Abstract

We propose a method to perform color imaging with a single photodiode by using light structured illumination generated with a low-cost color LED array. The LED array is used to generate a sequence of color Hadamard patterns which are projected onto the object by a simple optical system while the photodiode records the light intensity. A field programmable gate array (FPGA) controls the LED panel allowing us to obtain high refresh rates up to 10 kHz. The system is extended to 3D imaging by simply adding a low number of photodiodes at different locations. The 3D shape of the object is obtained by using a non-calibrated photometric stereo technique. Experimental results are provided for an LED array with 32 × 32 elements.

© 2018 Optical Society of America under the terms of the OSA Open Access Publishing Agreement

Full Article  |  PDF Article
OSA Recommended Articles
Real-time imaging of methane gas leaks using a single-pixel camera

Graham M. Gibson, Baoqing Sun, Matthew P. Edgar, David B. Phillips, Nils Hempler, Gareth T. Maker, Graeme P. A. Malcolm, and Miles J. Padgett
Opt. Express 25(4) 2998-3005 (2017)

Three-dimensional single-pixel compressive reflectivity imaging based on complementary modulation

Wen-Kai Yu, Xu-Ri Yao, Xue-Feng Liu, Long-Zhen Li, and Guang-Jie Zhai
Appl. Opt. 54(3) 363-367 (2015)

1000 fps computational ghost imaging using LED-based structured illumination

Zi-Hao Xu, Wen Chen, José Penuelas, Miles Padgett, and Ming-Jie Sun
Opt. Express 26(3) 2427-2434 (2018)

