Constrained Restoration and the Recovery of Discontinuities
IEEE Transactions on Pattern Analysis and Machine Intelligence
What is the goal of sensory coding?
Neural Computation
Deconvolution of images and spectra (2nd ed.)
Deconvolution of images and spectra (2nd ed.)
An Introduction to Variational Methods for Graphical Models
Machine Learning
Motion Deblurring and Super-resolution from an Image Sequence
ECCV '96 Proceedings of the 4th European Conference on Computer Vision-Volume II - Volume II
Learning How to Inpaint from Global Image Statistics
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
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
Simultaneous image formation and motion blur restoration via multiple capture
ICASSP '01 Proceedings of the Acoustics, Speech, and Signal Processing, 2001. on IEEE International Conference - Volume 03
ForWaRD: Fourier-wavelet regularized deconvolution for ill-conditioned systems
IEEE Transactions on Signal Processing
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
ACM SIGGRAPH 2007 courses
Face swapping: automatically replacing faces in photographs
ACM SIGGRAPH 2008 papers
ACM SIGGRAPH 2008 papers
High-quality motion deblurring from a single image
ACM SIGGRAPH 2008 papers
Progressive inter-scale and intra-scale non-blind image deconvolution
ACM SIGGRAPH 2008 papers
Image deblurring using corresponding regions
ACM SIGGRAPH 2008 posters
ACM SIGGRAPH Asia 2008 papers
Real-Time Spherical Videos from a Fast Rotating Camera
ICIAR '08 Proceedings of the 5th international conference on Image Analysis and Recognition
Recovering ball motion from a single motion-blurred image
Computer Vision and Image Understanding
Estimating the 3D direction of a translating camera from a single motion-blurred image
Pattern Recognition Letters
Invertible motion blur in video
ACM SIGGRAPH 2009 papers
ACM SIGGRAPH 2009 papers
Technical Section: Variational Bayesian noise estimation of point sets
Computers and Graphics
Blind motion deblurring using multiple images
Journal of Computational Physics
ACM SIGGRAPH Asia 2009 papers
Variational Bayesian blind deconvolution using a total variation prior
IEEE Transactions on Image Processing
Variational Bayesian sparse kernel-based blind image deconvolution with student's-t priors
IEEE Transactions on Image Processing
A robust hidden Markov Gauss mixture vector quantizer for a noisy source
IEEE Transactions on Image Processing
On the Apparent Transparency of a Motion Blurred Object
International Journal of Computer Vision
Coupled Metric Learning for Face Recognition with Degraded Images
ACML '09 Proceedings of the 1st Asian Conference on Machine Learning: Advances in Machine Learning
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
Personal photo enhancement using example images
ACM Transactions on Graphics (TOG)
Image statistics and local spatial conditions for nonstationary blurred image reconstruction
Proceedings of the 29th DAGM conference on Pattern recognition
Three-stage motion deblurring from a video
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Image deblurring using inertial measurement sensors
ACM SIGGRAPH 2010 papers
Blurred image detection and classification
MMM'08 Proceedings of the 14th international conference on Advances in multimedia modeling
Bayesian blind deconvolution from differently exposed image pairs
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
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
Space-variant deblurring using one blurred and one underexposed image
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
Single image defocus map estimation using local contrast prior
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Blind and semi-blind deblurring of natural images
IEEE Transactions on Image Processing
Image statistics: from data collection to applications in graphics
ACM SIGGRAPH 2010 Courses
Blurred image restoration: A fast method of finding the motion length and angle
Digital Signal Processing
Low-light imaging solutions for mobile devices
Asilomar'09 Proceedings of the 43rd Asilomar conference on Signals, systems and computers
Image inpainting by patch propagation using patch sparsity
IEEE Transactions on Image Processing
Estimating vignetting function from a single image for image authentication
Proceedings of the 12th ACM workshop on Multimedia and security
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
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
Bayesian blind deconvolution from differently exposed image pairs
IEEE Transactions on Image Processing
A genetic algorithm for the identification and segmentation of known motion-blurred objects
ACS'09 Proceedings of the 9th WSEAS international conference on Applied computer science
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
Kernel-based motion-blurred target tracking
ISVC'11 Proceedings of the 7th international conference on Advances in visual computing - Volume Part II
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
Total variation blind deconvolution employing split Bregman iteration
Journal of Visual Communication and Image Representation
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Two algorithms for motion estimation from alternate exposure images
Proceedings of the 2010 international conference on Video Processing and Computational Video
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
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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
Computational plenoptic imaging
ACM SIGGRAPH 2012 Courses
Blind image deblurring based on dictionary replacing
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Performance Capture of High-Speed Motion Using Staggered Multi-View Recording
Computer Graphics Forum
Registration Based Non-uniform Motion Deblurring
Computer Graphics Forum
Statistics of patch offsets for image completion
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Blind correction of optical aberrations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part III
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
Depth and deblurring from a spectrally-varying depth-of-field
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
Image enhancement using calibrated lens simulations
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
HDR imaging under non-uniform blurring
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
Fast image deconvolution using closed-form thresholding formulas of Lq(q=12,23) regularization
Journal of Visual Communication and Image Representation
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
Accurate off-line query expansion for large-scale mobile visual search
Signal Processing
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
Face hallucination on personal photo albums
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Disparity-based space-variant image deblurring
Image Communication
Video inlays: a system for user-friendly matchmove
Proceedings of the 19th ACM Symposium on Virtual Reality Software and Technology
A no-reference metric for evaluating the quality of motion deblurring
ACM Transactions on Graphics (TOG)
Blurring image quality assessment method based on histogram of gradient
Proceedings of the 19th Brazilian symposium on Multimedia and the web
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
Gaussian Kullback-Leibler approximate inference
The Journal of Machine Learning Research
Shape from Sharp and Motion-Blurred Image Pair
International Journal of Computer Vision
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Camera shake during exposure leads to objectionable image blur and ruins many photographs. Conventional blind deconvolution methods typically assume frequency-domain constraints on images, or overly simplified parametric forms for the motion path during camera shake. Real camera motions can follow convoluted paths, and a spatial domain prior can better maintain visually salient image characteristics. We introduce a method to remove the effects of camera shake from seriously blurred images. The method assumes a uniform camera blur over the image and negligible in-plane camera rotation. In order to estimate the blur from the camera shake, the user must specify an image region without saturation effects. We show results for a variety of digital photographs taken from personal photo collections.