Abstract

We explore algorithms of independent component analysis and K-means applied to 3D reconstruction of occluded objects using integral imaging. 3D reconstruction of occluded objects is implemented using the elemental images of the separated objects from occlusion. Experimental and theoretical results are presented. We show that the 3D reconstructed images using the proposed method may perform better than those using the conventional method in terms of contrast, sharpness and average normalized rms error (RMSE) metrics.

© 2010 IEEE

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2009 (2)

R. Martinez-Cuenca, G. Saavedra, M. Martinez-Corral, B. Javidi, "Progress in 3-D multiperspective display by integral imaging," Proc. IEEE 97, 1067-1077 (2009).

C. M. Do, R. Martínez-Cuenca, B. Javidi, "Three-dimensional object-distortion-tolerant recognition for integral imaging using independent component analysis," J. Opt. Soc. Amer. A, Opt. Image Sci. 26, 245-251 (2009).

2008 (2)

2007 (1)

A. Castro, Y. Frauel, B. Javidi, "Integral imaging with large depth of field using an asymmetric phase mask," Opt. Exp. 15, 10 266-10 273 (2007).

2006 (3)

B. Javidi, S. Hong, O. Matoba, "Multidimensional optical sensor and imaging system," Appl. Opt. 45, 2986-2994 (2006).

M. Levoy, "Light fields and computational imaging," IEEE Comput. Mag. 39, 46-55 (2006).

A. Stern, B. Javidi, "Three dimensional sensing, visualization, and processing using integral imaging," Proc. IEEE 94, 591-607 (2006).

2005 (2)

M. Martínez-Corral, B. Javidi, R. Martínez-Cuenca, G. Saavedra, "Multifacet structure of observed reconstructed integral images," J. Opt. Soc. Amer. A 22, 597-603 (2005).

S. Hong, B. Javidi, "Three-dimensional visualization of partially occluded objects using integral imaging," J. Display Technol. 1, 354 (2005).

2004 (1)

2002 (2)

J. Jang, B. Javidi, "Three-dimensional synthetic aperture integral imaging," Opt. Lett. 27, 1144-1146 (2002).

M. S. Bartlett, J. R. Movellan, T. J. Sejnowski, "Face recognition by independent component analysis," IEEE Trans. Neural Netw. 13, 1450-1464 (2002).

1997 (2)

1988 (1)

1971 (1)

1968 (1)

C. B. Burckhardt, "Optimum parameters and resolution limitation of integral photography," J. Opt. Soc. Amer. 58, 71-76 (1968).

Appl. Opt. (6)

IEEE Comput. Mag. (1)

M. Levoy, "Light fields and computational imaging," IEEE Comput. Mag. 39, 46-55 (2006).

IEEE Trans. Neural Netw. (1)

M. S. Bartlett, J. R. Movellan, T. J. Sejnowski, "Face recognition by independent component analysis," IEEE Trans. Neural Netw. 13, 1450-1464 (2002).

J. Display Technol. (3)

J. Opt. Soc. Amer. (1)

C. B. Burckhardt, "Optimum parameters and resolution limitation of integral photography," J. Opt. Soc. Amer. 58, 71-76 (1968).

J. Opt. Soc. Amer. A (1)

M. Martínez-Corral, B. Javidi, R. Martínez-Cuenca, G. Saavedra, "Multifacet structure of observed reconstructed integral images," J. Opt. Soc. Amer. A 22, 597-603 (2005).

J. Opt. Soc. Amer. A, Opt. Image Sci. (1)

C. M. Do, R. Martínez-Cuenca, B. Javidi, "Three-dimensional object-distortion-tolerant recognition for integral imaging using independent component analysis," J. Opt. Soc. Amer. A, Opt. Image Sci. 26, 245-251 (2009).

Opt. Exp. (1)

A. Castro, Y. Frauel, B. Javidi, "Integral imaging with large depth of field using an asymmetric phase mask," Opt. Exp. 15, 10 266-10 273 (2007).

Opt. Lett. (1)

Proc. IEEE (2)

R. Martinez-Cuenca, G. Saavedra, M. Martinez-Corral, B. Javidi, "Progress in 3-D multiperspective display by integral imaging," Proc. IEEE 97, 1067-1077 (2009).

A. Stern, B. Javidi, "Three dimensional sensing, visualization, and processing using integral imaging," Proc. IEEE 94, 591-607 (2006).

Other (7)

Three Dimensional Television, Video, and Display Technologies (Springer, 2002).

M. S. Bartlett, H. M. Lades, T. J. Sejnowski, "Independent component representations for face recognition," Proc. SPIE: Conf. Human Vis. Electron. Imaging III (1998) pp. 528-539.

A. Hyvärinen, J. Karhunen, Oja, Independent Component Analysis (Wiley, 2001).

R. O. Duda, P. E. Hart, D. G. Stork, Pattern Classification 2nd (Wiley Interscience, 2001).

C. M. Bishop, Neural Networks for Pattern Recognition (Oxford Univ. Press, 1995).

A. Goshtasby, 2-D and 3-D Image Registration for Medical, Remote Sensing, and Industrial Applications (Wiley, 2005).

V. Vaish, M. Levoy, R. Szeliski, C. L. Zitnick, S. B. Kang, "Reconstructing occluded surfaces using synthetic apertures: Stereo, focus and robust measures," Proc. CVPR (2006) pp. 2331-2338.

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