurring

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	CVPR	Joint depth estimation and camera shake removal from single blurry image
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	Polyblur: Removing mild blur by polynomial reblurring
2021	SPIC	Fast blind deconvolution using a deeper sparse patch-wise maximum gradient prior
2021	TCSVT	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	TIP	Dynamic Scene Deblurring by Depth Guided Model
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
2020	Arxiv	Blur Invariant Kernel-Adaptive Network for Single Image Blind deblurring
2021	Arxiv	Self-supervised Exposure Trajectory Recovery for Dynamic Blur Estimation
2021	Arxiv	BANet: Blur-aware Attention Networks for Dynamic Scene Deblurring
2021	CVPR	Multi-Stage Progressive Image Restoration	Code
2021	CVPR	DeFMO: Deblurring and Shape Recovery of Fast Moving Objects	Code
2021	CVPR	Blind Deblurring for Saturated Images
2021	CVPR	Test-Time Fast Adaptation for Dynamic Scene Deblurring via Meta-Auxiliary Learning
2021	CVPR	Explore Image Deblurring via Encoded Blur Kernel Space	Code
2021	ICCV	Spatially-Adaptive Image Restoration using Distortion-Guided Networks
2021	JSTS	Degradation Aware Approach to Image Restoration Using Knowledge Distillation
2021	Arxiv	Single Image Non-uniform Blur Kernel Estimation via Adaptive Basis Decomposition
2021	Arxiv	Clean Images are Hard to Reblur: A New Clue for Deblurring
2021	CVIU	Single-image deblurring with neural networks: A comparative survey
2021	arxiv	Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding

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	Code
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
2021	CVPR	Learning Spatially-Variant MAP Models for Non-Blind Image Deblurring
2021	CVPR	Learning a Non-Blind Deblurring Network for Night Blurry Images
2021	TNNLS	Nonblind Image Deblurring via Deep Learning in Complex Field

(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	AAAI	Motion-blurred Video Interpolation and Extrapolation
2021	CVPR	Gated Spatio-Temporal Attention-Guided Video Deblurring
2021	CVPR	ARVo: Learning All-Range Volumetric Correspondence for Video Deblurring
2021	TOG	Recurrent Video Deblurring with Blur-Invariant Motion Estimation and Pixel Volumes	Code

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
2021	Arxiv	Geometric Moment Invariants to Motion Blur
2021	AAAI	Optical Flow Estimation from a Single Motion-blurred Image
2021	CVPR	Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes	Code
2021	CVPR	Improved Handling of Motion Blur in Online Object Detection
2021	CVPR	Blur, Noise, and Compression Robust Generative Adversarial Networks

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
2018	TIP	Edge-based defocus blur estimation with adaptive scale selection	Code
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
2020	Arxiv	CycleGAN with a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry
2020	Arxiv	Deep Multi-Scale Feature Learning for Defocus Blur Estimation
2021	Arxiv	Defocus Blur Detection via Salient Region Detection Prior
2021	Arxiv	Learning to Estimate Kernel Scale and Orientation of Defocus Blur with Asymmetric Coded Aperture
2021	CVPR	Iterative Filter Adaptive Network for Single Image Defocus Deblurring	Code & Dataset
2021	CVPR	Self-Generated Defocus Blur Detection via Dual Adversarial Discriminators	Code
2021	CVPRW	NTIRE 2021 Challenge for Defocus Deblurring Using Dual-pixel Images: Methods and Results
2021	ICCV	Single Image Defocus Deblurring Using Kernel-Sharing Parallel Atrous Convolutions	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 (BSD)	Efficient Spatio-Temporal Recurrent Neural Network for Video Deblurring	Dataset
2020	ECCV	Real-World Blur Dataset for Learning and Benchmarking Deblurring Algorithms	Code & Dataset
2021	CVPR	Towards Rolling Shutter Correction and Deblurring in Dynamic Scenes	Dataset

Abbreviations:

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