A new compressive imaging camera architecture using optical-domain compression

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6065, Issue , 2006, Pages

  Takhar, Dharmpal ^a   Laska, Jason N ^a   Wakin, Michael B ^a   Duarte, Marco F ^a   Baron, Dror ^a   Sarvotham, Shriram ^a   Kelly, Kevin F ^a   Baraniuk, Richard G ^a  

^a Rice University   (United States)

Author keywords

Camera; Compressed sensing; Imaging; Incoherent projections; Linear programming; Random matrices; Sparsity

Indexed keywords

COMPRESSED SENSING; INCOHERENT PROJECTIONS; RANDOM MATRICES; SPARSITY;

ARRAYS; BINARY SEQUENCES; CAMERAS; CHARGE COUPLED DEVICES; CMOS INTEGRATED CIRCUITS; IMAGE PROCESSING; LINEAR PROGRAMMING; REMOTE SENSING;

IMAGE COMPRESSION;

EID: 33645697719     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.659602     Document Type: Conference Paper

References (39)

1. R. A. DeVore, B. Jawerth, and B. J. Lucier, "Image compression through wavelet transform coding," IEEE Trans. Inform. Theory, vol. 38, pp. 719-746, Mar. 1992.
2. J. Shapiro, "Embedded image coding using zerotrees of wavelet coefficients," IEEE Trans. Signal Processing, vol. 41, pp. 3445-3462, Dec. 1993.
3. Z. Xiong, K. Ramchandran, and M. T. Orchard, "Space-frequency quantization for wavelet image coding," IEEE Trans. Image Processing, vol. 6, no. 5, pp. 677-693, 1997.
4. S. Mallat, A Wavelet Tour of Signal Processing. San Diego: Academic Press, 1999.
5. W. Pennebaker and J. Mitchell, "JPEG: Still image data compression standard," Van Nostrand Reinhold, 1993.
6. D. S. Taubman and M. W. Marcellin, JPEG 2000: Image Compression Fundamentals, Standards and Practice. Kluwer, 2001.
7. E. Candès, J. Romberg, and T. Tao, "Robust uncertainty principles: Exact signal reconstruction from highly incomplete frequency information," IEEE Trans. Inform. Theory, 2004. Submitted.
8. E. Candès and T. Tao, "Near optimal signal recovery from random projections and universal encoding strategies," IEEE Trans. Inform. Theory, 2004. Submitted.
9. D. Donoho, "Compressed sensing," 2004. Preprint.
10. E. Candès and D. Donoho, "Curvelets - A surprisingly effective nonadaptive representation for objects with edges," Curves and Surfaces, 1999.
11. J. Tropp and A. C. Gilbert, "Signal recovery from partial information via orthogonal matching pursuit," Apr. 2005. Preprint.
12. D. Baron, M. B. Wakin, M. F. Duarte, S. Sarvotham, and R. G. Baraniuk, "Distributed compressed sensing," 2005. Preprint.
13. R. Venkataramani and Y. Bresler, "Further results on spectrum blind sampling of 2D signals," in Proc. IEEE Int. Conf. Image Proc. (ICIP), vol. 2, (Chicago), Oct. 1998.
14. E. Candès and T. Tao, "Error correction via linear programming," Found. of Comp. Math., 2005. Submitted.
15. E. Candès and J. Romberg, "Quantitative robust uncertainty principles and optimally sparse decompositions," Found. of Comp. Math., 2004. Submitted.
16. E. Candès, J. Romberg, and T. Tao, "Stable signal recovery from incomplete and inaccurate measurements," Comm. on Pure and Applied Math., 2005. Submitted.
17. E. Candès and T. Tao, "Decoding by linear programming," IEEE Trans. Inform. Theory, vol. 51, pp. 4203-4215, Dec. 2005.
18. E. Candès and J. Romberg, "Practical signal recovery from random projections," IEEE Trans. Signal Processing, 2005. Submitted.
19. D. Donoho and Y. Tsaig, "Extensions of compressed sensing," 2004. Preprint.
20. S. Chen, D. Donoho, and M. Saunders, "Atomic decomposition by basis pursuit," SIAM J. on Sci. Comp., vol. 20, no. 1, pp. 33-61, 1998.
21. M. F. Duarte, M. B. Wakin, and R. G. Baraniuk, "Fast reconstruction of piecewise smooth signals from random projections," in Proc. SPARS05, (Rennes, France), Nov. 2005.
