Abstract

We use mechanical translation of a coded aperture for code division multiple access compression of video. We discuss the compressed video’s temporal resolution and present experimental results for reconstructions of > 10 frames of temporal data per coded snapshot.

© 2013 OSA

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  1. D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
    [CrossRef] [PubMed]
  2. S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
    [CrossRef]
  3. R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).
  4. D. J. Brady, Optical Imaging and Spectroscopy. (Wiley-Interscience, 2009).
  5. D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
    [CrossRef]
  6. M. Shankar, N. P. Pitsianis, and D. J. Brady, “Compressive video sensors using multichannel imagers,” Appl. Opt.49(10), B9–B17, (2010).
    [CrossRef]
  7. Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.
  8. D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
    [CrossRef]
  9. M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).
  10. Y. Oike and A. E Gamal, “A 256× 256 CMOS image sensor with δσ-based single-shot compressed sensing,” In Proceedings of IEEE International Solid-State Circuits Conference Digest of Technical Papers (IEEE, 2012), pp. 386–388.
  11. M. Zhang and A. Bermak, “CMOS image sensor with on-chip image compression: A review and performance analysis,” J. Sens.2010, 1–17, (2010).
    [CrossRef]
  12. A. Fish and O. Yadid-Pecht, “Low Power CMOS Imager Circuits,” in Circuits at the Nanoscale: Communications, Imaging, and Sensing, K. Iniewski, ed. (CRC Press, Inc., 2008), pp. 457–484.
  13. V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
    [CrossRef]
  14. M. A. Neifeld and P. Shankar, “Feature-specific imaging,” App. Opt.42(17), 3379–3389, (2003).
    [CrossRef]
  15. E. J. Candès and T. Tao, “Reflections on compressed sensing,” IEEE Information Theory Society Newsletter58(4), 20–23, (2008).
  16. D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory52(4), 1289–1306, (2006).
    [CrossRef]
  17. R. Raskar, A. Agrawal, and J. Tumblin, “Coded exposure photography: motion deblurring using fluttered shutter,” ACM Transactions on Graphics25(3), 795–804, (2006).
    [CrossRef]
  18. D. Reddy, A. Veeraraghavan, and R. Chellappa, “P2C2: Programmable pixel compressive camera for high speed imaging,” In Proceedings of IEEEE Conference on Coputer Vision and Pattern Recognition (IEEE, 2011), pp. 329–336.
  19. A. C. Sankaranarayanan, C. Studer, and R. G. Baraniuk, “CS-MUVI: Video compressive sensing for spatial-multiplexing cameras,” In Proceedings of IEEE International Conference on Computational Photography (IEEE, 2012), pp. 1–10.
  20. M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
    [CrossRef] [PubMed]
  21. X. Liao, H. Li, and L. Carin, “Generalized alternating projection for weighted-ℓ2,1minimization with applications to model-based compressive sensing,” SIAM Journal on Imaging Sciences (to be published).
  22. J. M. Bioucas-Dias and M. A. T. Figueiredo, “A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration,” IEEE Transactions on Image Processing16(12), 2992–3014 (2007).
    [CrossRef] [PubMed]

2012 (2)

V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
[CrossRef]

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

2010 (2)

M. Shankar, N. P. Pitsianis, and D. J. Brady, “Compressive video sensors using multichannel imagers,” Appl. Opt.49(10), B9–B17, (2010).
[CrossRef]

M. Zhang and A. Bermak, “CMOS image sensor with on-chip image compression: A review and performance analysis,” J. Sens.2010, 1–17, (2010).
[CrossRef]

2008 (1)

E. J. Candès and T. Tao, “Reflections on compressed sensing,” IEEE Information Theory Society Newsletter58(4), 20–23, (2008).

2007 (2)

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

J. M. Bioucas-Dias and M. A. T. Figueiredo, “A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration,” IEEE Transactions on Image Processing16(12), 2992–3014 (2007).
[CrossRef] [PubMed]

2006 (3)

D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory52(4), 1289–1306, (2006).
[CrossRef]

R. Raskar, A. Agrawal, and J. Tumblin, “Coded exposure photography: motion deblurring using fluttered shutter,” ACM Transactions on Graphics25(3), 795–804, (2006).
[CrossRef]

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

2005 (1)

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

2003 (1)

M. A. Neifeld and P. Shankar, “Feature-specific imaging,” App. Opt.42(17), 3379–3389, (2003).
[CrossRef]

2001 (1)

S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
[CrossRef]

Agrawal, A.

R. Raskar, A. Agrawal, and J. Tumblin, “Coded exposure photography: motion deblurring using fluttered shutter,” ACM Transactions on Graphics25(3), 795–804, (2006).
[CrossRef]

Ashok, A.

V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
[CrossRef]

Baraniuk, R. G.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

A. C. Sankaranarayanan, C. Studer, and R. G. Baraniuk, “CS-MUVI: Video compressive sensing for spatial-multiplexing cameras,” In Proceedings of IEEE International Conference on Computational Photography (IEEE, 2012), pp. 1–10.

