skip to main content
article

Coded exposure photography: motion deblurring using fluttered shutter

Published: 01 July 2006 Publication History

Abstract

In a conventional single-exposure photograph, moving objects or moving cameras cause motion blur. The exposure time defines a temporal box filter that smears the moving object across the image by convolution. This box filter destroys important high-frequency spatial details so that deblurring via deconvolution becomes an ill-posed problem.Rather than leaving the shutter open for the entire exposure duration, we "flutter" the camera's shutter open and closed during the chosen exposure time with a binary pseudo-random sequence. The flutter changes the box filter to a broad-band filter that preserves high-frequency spatial details in the blurred image and the corresponding deconvolution becomes a well-posed problem. We demonstrate that manually-specified point spread functions are sufficient for several challenging cases of motion-blur removal including extremely large motions, textured backgrounds and partial occluders.

Supplementary Material

JPG File (p795-raskar-high.jpg)
JPG File (p795-raskar-low.jpg)
High Resolution (p795-raskar-high.mov)
Low Resolution (p795-raskar-low.mov)

References

[1]
Bascle, B., Blake, A., and Zisserman, A. 1996. Motion deblurring and super-resolution from an image sequence. In ECCV, vol. 2, 573--582.
[2]
Ben-Ezra, M., and Nayar, S. 2004. Motion-based Motion Deblurring. IEEE Trans. on Pattern Analysis and Machine Intelligence 26, 6 (Jun), 689--698.
[3]
Black, M. J., and Anandan, P. 1996. The robust estimation of multiple motions: Parametric and piecewise-smooth flow fields. In Computer Vision and Image Understanding (CVIU), vol. 63, 75--104.
[4]
Canon, 2006. What is optical image stabilizer? http://www.canon.com/bctv/faq/optis.html.
[5]
Edgerton, H., 1951-1963. Rapatronic Photographs. http://simplethinking.com/home/rapatronic_photographs.htm.
[6]
Gottesman, S. R., and Fenimore, E. E. 1989. New family of binary arrays for coded aperture imaging. Applied Optics 28, 20 (Oct), 4344--4352.
[7]
Hadamard, J. 1923. Lectures on the Cauchy Problem in Linear Partial Differential Equations. Yale University Press, New Haven, CT.
[8]
Jansson, P. 1997. Deconvolution of Image and Spectra, 2nd ed. Academic Press.
[9]
Jia, J., Sun, J., Tang, C.-K., and Shum, H.-Y. 2004. Bayesian correction of image intensity with spatial consideration. In ECCV, vol. 3, 342--354.
[10]
Kundur, D., and Hatzinakos, D. 1998. A novel blind deconvolution scheme for image restoration using recursive filtering. IEEE Trans. on Signal Processing 46, 2 (Feb), 375--39.
[11]
Liu, X., and Gamal, A. 2001. Simultaneous image formation and motion blur restoration via multiple capture. In Proc. Int. Conf. Acoustics, Speech, Signal Processing.
[12]
Lucy, L. 1974. An iterative technique for the rectification of observed distributions. Journal of Astronomy 79, 745--754.
[13]
Nikon, 2005. Precise camera-shake compensation at every angle. www.nikon.co.jp/main/eng/portfolio/about/technology/nikon_technology/vr_e.
[14]
Pointgrey Research, 2006. PGR IEEE-1394 Digital Camera Register Reference. http://www.ptgrey.com.
[15]
Rat, 2006. Coded-exposure datasets. http://www.merl.com/people/raskar/deblur/.
[16]
Richardson, W. 1972. Bayesian-based iterative method of image restoration. J. Opt. Soc. of Am. 62, 1 (January), 55--59.
[17]
Schultz, R. R., and Stevenson, R. L. 1996. Extraction of high-resolution frames from video sequences. In IEEE Trans. on Image Processing, vol. 5, IEEE, 996--1011.
[18]
Shechtman, E., Caspi, Y., and Irani, M. 2002. Increasing space-time resolution in video. In ECCV, Springer-Verlag, London, UK, 753--768.
[19]
Tikhonov, A. N., and Arsenin, V. I. 1977. Solutions of ill-posed problems {Metody resheniia nekorrektnykh zadach}. Halsted Press, New York.
[20]
Trevor J. Cox, P. D. 2003. Engineering art: the science of concert hall acoustics. Interdisciplinary Science Reviews 28, 2, 119--129.
[21]
Tull, D. T., and Katsaggelos, A. K. 1996. Iterative restoration of fast-moving objects in dynamic image sequences. Optical Engineering 35, 12 (Dec), 3460--3469.
[22]
Wang, J., and Adelson, E. 1994. Representing moving images with layers. IEEE Trans. Image Processing 3, 5 (Sept), 625--638.
[23]
Wilburn, B., Joshi, N., Vaish, V., Talvala, E.-V., Antunez, E., Barth, A., Adams, A., Horowitz, M., and Levoy, M. 2005. High performance imaging using large camera arrays. ACM Trans. Graph. 24, 3, 765--776.
[24]
Yitzhaky, Y., Mor, I., Lantzman, A., and Kopeika, N. 1998. Direct method for restoration of motion-blurred images. J. Optical Society of America A (Optics, Image Science and Vision) 15, 6 (June), 1512--1519.