22. C. La and M. N. Do, "Signal reconstruction using sparse tree representation," in Proc. Wavelets XI at SPIE Optics and Photonics, (San Diego), Aug. 2005.
23. G. Cormode and S. Muthukrishnan, "Towards an algorithmic theory of compressed sensing," DIMACS Tech. Report 2005-25, September 2005.
24. A. C. Gilbert, M. J. Strauss, J. Tropp, and R. Vershynin, "Sublinear, small space approximation of compressible signals and uniform algorithmic embeddings," Preprint, November 2004.
25. D. Brady, "Multiplex sensors and the constant radiance theorem," Optics Letters, vol. 27, no. 1, pp. 16-18, 2002.
26. J. Sampsell, "An overview of the digital micromirror device (DMD) and its application to projection displays," in 1993 SID International Symposium Digest of Technical Papers, vol. 24, p. 1012, 1993.
27. R. A. DeVerse, R. R. Coifman, A. C. Coppi, W. G. Fateley, F. Geshwind, R. M. Hammaker, S. Valenti, and F. J. Warner, "Application of spatial light modulators for new modalities in spectrometry and imaging," in Proc. SPIE, vol. 4959, pp. 12-22,2003. http://www.math.yale.edu/mmm82/hyperspectral.html.
28. G. L. Davis, M. Maggioni, F. J. Warner, F. B. Geshwind, A. C. Coppi, R. A. DeVerse, and R. Coifman, "Hyperspectral analysis of normal and malignant colon tissue microarray sections using a novel DMDsystem," in NIH Optical Imaging Workshop (poster), 2004. http://www.math.yale.edu/mmm82/hyperspectral.html.
29. G. L. Davis, M. Maggioni, F. J. Warner, F. B. Geshwind, A. C. Coppi, R. A. DeVerse, and R. R.Coifman, "Hyperspectral analysis of normal and malignant microarray tissue sections using a novel micro-optoelectrical-mechanical system," Mod. Pathol., vol. 17 Suppl. 1:358A, 2004.
30. R. Muise and A. Mahalanobis, "Target detection using integrated hyper spectral sensing and processing." IMA Workshop on Integration of Sensing and Processing, December 2005.
31. P. M. Lane, R. P. Elliott, and C. E. MacAulay, "Confocal microendoscopy with chromatic sectioning," in Proc. SPIE, vol. 4959, pp. 23-26, 2003.
32. V. Bansal, S. Patel, and P. Saggau, "High-speed confocal laser scanning microscopy using acousto-optic deflectors and a digital micromirror device," in Proc. SPIE, vol. 5324, pp. 47-54, 2004.
33. N. P. Pitsianis, D. J. Brady, and X. Sun, "Sensor-layer image compression based on the quantized cosine transform," in Visual Information Processing XIV, vol. 5817, (Orlando, FL, USA), p. 250, SPIE, 2005.
34. D. J. Brady, M. Feldman, N. Pitsianis, J. P. Guo, A. Portnoy, and M. Fiddy, "Compressive optical montage photography," in Photonic Devices and Algorithms for Computing VII, vol. 5907, (San Diego, CA, USA), p. 590708, SPIE, 2005.
35. M. Pizzi, V. Koniachkine, N. Nieri, S. Sinesi, and P. Perlo, "Electrostatically driven film light modulators for display applications," Microsystem Technologies - Micro- and Nanosystems-Information Storage and Processing Systems, vol. 10, pp. 17-21, 2003.
36. J. Tanida, T. Kumagai, K. Yamada, S. Miyatake, K. Ishida, T. Morimoto, N. Kondou, D. Miyazaki, and Y. Ichioka, "Thin observation module by bound optics (TOMBO): Concept and experimental verification," Applied Optics, vol. 40, no. 11, pp. 1806-1813, 2001.
37. R. Wagner, R. G. Baraniuk, and R. Nowak, "Distributed image compression for sensor networks using correspondence analysis and super-resolution," Proceedings of IEEE ICIP, vol. 1, pp. 597-600, 2003.
38. W. E. Mantzel, H. Choi, and R. G. Baraniuk, "Distributed camera network localization," Proceedings of the 38th Asilomar Conference on Signals, Systems and Computers, vol. 2, pp. 1381-1386, 2004.
39. S. J. Gortler, R. Grzeszczuk, R. Szeliski, and M. F. Cohen, "The lumigraph," in SIGGRAPH '96: Proceedings of the 23rd Annual Conference on Computer Graphics and Interactive Techniques, (New York, NY, USA), pp. 43-54, ACM Press, 1996.