Baron, D.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Bermak, A.

M. Zhang and A. Bermak, “CMOS image sensor with on-chip image compression: A review and performance analysis,” J. Sens.2010, 1–17, (2010).
[CrossRef]

Bioucas-Dias, J. M.

J. M. Bioucas-Dias and M. A. T. Figueiredo, “A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration,” IEEE Transactions on Image Processing16(12), 2992–3014 (2007).
[CrossRef] [PubMed]

Brady, D. J.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

M. Shankar, N. P. Pitsianis, and D. J. Brady, “Compressive video sensors using multichannel imagers,” Appl. Opt.49(10), B9–B17, (2010).
[CrossRef]

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

D. J. Brady, Optical Imaging and Spectroscopy. (Wiley-Interscience, 2009).

Brédif, M.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

Candès, E. J.

E. J. Candès and T. Tao, “Reflections on compressed sensing,” IEEE Information Theory Society Newsletter58(4), 20–23, (2008).

Carin, L.

X. Liao, H. Li, and L. Carin, “Generalized alternating projection for weighted-ℓ2,1minimization with applications to model-based compressive sensing,” SIAM Journal on Imaging Sciences (to be published).

Chellappa, R.

D. Reddy, A. Veeraraghavan, and R. Chellappa, “P2C2: Programmable pixel compressive camera for high speed imaging,” In Proceedings of IEEEE Conference on Coputer Vision and Pattern Recognition (IEEE, 2011), pp. 329–336.

Donoho, D. L.

D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory52(4), 1289–1306, (2006).
[CrossRef]

Duarte, M.

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Duarte, M. F.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

Duval, G.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

El Gamal, A.

S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
[CrossRef]

Feldman, M.

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

Feller, S. D.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Fiddy, M.

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

Figueiredo, M. A. T.

J. M. Bioucas-Dias and M. A. T. Figueiredo, “A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration,” IEEE Transactions on Image Processing16(12), 2992–3014 (2007).
[CrossRef] [PubMed]

Fish, A.

A. Fish and O. Yadid-Pecht, “Low Power CMOS Imager Circuits,” in Circuits at the Nanoscale: Communications, Imaging, and Sensing, K. Iniewski, ed. (CRC Press, Inc., 2008), pp. 457–484.

Gamal, A. E

Y. Oike and A. E Gamal, “A 256× 256 CMOS image sensor with δσ-based single-shot compressed sensing,” In Proceedings of IEEE International Solid-State Circuits Conference Digest of Technical Papers (IEEE, 2012), pp. 386–388.

Gehm, M. E.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

Golish, D. R.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Gu, J.

Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.

Guo, J. P

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

Gupta, M.

Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.

Hanrahan, P.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

Hitomi, Y.

Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.

Horowitz, M.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

John, R.

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

Kelly, K. F.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

Kelly, K.F.

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Kittle, D. S.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Kleinfelder, S.

S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
[CrossRef]

Laska, J.

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Laska, J. N.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

Levoy, M.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

Li, H.

X. Liao, H. Li, and L. Carin, “Generalized alternating projection for weighted-ℓ2,1minimization with applications to model-based compressive sensing,” SIAM Journal on Imaging Sciences (to be published).

Liao, X.

X. Liao, H. Li, and L. Carin, “Generalized alternating projection for weighted-ℓ2,1minimization with applications to model-based compressive sensing,” SIAM Journal on Imaging Sciences (to be published).

Lim, S. H.

S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
[CrossRef]

Liu, X.

S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
[CrossRef]

Marks, D. L.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Mitsunaga, T.

Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.

Nayar, S. K.

Y. Hitomi, J. Gu, M. Gupta, T. Mitsunaga, and S. K. Nayar, “Video from a single coded exposure photograph using a learned over-complete dictionary,” in Proceedings of IEEE International Conference on Computer Vision. (IEEE, 2011), pp. 287–294.

Neifeld, M. A.

V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
[CrossRef]

M. A. Neifeld and P. Shankar, “Feature-specific imaging,” App. Opt.42(17), 3379–3389, (2003).
[CrossRef]

Ng, R.

R. Ng, M. Levoy, M. Brédif, G. Duval, M. Horowitz, and P. Hanrahan, “Light field photography with a hand-held plenoptic camera,” Computer Science Technical Report CSTR 2, (2005).

Oike, Y.

Y. Oike and A. E Gamal, “A 256× 256 CMOS image sensor with δσ-based single-shot compressed sensing,” In Proceedings of IEEE International Solid-State Circuits Conference Digest of Technical Papers (IEEE, 2012), pp. 386–388.

Pitsianis, N.

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

Pitsianis, N. P.

Portnoy, A.

D. J. Brady, M. Feldman, N. Pitsianis, J. P Guo, A. Portnoy, and M. Fiddy, “Compressive optical MONTAGE photography,” Photonic Devices and Algorithms for Computing VII5907(1), 590708, (2005).
[CrossRef]

Raskar, R.