Cited By

View all
  • (2025)CorNet: Enhancing Motion Deblurring in Challenging Scenarios Using Correlation Image SensorIEEE Access10.1109/ACCESS.2025.354359913(33834-33848)Online publication date: 2025
  • (2024)Future-proof imaging: computational imagingAdvanced Imaging10.3788/AI.2024.200031:1(012001)Online publication date: 2024
  • (2024)Temporal Super-Resolution Using a Multi-Channel Illumination SourceSensors10.3390/s2403085724:3(857)Online publication date: 28-Jan-2024
  • Show More Cited By

Recommendations

Comments

Information & Contributors

Information

Published In

cover image ACM Transactions on Graphics
ACM Transactions on Graphics  Volume 25, Issue 3
July 2006
742 pages
ISSN:0730-0301
EISSN:1557-7368
DOI:10.1145/1141911
Issue’s Table of Contents
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Publisher

Association for Computing Machinery

New York, NY, United States

Publication History

Published: 01 July 2006
Published in TOG Volume 25, Issue 3

Permissions

Request permissions for this article.

Check for updates

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)54
  • Downloads (Last 6 weeks)14
Reflects downloads up to 05 Mar 2025

Other Metrics

Citations

Cited By

View all
  • (2025)CorNet: Enhancing Motion Deblurring in Challenging Scenarios Using Correlation Image SensorIEEE Access10.1109/ACCESS.2025.354359913(33834-33848)Online publication date: 2025
  • (2024)Future-proof imaging: computational imagingAdvanced Imaging10.3788/AI.2024.200031:1(012001)Online publication date: 2024
  • (2024)Temporal Super-Resolution Using a Multi-Channel Illumination SourceSensors10.3390/s2403085724:3(857)Online publication date: 28-Jan-2024
  • (2024)[Paper] Compressive Acquisition of Light Field Video Using Aperture-Exposure-Coded CameraITE Transactions on Media Technology and Applications10.3169/mta.12.2212:1(22-35)Online publication date: 2024
  • (2024)MOSion: Gaze Guidance with Motion-triggered Visual Cues by Mosaic PatternsProceedings of the 2024 CHI Conference on Human Factors in Computing Systems10.1145/3613904.3642577(1-11)Online publication date: 11-May-2024
  • (2024)Laser active imaging deblurring technique based on random codingSixth Conference on Frontiers in Optical Imaging and Technology: Novel Technologies in Optical Systems10.1117/12.3015906(25)Online publication date: 30-Apr-2024
  • (2024)Dynamic Star Positioning Accuracy Improving Method Using Coded Exposure for Star SensorIEEE Transactions on Instrumentation and Measurement10.1109/TIM.2024.338129673(1-12)Online publication date: 2024
  • (2024)Self-Supervised Adaptive Illumination Estimation for Low-Light Image EnhancementIEEE Transactions on Emerging Topics in Computational Intelligence10.1109/TETCI.2024.33590518:2(1882-1893)Online publication date: Apr-2024
  • (2024)Sign-Coded Exposure Sensing for Noise-Robust High-Speed ImagingIEEE Transactions on Computational Imaging10.1109/TCI.2024.335991410(329-342)Online publication date: 2024
  • (2024)Simultaneous Multifrequency Demodulation for Single-Shot Multiple-Path ToF ImagingIEEE Transactions on Computational Imaging10.1109/TCI.2023.334875810(54-68)Online publication date: 2024
  • Show More Cited By

View Options

Login options

Full Access

View options

PDF

View or Download as a PDF file.

PDF

eReader

View online with eReader.

eReader

Figures

Tables

Media

Share

Share

Share this Publication link

Share on social media