References

  • View by:
  • |
  • |
  • |

  1. C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
    [Crossref]
  2. H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.
  3. M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
    [Crossref] [PubMed]
  4. V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
    [Crossref] [PubMed]
  5. P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
    [Crossref] [PubMed]
  6. F. Soldevila, V. Durán, P. Clemente, J. Lancis, and E. Tajahuerce, “Phase imaging by spatial wavefront sampling,” Optica 5(2), 164–174 (2018).
    [Crossref]
  7. S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
    [Crossref] [PubMed]
  8. E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).
  9. Y. Yan, H. Dai, X. Liu, W. He, Q. Chen, and G. Gu, “Colored adaptive compressed imaging with a single photodiode,” Appl. Opt. 55(14), 3711–3718 (2016).
    [Crossref] [PubMed]
  10. B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
    [Crossref]
  11. F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
    [Crossref]
  12. F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
    [Crossref]
  13. L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
    [Crossref] [PubMed]
  14. J. Huang and D. F. Shi, “Multispectral computational ghost imaging with multiplexed illumination,” J. Opt. 19(7), 075701 (2017).
    [Crossref]
  15. K. Shibuya, T. Minamikawa, Y. Mizutani, H. Yamamoto, K. Minoshima, T. Yasui, and T. Iwata, “Scan-less hyperspectral dual-comb single-pixel-imaging in both amplitude and phase,” Opt. Express 25(18), 21947–21957 (2017).
    [Crossref] [PubMed]
  16. Z. Zhang, S. Liu, J. Peng, M. Yao, G. Zheng, and J. Zhong, “Simultaneous spatial, spectral, and 3D compressive imaging via efficient Fourier single-pixel measurements,” Optica 5(3), 315–319 (2018).
    [Crossref]
  17. G. A. Howland, D. J. Lum, M. R. Ware, and J. C. Howell, “Photon counting compressive depth mapping,” Opt. Express 21(20), 23822–23837 (2013).
    [Crossref] [PubMed]
  18. M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
    [Crossref] [PubMed]
  19. B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
    [Crossref] [PubMed]
  20. W. K. Yu, X. R. Yao, X. F. Liu, L. Z. Li, and G. J. Zhai, “Three-dimensional single-pixel compressive reflectivity imaging based on complementary modulation,” Appl. Opt. 54(3), 363–367 (2015).
    [Crossref]
  21. Z. Zhang and J. Zhong, “Three-dimensional single-pixel imaging with far fewer measurements than effective image pixels,” Opt. Lett. 41(11), 2497–2500 (2016).
    [Crossref] [PubMed]
  22. D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
    [Crossref] [PubMed]
  23. M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
    [Crossref] [PubMed]
  24. A. Farina, M. Betcke, L. di Sieno, A. Bassi, N. Ducros, A. Pifferi, G. Valentini, S. Arridge, and C. D’Andrea, “Multiple-view diffuse optical tomography system based on time-domain compressive measurements,” Opt. Lett. 42(14), 2822–2825 (2017).
    [Crossref] [PubMed]
  25. J. A. Decker., “Hadamard-transform image scanning,” Appl. Opt. 9(6), 1392–1395 (1970).
    [Crossref] [PubMed]
  26. M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
    [Crossref]
  27. Z. Zhang, X. Ma, and J. Zhong, “Single-pixel imaging by means of Fourier spectrum acquisition,” Nat. Commun. 6(1), 6225–6230 (2015).
    [Crossref] [PubMed]
  28. E. J. Candès and M. B. Walkin, “An introduction to compressive sampling,” IEEE Signal Process. Mag. 25(2), 21–30 (2008).
    [Crossref]
  29. J. H. Shapiro, “Computational ghost imaging,” Phys. Rev. A 78(6), 061802 (2008).
    [Crossref]
  30. F. Devaux, P. A. Moreau, S. Denis, and E. Lantz, “Computational temporal ghost imaging,” Optica 3(7), 698 (2016).
    [Crossref]
  31. P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
    [Crossref]
  32. P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
    [Crossref]
  33. F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
    [Crossref] [PubMed]
  34. F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
    [Crossref] [PubMed]
  35. M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
    [Crossref]
  36. M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
    [Crossref]
  37. G. Zheng, C. Kolner, and C. Yang, “Microscopy refocusing and dark-field imaging by using a simple LED array,” Opt. Lett. 36(20), 3987–3989 (2011).
    [Crossref] [PubMed]
  38. L. Tian, J. Wang, and L. Waller, “3D differential phase-contrast microscopy with computational illumination using an LED array,” Opt. Lett. 39, 1326-1329 (2014).
  39. G. Zheng, R. Horstmeyer, and C. Yang, “Wide-field, high-resolution Fourier ptychographic microscopy,” Nat. Photonics 7(9), 739–745 (2013).
    [Crossref] [PubMed]
  40. L. Tian and L. Waller, “3D intensity and phase imaging from light field measurements in an LED array microscope,” Optica 2(2), 104–111 (2015).
    [Crossref]
  41. T. Mizuno and T. Iwata, “Hadamard-transform fluorescence-lifetime imaging,” Opt. Express 24(8), 8202–8213 (2016).
    [Crossref] [PubMed]
  42. Z.-H. Xu, W. Chen, J. Penuelas, M. Padgett, and M.-J. Sun, “1000 fps computational ghost imaging using LED-based structured illumination,” Opt. Express 26(3), 2427–2434 (2018).
    [Crossref] [PubMed]
  43. R. J. Woodham, “Photometric method for determining Surface orientation from multiple images,” Opt. Eng. 19(1), 191139 (1980).
    [Crossref]
  44. P. Favaro and T. Papadhimitri, “A closed-form solution to uncalibrated photometric stereo via diffuse maxima”, IEEE Conference on Computer Vision and Pattern Recognition, 821–828 (2012).
    [Crossref]
  45. A. Yuille and D. Snow, “Shape and albedo from multiple images using integrability”, IEEE Conference on Computer Vision and Pattern Recognition, 158–164 (1997).
    [Crossref]
  46. H. Hayakawa, “Photometric stereo under a light source with arbitrary motion,” J. Opt. Soc. Am. A 11(11), 3079–3089 (1994).
    [Crossref]
  47. P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
    [Crossref]
  48. http://www.cvg.unibe.ch/tpapadhimitri/

2018 (3)

2017 (6)

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

J. Huang and D. F. Shi, “Multispectral computational ghost imaging with multiplexed illumination,” J. Opt. 19(7), 075701 (2017).
[Crossref]

K. Shibuya, T. Minamikawa, Y. Mizutani, H. Yamamoto, K. Minoshima, T. Yasui, and T. Iwata, “Scan-less hyperspectral dual-comb single-pixel-imaging in both amplitude and phase,” Opt. Express 25(18), 21947–21957 (2017).
[Crossref] [PubMed]

