Speckle reduction in digital holography using Independent Component Analysis

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6187, Issue , 2006, Pages

  Maycock, Jonathan ^a   McElhinney, Conor P ^a   McDonald, John B ^a   Naughton, Thomas J ^a   Hennelly, Bryan M ^a   Javidi, Bahram ^b  

^a NATIONAL UNIVERSITY OF IRELAND   (Ireland)

^b University of Connecticut   (United States)

Author keywords

Digital holography; Independent component analysis; Speckle; Three dimensional image processing

Indexed keywords

COMPUTATION THEORY; HOLOGRAMS; HOLOGRAPHY; IMAGE RECONSTRUCTION; INDEPENDENT COMPONENT ANALYSIS; LINEAR EQUATIONS; MATHEMATICAL TRANSFORMATIONS; PRINCIPAL COMPONENT ANALYSIS; REDUCTION; SPECKLE;

DIGITAL HOLOGRAPHY; LINEAR TRANSFORMATION; OPTICAL DATA; THREE-DIMENSIONAL IMAGE PROCESSING;

DIGITAL INSTRUMENTS;

EID: 33746721542     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.662798     Document Type: Conference Paper

References (33)

1. J. Maycock, C. P. McElhinney, J. B. McDonald, T. J. Naughton, and B. Javidi, "Independent component analysis applied to digital holograms of three-dimensional objects," Proc.SPIE 5908, 2005.
2. A. Hyvärinen, "Fast and robust fixed point algorithms for independent component analysis," IEEE Trans. on Neural Networks 10(3), pp. 626-634, 1999.
3. A. Hyvärinen, J. Karhunen, and E. Oja, Independent Component Analysis, Wiley, New York, 1991.
4. D. Gabor, "A new microscope principle," Nature 161(2), pp. 77-79, 1948.
5. J. W. Goodman and R. W. Lawerence, "Digital image formation from electronically detected holograms," Applied Physics Letters 11, pp. 777-778, Dec. 1967.
6. L. P. Yaroslavskii and N. S. Merzlyakov, Methods of Digital Holography, Consultants Bureau, New York, 1980. Translated from Russian by Dave Parsons.
7. J. H. Bruning, D. R. Herriott, J. E. Gallagher, D. P. Rosenfeld, A. D. White, and D. J. Brangaccio, "Digital wavefront measuring interferometer for testing optical surfaces and lenses," Applied Optics 13, pp. 2693-2703, Nov. 1974.
8. U. Schnars and W. P. O. Jüptner, "Direct recording of holograms by a ccd target and numerical reconstruction," Applied Optics 33, pp. 179-181, Jan. 1994.
9. I. Yamaguchi and T. Zhang, "Phase-shifting digital holography, " Optics Letters 22(16), pp. 1268-1270, 1997.
10. B. Javidi and E. Tajahuerce, "Three-dimensional object recognition by use of digital holography," Optics Letters 25(9), pp. 610-612, 2000.
11. Y. Frauel, E. Tajahuerce, M.-A. Castro, and B. Javidi, "Distortion-tolerant three-dimensional object recognition with digital holography," Applied Optics 40, pp. 3887-3893, Aug. 2001.
12. T. J. Naughton, Y. Frauel, B. Javidi, and E. Tajahuerce, "Compression of digital holograms for three-dimensional object reconstruction and recognition," Applied Optics. 41(20), pp. 4124-4132, 2002.
13. O. Matoba, T. J. Naughton, Y. Frauel, N. Bertaux, and B. Javidi, "Real-time three-dimensional object reconstruction by use of a phase-encoded digital hologram," Applied Optics 41(29), pp. 6187-6192, 2002.
14. M. Françon, Laser Speckle and Application in Optics, Acedemic, New York, 1979.
15. R. C. Gonzalez and R. E. Woods, Digital Image Processing, Prentice-Hall, Englewood Cliffs, NJ, 2002.
16. Y. Hawwar and A. Reza, "Spatially adaptive multiplicative noise image denoising technique," IEEE Transactions On Image Processing 11, pp. 1397-1404, Dec. 2002.
17. D. T. Kuan, A. A. Sawchuk, T. C. Strand, and P. Chavel, "Adaptive noise smoothing filter for images with signal-dependant noise," IEEE Trans. Pattern Anal. Machine Intell 7, Mar. 1985.
18. D. T. Kuan, A. A. Sawchuk, T. C. Strand, and P. Chavel, "Adaptive restoration of images with speckle," IEEE Trans. Acoust., Speech, Signal Process 35, pp. 373-383, Mar. 1987.
19. J. S. Lee, "Speckle analysis and smoothing of synthetic aperture radar images," Comput. Graph. Image Process 17, pp. 24-32, 1981.
20. J. S. Lee, "Digital image smoothing and the sigma filter," Comput. Graph. Image Process 17, pp. 255-269, 1983.
21. D. C. Adler, T. H. Ko, and J. G. Fujimoto, "Speckle reduction in optical coherence tomography images by use of a spatially adaptive wavelet filter," Optics Letters 29(24), pp. 2878-2880, 2004.
22. U. V. Toussaint, S. Gori, and V. Dose, "Bayesian neural-networks-based evaluation of binary speckle data," Applied Optics 43(28), pp. 5356-5363, 2004.
23. N. Bertaux, Y. Frauel, P. Réfrégier, and B. Javidi, "Speckle removal using a maximum-likelihood technique with isoline gray-level regularization," Optical Society of America A 21, pp. 2283-2291, Dec. 2004.
24. J. Vago, H. Vermeulen, and A. Verga, "Fast Fourier transform based image compression algorithm optimized for speckle interferometer measurements," Optical Engineering 36, pp. 3052-3063, 1997.
25. R. Shahnaz, J. F. Walkup, and T. F. Krile, "Image compression in signal-dependent noise," Applied Optics 38, pp. 5560-5567, 1999.
26. F. Murtagh, J.-L. Starck, and M. Louys, "Very-high-quality image compression based on noise modeling," Int. J. Imaging Syst. Technol 9, pp. 38-45, 1998.
27. M. Haritopoulos, H. Yin, and N. M. Allinson, "Image denoising using self-organizing map-based nonlinear independent component analysis," Neural Networks 15(8-9), pp. 1085-1098, 2002.
28. "The FastICA MATLAB package.," 1994. Special issue on Higher-Order Statistics.
29. P. Comon, "Independent component analysis-a new concept?," Signal Processing 36, pp. 287-314, 1994. Special issue on Higher-Order Statistics.
30. A. Hyvärinen and E. Oja, "Independent component analysis: Algorithms and applications," Neural Networks 13(4-5), pp. 411-430, 2000.
31. L. Onural and P. Scott, "Digital decoding of in-line holograms," Optical Engineering 26(11), pp. 1124-1132, 1987.
32. J. Goodman, Introduction to Fourier Optics, Roberts and Company, Englewood, Colorado, third ed., 2005.
33. H. J. Caulfield, Handbook of Optical Holography, Academic Press, New York, 1979.