Abstract
In recent years, high-speed signal reconstruction with sub-Nyquist sampling have attracted the attention of researchers in the signal processing field. Nonetheless, such methods have been limited either by the need to utilize multiple cameras, or relying on newly designed imaging hardware. In this paper, we propose a high-speed periodic motion reconstruction method, obtained by randomly delaying the camera exposure. This allows it to utilize a conventional off-the-shelf camera. In addition, the proposed method compensates the rolling shutter effect, which is inevitable if the camera’s image sensor is made of complementary metal-oxide semiconductor (CMOS), while reconstructing the high-speed periodic motion. Exhaustive and comparative experiments have been conducted to validate the proposed method, which showed promising performance in terms of reconstruction error, and effective compensation of the rolling shutter effect.
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References
Needell, D., Tropp, J.A.: CoSaMP: iterative signal recovery from incomplete and inaccurate samples. Commun. ACM 53(12), 93–100 (2010)
Baraniuk, R.G., Candes, E., Nowak, R., Vetterli, M.: Compressive sampling. IEEE Signal Process. Mag. 25(2), 12–13 (2008)
Liang, C.-K., Chang, L.-W., Chen, H.H.: Analysis and compensation of rolling shutter effect. IEEE Trans. Image Process. 17(8), 1323–1330 (2008)
Mergell, P., Herzel, H., Titze, I.R.: Irregular vocal-fold vibration - high-speed observation and modeling. J. Acoust. Soc. Am. 108(6), 2996–3002 (2000)
Reddy, D., Veeraraghavan, A., Chellappa, R.: P2C2: programmable pixel compressive camera for high speed imaging. In: IEEE Conference on Computer Vision and Pattern Recognition, pp. 329–336 (2011)
Shechtman, E., Caspi, Y., Irani, M.: Increasing space-time resolution in video. In: Heyden, A., Sparr, G., Nielsen, M., Johansen, P. (eds.) ECCV 2002, Part I. LNCS, vol. 2350, pp. 753–768. Springer, Heidelberg (2002)
Veeraraghavan, A., Reddy, D., Raskar, R.: Coded strobing photography: compressive sensing of high-speed periodic events. IEEE Trans. Pattern Anal. Mach. Intell. 33(4), 671–686 (2011)
Wilburn, B., Joshi, N., Vaish, V., Talvala, E.-V., Antunez, E., Barth, A., Adams, A., Horowitz, M., Levoy, M.: High performance imaging using large camera arrays. ACM Trans. Graph. 224(3), 765–776 (2005)
Acknowledgments
This paper is based on a research which has been conducted as part of the KAIST-funded K-Valley RED&B Project for 2015.
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Seo, JJ., Baddar, W.J., Kim, HI., Ro, Y.M. (2015). High-Speed Periodic Motion Reconstruction Using an Off-the-shelf Camera with Compensation for Rolling Shutter Effect. In: Ho, YS., Sang, J., Ro, Y., Kim, J., Wu, F. (eds) Advances in Multimedia Information Processing -- PCM 2015. PCM 2015. Lecture Notes in Computer Science(), vol 9315. Springer, Cham. https://doi.org/10.1007/978-3-319-24078-7_31
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DOI: https://doi.org/10.1007/978-3-319-24078-7_31
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