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

A. Farina, M. Betcke, L. di Sieno, A. Bassi, N. Ducros, A. Pifferi, G. Valentini, S. Arridge, and C. D’Andrea, “Multiple-view diffuse optical tomography system based on time-domain compressive measurements,” Opt. Lett. 42(14), 2822–2825 (2017).
[Crossref] [PubMed]

2016 (9)

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

Z. Zhang and J. Zhong, “Three-dimensional single-pixel imaging with far fewer measurements than effective image pixels,” Opt. Lett. 41(11), 2497–2500 (2016).
[Crossref] [PubMed]

F. Devaux, P. A. Moreau, S. Denis, and E. Lantz, “Computational temporal ghost imaging,” Optica 3(7), 698 (2016).
[Crossref]

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

Y. Yan, H. Dai, X. Liu, W. He, Q. Chen, and G. Gu, “Colored adaptive compressed imaging with a single photodiode,” Appl. Opt. 55(14), 3711–3718 (2016).
[Crossref] [PubMed]

T. Mizuno and T. Iwata, “Hadamard-transform fluorescence-lifetime imaging,” Opt. Express 24(8), 8202–8213 (2016).
[Crossref] [PubMed]

2015 (5)

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

L. Tian and L. Waller, “3D intensity and phase imaging from light field measurements in an LED array microscope,” Optica 2(2), 104–111 (2015).
[Crossref]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Z. Zhang, X. Ma, and J. Zhong, “Single-pixel imaging by means of Fourier spectrum acquisition,” Nat. Commun. 6(1), 6225–6230 (2015).
[Crossref] [PubMed]

W. K. Yu, X. R. Yao, X. F. Liu, L. Z. Li, and G. J. Zhai, “Three-dimensional single-pixel compressive reflectivity imaging based on complementary modulation,” Appl. Opt. 54(3), 363–367 (2015).
[Crossref]

2014 (2)

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

L. Tian, J. Wang, and L. Waller, “3D differential phase-contrast microscopy with computational illumination using an LED array,” Opt. Lett. 39, 1326-1329 (2014).

2013 (7)

G. Zheng, R. Horstmeyer, and C. Yang, “Wide-field, high-resolution Fourier ptychographic microscopy,” Nat. Photonics 7(9), 739–745 (2013).
[Crossref] [PubMed]

P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

G. A. Howland, D. J. Lum, M. R. Ware, and J. C. Howell, “Photon counting compressive depth mapping,” Opt. Express 21(20), 23822–23837 (2013).
[Crossref] [PubMed]

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

2012 (2)

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
[Crossref] [PubMed]

2011 (2)

P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
[Crossref]

G. Zheng, C. Kolner, and C. Yang, “Microscopy refocusing and dark-field imaging by using a simple LED array,” Opt. Lett. 36(20), 3987–3989 (2011).
[Crossref] [PubMed]

2008 (3)

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

E. J. Candès and M. B. Walkin, “An introduction to compressive sampling,” IEEE Signal Process. Mag. 25(2), 21–30 (2008).
[Crossref]

J. H. Shapiro, “Computational ghost imaging,” Phys. Rev. A 78(6), 061802 (2008).
[Crossref]

2005 (1)

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

1999 (1)

P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
[Crossref]

1994 (1)

1980 (1)

R. J. Woodham, “Photometric method for determining Surface orientation from multiple images,” Opt. Eng. 19(1), 191139 (1980).
[Crossref]

1970 (1)

Abolbashari, M.

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

Andrés, P.

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
[Crossref] [PubMed]

Araùjo, F. M.

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

Arridge, S.

Baraniuk, R. G.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Barnett, S. M.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

Bartels, R. A.

P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
[Crossref]

Bassi, A.

Belhumeur, P. N.

P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
[Crossref]

Betcke, M.

Bian, L.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Bowman, A.

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

Bowman, R.

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

Bowman, R. W.

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Candès, E. J.

E. J. Candès and M. B. Walkin, “An introduction to compressive sampling,” IEEE Signal Process. Mag. 25(2), 21–30 (2008).
[Crossref]

Chen, B.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Chen, F.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Chen, H.

H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.

Chen, Q.

