Motion-Based Motion Deblurring
IEEE Transactions on Pattern Analysis and Machine Intelligence
Two motion-blurred images are better than one
Pattern Recognition Letters - Special issue: In memoriam Azriel Rosenfeld
Fields of Experts: A Framework for Learning Image Priors
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Extrapolation, Interpolation, and Smoothing of Stationary Time Series
Extrapolation, Interpolation, and Smoothing of Stationary Time Series
Removing camera shake from a single photograph
ACM SIGGRAPH 2006 Papers
Coded exposure photography: motion deblurring using fluttered shutter
ACM SIGGRAPH 2006 Papers
Probability Distributions Involving Gaussian Random Variables: A Handbook for Engineers, Scientists and Mathematicians
Estimating the "Wrong" Graphical Model: Benefits in the Computation-Limited Setting
The Journal of Machine Learning Research
Image deblurring with blurred/noisy image pairs
ACM SIGGRAPH 2007 papers
Image and depth from a conventional camera with a coded aperture
ACM SIGGRAPH 2007 papers
A variational approach for Bayesian blind image deconvolution
IEEE Transactions on Signal Processing
ForWaRD: Fourier-wavelet regularized deconvolution for ill-conditioned systems
IEEE Transactions on Signal Processing
ACM SIGGRAPH Asia 2008 papers
Invertible motion blur in video
ACM SIGGRAPH 2009 papers
The Use of Residuals in Image Denoising
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
ACM SIGGRAPH Asia 2009 papers
Anti-shaking Algorithm for the Mobile Phone Camera in Dim Light Conditions
PCM '09 Proceedings of the 10th Pacific Rim Conference on Multimedia: Advances in Multimedia Information Processing
Low cost blur image detection and estimation for mobile devices
ICACT'09 Proceedings of the 11th international conference on Advanced Communication Technology - Volume 3
Image deblurring using inertial measurement sensors
ACM SIGGRAPH 2010 papers
A framework for recognition books on bookshelves
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Robust inter-scale non-blind image motion deblurring
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
High-quality non-blind motion deblurring
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Motion blur estimation of handheld camera using regular- and short-exposure image pair
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Image deblurring by exploiting inherent bi-level regions
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Statistical regularities in low and high dynamic range images
Proceedings of the 7th Symposium on Applied Perception in Graphics and Visualization
Image statistics: from data collection to applications in graphics
ACM SIGGRAPH 2010 Courses
Low-light imaging solutions for mobile devices
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Adaptive Variational Method for Restoring Color Images with High Density Impulse Noise
International Journal of Computer Vision
Non-blind image deconvolution with adaptive regularization
PCM'10 Proceedings of the 11th Pacific Rim conference on Advances in multimedia information processing: Part I
Analysis of motion blur with a flutter shutter camera for non-linear motion
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Two-phase kernel estimation for robust motion deblurring
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Single image deblurring using motion density functions
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part I
Velocity-dependent shutter sequences for motion deblurring
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Bayesian blind deconvolution from differently exposed image pairs
IEEE Transactions on Image Processing
Motion deblurring as optimisation
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Video deblurring and super-resolution technique for multiple moving objects
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
PSO based motion deblurring for single image
Proceedings of the 13th annual conference on Genetic and evolutionary computation
High-quality non-blind image deconvolution with adaptive regularization
Journal of Visual Communication and Image Representation
Motion deblurring from a single image using gradient enhancement
Proceedings of the 10th International Conference on Virtual Reality Continuum and Its Applications in Industry
Image deblurring with matrix regression and gradient evolution
Pattern Recognition
A new algorithm for improving the resolution of Cryo-EM density maps
RECOMB'10 Proceedings of the 14th Annual international conference on Research in Computational Molecular Biology
Total variation blind deconvolution employing split Bregman iteration
Journal of Visual Communication and Image Representation
Single image blind deconvolution with higher-order texture statistics
Proceedings of the 2010 international conference on Video Processing and Computational Video
Blind image deblurring with modified richardson-lucy deconvolution for ringing artifact suppression
PSIVT'11 Proceedings of the 5th Pacific Rim conference on Advances in Image and Video Technology - Volume Part II
