Motion-Based Motion Deblurring
IEEE Transactions on Pattern Analysis and Machine Intelligence
Second order image statistics in computer graphics
APGV '04 Proceedings of the 1st Symposium on Applied perception in graphics and visualization
Removing camera shake from a single photograph
ACM SIGGRAPH 2006 Papers
Coded exposure photography: motion deblurring using fluttered shutter
ACM SIGGRAPH 2006 Papers
Image deblurring with blurred/noisy image pairs
ACM SIGGRAPH 2007 papers
ACM SIGGRAPH 2008 papers
High-quality motion deblurring from a single image
ACM SIGGRAPH 2008 papers
Invertible motion blur in video
ACM SIGGRAPH 2009 papers
Image deblurring using inertial measurement sensors
ACM SIGGRAPH 2010 papers
Single image deblurring using motion density functions
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
PSO based motion deblurring for single image
Proceedings of the 13th annual conference on Genetic and evolutionary computation
Single image blind deconvolution with higher-order texture statistics
Proceedings of the 2010 international conference on Video Processing and Computational Video
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
Closing the loop between intentions and actions
Adjunct proceedings of the 25th annual ACM symposium on User interface software and technology
Registration Based Non-uniform Motion Deblurring
Computer Graphics Forum
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
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
HDR imaging under non-uniform blurring
ECCV'12 Proceedings of the 12th international conference on Computer Vision - Volume 2
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
A no-reference metric for evaluating the quality of motion deblurring
ACM Transactions on Graphics (TOG)
Kernel estimation from salient structure for robust motion deblurring
Image Communication
Robust blind motion deblurring using near-infrared flash image
Journal of Visual Communication and Image Representation
Shape from Sharp and Motion-Blurred Image Pair
International Journal of Computer Vision
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We present a novel single image deblurring method to estimate spatially non-uniform blur that results from camera shake. We use existing spatially invariant deconvolution methods in a local and robust way to compute initial estimates of the latent image. The camera motion is represented as a Motion Density Function (MDF) which records the fraction of time spent in each discretized portion of the space of all possible camera poses. Spatially varying blur kernels are derived directly from the MDF. We show that 6D camera motion is well approximated by 3 degrees of motion (in-plane translation and rotation) and analyze the scope of this approximation. We present results on both synthetic and captured data. Our system out-performs current approaches which make the assumption of spatially invariant blur.