Chen, W.

Z.-H. Xu, W. Chen, J. Penuelas, M. Padgett, and M.-J. Sun, “1000 fps computational ghost imaging using LED-based structured illumination,” Opt. Express 26(3), 2427–2434 (2018).
[Crossref] [PubMed]

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

Clemente, P.

F. Soldevila, V. Durán, P. Clemente, J. Lancis, and E. Tajahuerce, “Phase imaging by spatial wavefront sampling,” Optica 5(2), 164–174 (2018).
[Crossref]

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
[Crossref] [PubMed]

V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
[Crossref] [PubMed]

Climent, V.

Correia, M. V.

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

D’Andrea, C.

Dai, H.

Dai, Q.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Davenport, M. A.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Decker, J. A.

Denis, S.

Devaux, F.

di Sieno, L.

Duarte, M. F.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Ducros, N.

Durán, V.

Edgar, M. P.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

Fan, J.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Farahi, F.

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

Farina, A.

Favaro, P.

P. Favaro and T. Papadhimitri, “A closed-form solution to uncalibrated photometric stereo via diffuse maxima”, IEEE Conference on Computer Vision and Pattern Recognition, 821–828 (2012).
[Crossref]

Fernández-Alonso, M.

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
[Crossref] [PubMed]

Futia, G.

P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
[Crossref]

Garg, G.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Gibson, G. M.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Gu, G.

Hayakawa, H.

He, W.

Herman, M.

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Hewitt, D.

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Horowitz, M.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Horstmeyer, R.

G. Zheng, R. Horstmeyer, and C. Yang, “Wide-field, high-resolution Fourier ptychographic microscopy,” Nat. Photonics 7(9), 739–745 (2013).
[Crossref] [PubMed]

Howell, J. C.

Howland, G. A.

Huang, J.

J. Huang and D. F. Shi, “Multispectral computational ghost imaging with multiplexed illumination,” J. Opt. 19(7), 075701 (2017).
[Crossref]

Hunt, J.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Irles, E.

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

Iwata, T.

Jonathan, P.

Kelly, K.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Kolner, C.

Kriegman, D. J.

P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
[Crossref]

Krishna, S.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Lai, K.

H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.

Lamb, R.

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

Lancis, J.

F. Soldevila, V. Durán, P. Clemente, J. Lancis, and E. Tajahuerce, “Phase imaging by spatial wavefront sampling,” Optica 5(2), 164–174 (2018).
[Crossref]

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
[Crossref] [PubMed]

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
[Crossref] [PubMed]

Lantz, E.

Laska, J. N.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Lensch, H. P. A.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Levoy, M.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Li, L. Z.

Li, L.-J.

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

Li, Z.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Lipworth, G.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Liu, B. L.

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

Liu, S.

Liu, T.-F.

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

Liu, X.

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

Y. Yan, H. Dai, X. Liu, W. He, Q. Chen, and G. Gu, “Colored adaptive compressed imaging with a single photodiode,” Appl. Opt. 55(14), 3711–3718 (2016).
[Crossref] [PubMed]

Liu, X. F.

Lum, D. J.

Ma, X.

Z. Zhang, X. Ma, and J. Zhong, “Single-pixel imaging by means of Fourier spectrum acquisition,” Nat. Commun. 6(1), 6225–6230 (2015).
[Crossref] [PubMed]

Magalhães, F.

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

Marschner, S. R.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

McMackin, L.

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Minamikawa, T.

Minoshima, K.

Mitchell, K. J.

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Mizuno, T.

Mizutani, Y.

Montoya, J.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Moreau, P. A.

Padgett, M.

Padgett, M. J.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

Padilla, W. J.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Papadhimitri, T.

P. Favaro and T. Papadhimitri, “A closed-form solution to uncalibrated photometric stereo via diffuse maxima”, IEEE Conference on Computer Vision and Pattern Recognition, 821–828 (2012).
[Crossref]

Peng, J.

Penuelas, J.

Phillips, D. B.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

Pifferi, A.

Pla, F.

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

Radwell, N.

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Salvador-Balaguer, E.

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

Schlup, P.

P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
[Crossref]

Sen, P.

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Shapiro, J. H.