R. Raskar, A. Agrawal, and J. Tumblin, “Coded exposure photography: motion deblurring using fluttered shutter,” ACM Transactions on Graphics25(3), 795–804, (2006).
[CrossRef]

Reddy, D.

D. Reddy, A. Veeraraghavan, and R. Chellappa, “P2C2: Programmable pixel compressive camera for high speed imaging,” In Proceedings of IEEEE Conference on Coputer Vision and Pattern Recognition (IEEE, 2011), pp. 329–336.

Sankaranarayanan, A. C.

A. C. Sankaranarayanan, C. Studer, and R. G. Baraniuk, “CS-MUVI: Video compressive sensing for spatial-multiplexing cameras,” In Proceedings of IEEE International Conference on Computational Photography (IEEE, 2012), pp. 1–10.

Sarvotham, S.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Schulz, T. J.

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

Shankar, M.

Shankar, P.

M. A. Neifeld and P. Shankar, “Feature-specific imaging,” App. Opt.42(17), 3379–3389, (2003).
[CrossRef]

Stack, R. A.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Studer, C.

A. C. Sankaranarayanan, C. Studer, and R. G. Baraniuk, “CS-MUVI: Video compressive sensing for spatial-multiplexing cameras,” In Proceedings of IEEE International Conference on Computational Photography (IEEE, 2012), pp. 1–10.

Takhar, D.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Tao, T.

E. J. Candès and T. Tao, “Reflections on compressed sensing,” IEEE Information Theory Society Newsletter58(4), 20–23, (2008).

Treeaporn, V.

V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
[CrossRef]

Tumblin, J.

R. Raskar, A. Agrawal, and J. Tumblin, “Coded exposure photography: motion deblurring using fluttered shutter,” ACM Transactions on Graphics25(3), 795–804, (2006).
[CrossRef]

Veeraraghavan, A.

D. Reddy, A. Veeraraghavan, and R. Chellappa, “P2C2: Programmable pixel compressive camera for high speed imaging,” In Proceedings of IEEEE Conference on Coputer Vision and Pattern Recognition (IEEE, 2011), pp. 329–336.

Vera, E. M.

D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
[CrossRef] [PubMed]

Wakin, M.

M. Wakin, J. Laska, M. Duarte, D. Baron, S. Sarvotham, D. Takhar, K.F. Kelly, and R. G. Baraniuk, “Compressive imaging for video representation and coding,” in Proceedings of Picture Coding Symposium, (2006).

Wakin, M. B.

D. Takhar, J. N. Laska, M. B. Wakin, M. F. Duarte, D. Baron, S. Sarvotham, K. F. Kelly, and R. G. Baraniuk, “A new compressive imaging camera architecture using optical-domain compression,” Proc. SPIE6065, 606509 (2006).
[CrossRef]

Willett, R. M.

M. E. Gehm, R. John, D. J. Brady, R. M. Willett, and T. J. Schulz, “Single-shot compressive spectral imaging with a dual-disperser architecture,” Optics Express15(21), 14013–14027, (2007).
[CrossRef] [PubMed]

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V. Treeaporn, A. Ashok, and M. A. Neifeld, “Space–time compressive imaging,” App. Opt.51(4), A67–A79, (2012).
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Appl. Opt. (1)

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E. J. Candès and T. Tao, “Reflections on compressed sensing,” IEEE Information Theory Society Newsletter58(4), 20–23, (2008).

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S. Kleinfelder, S. H. Lim, X. Liu, and A. El Gamal, “A 10000 frames/s CMOS digital pixel sensor,” IEEE J. Solid-St. Circ.36(12), 2049–2059, (2001).
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D. L. Donoho, “Compressed sensing,” IEEE Trans. Inf. Theory52(4), 1289–1306, (2006).
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J. M. Bioucas-Dias and M. A. T. Figueiredo, “A new TwIST: Two-step iterative shrinkage/thresholding algorithms for image restoration,” IEEE Transactions on Image Processing16(12), 2992–3014 (2007).
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M. Zhang and A. Bermak, “CMOS image sensor with on-chip image compression: A review and performance analysis,” J. Sens.2010, 1–17, (2010).
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D. J. Brady, M. E. Gehm, R. A. Stack, D. L. Marks, D. S. Kittle, D. R. Golish, E. M. Vera, and S. D. Feller, “Multiscale gigapixel photography,” Nature486(7403), 386–389, (2012).
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X. Liao, H. Li, and L. Carin, “Generalized alternating projection for weighted-ℓ2,1minimization with applications to model-based compressive sensing,” SIAM Journal on Imaging Sciences (to be published).

D. Reddy, A. Veeraraghavan, and R. Chellappa, “P2C2: Programmable pixel compressive camera for high speed imaging,” In Proceedings of IEEEE Conference on Coputer Vision and Pattern Recognition (IEEE, 2011), pp. 329–336.

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Supplementary Material (15)

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