Video deblurring for hand-held cameras using patch-based synthesis
ACM Transactions on Graphics (TOG) - SIGGRAPH 2012 Conference Proceedings
Non-uniform Deblurring for Shaken Images
International Journal of Computer Vision
High-quality image deblurring with panchromatic pixels
ACM Transactions on Graphics (TOG)
Restoration of motion blurred document images
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Directional high-pass filter for blurry image analysis
Image Communication
Blind image deblurring based on dictionary replacing
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Perceptually Optimized Coded Apertures for Defocus Deblurring
Computer Graphics Forum
Performance Capture of High-Speed Motion Using Staggered Multi-View Recording
Computer Graphics Forum
Registration Based Non-uniform Motion Deblurring
Computer Graphics Forum
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Text image deblurring using text-specific properties
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Blur-Kernel estimation from spectral irregularities
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Deconvolving PSFs for a better motion deblurring using multiple images
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Bayesian blind deconvolution with general sparse image priors
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Recording and playback of camera shake: benchmarking blind deconvolution with a real-world database
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
A theoretical analysis of camera response functions in image deblurring
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Joint MAP estimation for blind deconvolution: when does it work?
Proceedings of the Eighth Indian Conference on Computer Vision, Graphics and Image Processing
Iris image deblurring based on refinement of point spread function
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Non-convex hybrid total variation for image denoising
Journal of Visual Communication and Image Representation
A depth cue method based on blurring effect in augmented reality
Proceedings of the 4th Augmented Human International Conference
Optimized selection of key frames for monocular videogrammetric surveying of civil infrastructure
Advanced Engineering Informatics
Patch mosaic for fast motion deblurring
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Single-Image blind deblurring for non-uniform camera-shake blur
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
MRF-Based blind image deconvolution
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part III
Motion-Invariant coding using a programmable aperture camera
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part IV
Robust image deblurring using hyper laplacian model
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Disparity-based space-variant image deblurring
Image Communication
A no-reference metric for evaluating the quality of motion deblurring
ACM Transactions on Graphics (TOG)
ISNN'13 Proceedings of the 10th international conference on Advances in Neural Networks - Volume Part I
An efficient natural image deblurring algorithm
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories
Kernel estimation from salient structure for robust motion deblurring
Image Communication
Improved image deblurring based on salient-region segmentation
Image Communication
Image-pair-based deblurring with spatially varying norms and noisy image updating
Journal of Visual Communication and Image Representation
Robust blind motion deblurring using near-infrared flash image
Journal of Visual Communication and Image Representation
A boundary condition based deconvolution framework for image deblurring
Journal of Computational and Applied Mathematics
Multidimensional Systems and Signal Processing
Efficient blind image deconvolution using spectral non-Gaussianity
Integrated Computer-Aided Engineering
Shape from Sharp and Motion-Blurred Image Pair
International Journal of Computer Vision
Hi-index | 0.00 |
We present a new algorithm for removing motion blur from a single image. Our method computes a deblurred image using a unified probabilistic model of both blur kernel estimation and unblurred image restoration. We present an analysis of the causes of common artifacts found in current deblurring methods, and then introduce several novel terms within this probabilistic model that are inspired by our analysis. These terms include a model of the spatial randomness of noise in the blurred image, as well a new local smoothness prior that reduces ringing artifacts by constraining contrast in the unblurred image wherever the blurred image exhibits low contrast. Finally, we describe an effficient optimization scheme that alternates between blur kernel estimation and unblurred image restoration until convergence. As a result of these steps, we are able to produce high quality deblurred results in low computation time. We are even able to produce results of comparable quality to techniques that require additional input images beyond a single blurry photograph, and to methods that require additional hardware.