J. H. Shapiro, “Computational ghost imaging,” Phys. Rev. A 78(6), 061802 (2008).
[Crossref]

Shi, D. F.

J. Huang and D. F. Shi, “Multispectral computational ghost imaging with multiplexed illumination,” J. Opt. 19(7), 075701 (2017).
[Crossref]

Shibuya, K.

Shrekenhamer, D.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Situ, G.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Sleasman, T.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Smith, D. R.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Snow, D.

A. Yuille and D. Snow, “Shape and albedo from multiple images using integrability”, IEEE Conference on Computer Vision and Pattern Recognition, 158–164 (1997).
[Crossref]

Soldevila, F.

F. Soldevila, V. Durán, P. Clemente, J. Lancis, and E. Tajahuerce, “Phase imaging by spatial wavefront sampling,” Optica 5(2), 164–174 (2018).
[Crossref]

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

Song, B.

H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.

Sun, B.

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

Sun, M. J.

M. J. Sun, M. P. Edgar, D. B. Phillips, G. M. Gibson, and M. J. Padgett, “Improving the signal-to-noise ratio of single-pixel imaging using digital microscanning,” Opt. Express 24(10), 10476–10485 (2016).
[Crossref] [PubMed]

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

Sun, M.-J.

Z.-H. Xu, W. Chen, J. Penuelas, M. Padgett, and M.-J. Sun, “1000 fps computational ghost imaging using LED-based structured illumination,” Opt. Express 26(3), 2427–2434 (2018).
[Crossref] [PubMed]

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

Sun, T.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Suo, J.

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

Tajahuerce, E.

F. Soldevila, V. Durán, P. Clemente, J. Lancis, and E. Tajahuerce, “Phase imaging by spatial wavefront sampling,” Optica 5(2), 164–174 (2018).
[Crossref]

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

P. Clemente, V. Durán, E. Tajahuerce, P. Andrés, V. Climent, and J. Lancis, “Compressive holography with a single-pixel detector,” Opt. Lett. 38(14), 2524–2527 (2013).
[Crossref] [PubMed]

V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging,” Opt. Lett. 37(5), 824–826 (2012).
[Crossref] [PubMed]

Takhar, D.

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

Taylor, J. M.

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

Tian, L.

Tidman, J.

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Uribe-Patarroyo, N.

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

Valentini, G.

Vittert, L. E.

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

Walkin, M. B.

E. J. Candès and M. B. Walkin, “An introduction to compressive sampling,” IEEE Signal Process. Mag. 25(2), 21–30 (2008).
[Crossref]

Waller, L.

Wang, J.

Ware, M. R.

Watts, C. M.

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

Welsh, S.

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

Welsh, S. S.

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

S. S. Welsh, M. P. Edgar, R. Bowman, P. Jonathan, B. Sun, and M. J. Padgett, “Fast full-color computational imaging with single-pixel detectors,” Opt. Express 21(20), 23068–23074 (2013).
[Crossref] [PubMed]

Weston, T.

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Woodham, R. J.

R. J. Woodham, “Photometric method for determining Surface orientation from multiple images,” Opt. Eng. 19(1), 191139 (1980).
[Crossref]

Wu, L. A.

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

Xi, N.

H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.

Xu, Z.-H.

Yamamoto, H.

Yan, Y.

Yang, C.

G. Zheng, R. Horstmeyer, and C. Yang, “Wide-field, high-resolution Fourier ptychographic microscopy,” Nat. Photonics 7(9), 739–745 (2013).
[Crossref] [PubMed]

G. Zheng, C. Kolner, and C. Yang, “Microscopy refocusing and dark-field imaging by using a simple LED array,” Opt. Lett. 36(20), 3987–3989 (2011).
[Crossref] [PubMed]

Yang, Z. H.

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

Yao, M.

Yao, X. R.

Yasui, T.

Yu, W. K.

Yuille, A.

A. Yuille and D. Snow, “Shape and albedo from multiple images using integrability”, IEEE Conference on Computer Vision and Pattern Recognition, 158–164 (1997).
[Crossref]

Yuille, A. L.

P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
[Crossref]

Zhai, G. J.

Zhang, Z.

Zheng, G.

Zhong, J.

ACM Trans. Graph. (1)

P. Sen, B. Chen, G. Garg, S. R. Marschner, M. Horowitz, M. Levoy, and H. P. A. Lensch, “Dual photography,” ACM Trans. Graph. 24(3), 745–755 (2005).
[Crossref]

Appl. Opt. (3)

Appl. Phys. B (1)

F. Soldevila, E. Irles, V. Durán, P. Clemente, M. Fernández-Alonso, E. Tajahuerce, and J. Lancis, “Single-pixel polarimetric imaging spectrometer by compressive sensing,” Appl. Phys. B 113(4), 551–559 (2013).
[Crossref]

Appl. Phys. Lett. (1)

P. Schlup, G. Futia, and R. A. Bartels, “Lateral tomographic spatial frequency modulated imaging,” Appl. Phys. Lett. 98(21), 211115 (2011).
[Crossref]

IEEE Photonics J. (1)

M.-J. Sun, W. Chen, T.-F. Liu, and L.-J. Li, “Image retrieval in spatial and temporal domains with a quadrant detector,” IEEE Photonics J. 9(5), 3901206 (2017).
[Crossref]

IEEE Signal Process. Mag. (2)

M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. Kelly, and R. G. Baraniuk, “Single-pixel imaging via compressive sampling,” IEEE Signal Process. Mag. 25(2), 83–91 (2008).
[Crossref]

E. J. Candès and M. B. Walkin, “An introduction to compressive sampling,” IEEE Signal Process. Mag. 25(2), 21–30 (2008).
[Crossref]

Int. J. Comput. Vis. (1)

P. N. Belhumeur, D. J. Kriegman, and A. L. Yuille, “The bas-relief ambiguity,” Int. J. Comput. Vis. 35(1), 33–44 (1999).
[Crossref]

J. Disp. Technol. (1)

E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, F. Pla, and J. Lancis, “Full-color stereoscopic imaging with a single-pixel photodetector,” J. Disp. Technol. 12, 417–422 (2016).

J. Mod. Opt. (1)

B. L. Liu, Z. H. Yang, X. Liu, and L. A. Wu, “Coloured computational imaging with single-pixel detectors based on a 2D discrete cosine transform,” J. Mod. Opt. 64(3), 259–264 (2017).
[Crossref]

J. Opt. (1)

J. Huang and D. F. Shi, “Multispectral computational ghost imaging with multiplexed illumination,” J. Opt. 19(7), 075701 (2017).
[Crossref]

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

Nat. Commun. (2)

M. J. Sun, M. P. Edgar, G. M. Gibson, B. Sun, N. Radwell, R. Lamb, and M. J. Padgett, “Single-pixel three-dimensional imaging with time-based depth resolution,” Nat. Commun. 7, 12010 (2016).
[Crossref] [PubMed]

Z. Zhang, X. Ma, and J. Zhong, “Single-pixel imaging by means of Fourier spectrum acquisition,” Nat. Commun. 6(1), 6225–6230 (2015).
[Crossref] [PubMed]

Nat. Photonics (2)

C. M. Watts, D. Shrekenhamer, J. Montoya, G. Lipworth, J. Hunt, T. Sleasman, S. Krishna, D. R. Smith, and W. J. Padilla, “Terahertz compressive imaging with metamaterial spatial light modulators,” Nat. Photonics 8(8), 605–609 (2014).
[Crossref]

G. Zheng, R. Horstmeyer, and C. Yang, “Wide-field, high-resolution Fourier ptychographic microscopy,” Nat. Photonics 7(9), 739–745 (2013).
[Crossref] [PubMed]

Opt. Eng. (2)

R. J. Woodham, “Photometric method for determining Surface orientation from multiple images,” Opt. Eng. 19(1), 191139 (1980).
[Crossref]

F. Magalhães, M. Abolbashari, F. M. Araùjo, M. V. Correia, and F. Farahi, “High-resolution hyperspectral single-pixel imaging system based on compressive sensing,” Opt. Eng. 51(7), 071406 (2012).
[Crossref]

Opt. Express (6)

Opt. Lett. (6)

Optica (4)

Phys. Rev. A (1)

J. H. Shapiro, “Computational ghost imaging,” Phys. Rev. A 78(6), 061802 (2008).
[Crossref]

Proc. SPIE (1)

M. Herman, J. Tidman, D. Hewitt, T. Weston, and L. McMackin, “A higher-speed compressive sensing camera through multi-diode design,” Proc. SPIE 8717, 871706 (2013).
[Crossref]

Sci. Adv. (1)

D. B. Phillips, M.-J. Sun, J. M. Taylor, M. P. Edgar, S. M. Barnett, G. M. Gibson, and M. J. Padgett, “Adaptive foveated single-pixel imaging with dynamic supersampling,” Sci. Adv. 3(4), e1601782 (2017).
[Crossref] [PubMed]

Sci. Rep. (4)

F. Soldevila, E. Salvador-Balaguer, P. Clemente, E. Tajahuerce, and J. Lancis, “High-resolution adaptive imaging with a single photodiode,” Sci. Rep. 5(1), 14300 (2015).
[Crossref] [PubMed]

F. Soldevila, P. Clemente, E. Tajahuerce, N. Uribe-Patarroyo, P. Andrés, and J. Lancis, “Computational imaging with a balanced detector,” Sci. Rep. 6(1), 29181 (2016).
[Crossref] [PubMed]

L. Bian, J. Suo, G. Situ, Z. Li, J. Fan, F. Chen, and Q. Dai, “Multispectral imaging using a single bucket detector,” Sci. Rep. 6(1), 24752 (2016).
[Crossref] [PubMed]

M. P. Edgar, G. M. Gibson, R. W. Bowman, B. Sun, N. Radwell, K. J. Mitchell, S. S. Welsh, and M. J. Padgett, “Simultaneous real-time visible and infrared video with single-pixel detectors,” Sci. Rep. 5(1), 10669 (2015).
[Crossref] [PubMed]

Science (1)

B. Sun, M. P. Edgar, R. Bowman, L. E. Vittert, S. Welsh, A. Bowman, and M. J. Padgett, “3D computational imaging with single-pixel detectors,” Science 340(6134), 844–847 (2013).
[Crossref] [PubMed]

Other (4)

H. Chen, N. Xi, B. Song, and K. Lai, “Single pixel infrared camera using a carbon nanotube photodetector,” in Proc. IEEE Sens. (IEEE, 2011), 1362–1366.

P. Favaro and T. Papadhimitri, “A closed-form solution to uncalibrated photometric stereo via diffuse maxima”, IEEE Conference on Computer Vision and Pattern Recognition, 821–828 (2012).
[Crossref]

A. Yuille and D. Snow, “Shape and albedo from multiple images using integrability”, IEEE Conference on Computer Vision and Pattern Recognition, 158–164 (1997).
[Crossref]

http://www.cvg.unibe.ch/tpapadhimitri/

Cited By

OSA participates in Crossref's Cited-By Linking service. Citing articles from OSA journals and other participating publishers are listed here.

Alert me when this article is cited.


Figures (4)

Fig. 1
Fig. 1 Single-pixel imaging scheme based on a color LED display. A sequence of Hadamard patterns are displayed on the LED panel and projected onto the object by the projection lens. The light is collected by a photodiode (PD) and digitized by a DAQ system controlled with a computer. For 3D imaging, the photodiode is shifted to different positions, as is shown in gray color in the figure.
Fig. 2
Fig. 2 Photograph of the optical system for single-pixel 3D imaging with a color LED display. The LED matrix and the FPGA are on the left. The photodiode and the object to be imaged are on the right end.
Fig. 3
Fig. 3 2D image of a color object obtained with the optical system shown in Fig. 2. The resolution is 32 × 32 pixels, the same as the number of elements in the LED array.
Fig. 4
Fig. 4 (a) 2D images of the object in Fig. 3 obtained with the single-pixel camera shown in Fig. 2 for different positions of the photodiode. The Photodiode was moved from left to right at arbitrary positions in the same horizontal plane. (b) 3D surface of the object, codified in color, obtained by the photometric stereo algorithm from the pictures in (a). (c) 3D surface of the object.

Equations (3)

Equations on this page are rendered with MathJax. Learn more.

I k =H· O k ,
O= S T L,
S= G T S ^ and L= G 1 L ^ ,

Metrics