• Photonics Research
  • Vol. 9, Issue 10, 1958 (2021)
Xi Yang1、*, Pavan Chandra Konda1, Shiqi Xu1, Liheng Bian2, and Roarke Horstmeyer1、3、4
Author Affiliations
  • 1Department of Biomedical Engineering, Duke University, Durham, North Carolina 27708, USA
  • 2School of Information and Electronics, Beijing Institute of Technology, Beijing 100081, China
  • 3Department of Physics, Duke University, Durham, North Carolina 27708, USA
  • 4Department of Electrical and Computer Engineering, Duke University, Durham, North Carolina 27708, USA
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    DOI: 10.1364/PRJ.427699 Cite this Article Set citation alerts
    Xi Yang, Pavan Chandra Konda, Shiqi Xu, Liheng Bian, Roarke Horstmeyer. Quantized Fourier ptychography with binary images from SPAD cameras[J]. Photonics Research, 2021, 9(10): 1958 Copy Citation Text show less
    References

    [1] C. Bruschini, H. Homulle, I. Antolovic, S. Burri, E. Charbon. Single-photon avalanche diode imagers in biophotonics: review and outlook. Light Sci. Appl., 8, 87(2019).

    [2] D. Bronzi, Y. Zou, F. Villa, S. Tisa, A. Tosi, F. Zappa. Automotive three-dimensional vision through a single-photon counting SPAD camera. IEEE Trans. Intell. Transp. Syst., 17, 782-795(2015).

    [3] L. Parmesan, N. Dutton, N. J. Calder, N. Krstajic, A. J. Holmes, L. A. Grant, R. K. Henderson. A 256 × 256 SPAD array with in-pixel time to amplitude conversion for fluorescence lifetime imaging microscopy. International Image Sensor Workshop, 900, M5(2015).

    [4] A. Gupta, A. Ingle, A. Velten, M. Gupta. Photon-flooded single-photon 3D cameras. IEEE Conference on Computer Vision and Pattern Recognition, 6770-6779(2019).

    [5] S. Chan, A. Halimi, F. Zhu, I. Gyongy, R. K. Henderson, R. Bowman, S. McLaughlin, G. S. Buller, J. Leach. Long-range depth imaging using a single-photon detector array and non-local data fusion. Sci. Rep., 9, 8075(2019).

    [6] S. Ma, S. Gupta, A. C. Ulku, C. Bruschini, E. Charbon, M. Gupta. Quanta burst photography. ACM Trans. Graph., 39, 79(2020).

    [7] G. Satat, B. Heshmat, D. Raviv, R. Raskar. All photons imaging through volumetric scattering. Sci. Rep., 6, 33946(2016).

    [8] A. Lyons, F. Tonolini, A. Boccolini, A. Repetti, R. Henderson, Y. Wiaux, D. Faccio. Computational time-of-flight diffuse optical tomography. Nat. Photonics, 13, 575-579(2019).

    [9] W. Liu, R. Qian, S. Xu, P. Chandra Konda, J. Jönsson, M. Harfouche, D. Borycki, C. Cooke, E. Berrocal, Q. Dai, H. Wang, R. Horstmeyer. Fast and sensitive diffuse correlation spectroscopy with highly parallelized single photon detection. APL Photonics, 6, 026106(2021).

    [10] M. O’Toole, F. Heide, D. B. Lindell, K. Zang, S. Diamond, G. Wetzstein. Reconstructing transient images from single-photon sensors. IEEE Conference on Computer Vision and Pattern Recognition, 1539-1547(2017).

    [11] G. Gariepy, F. Tonolini, R. Henderson, J. Leach, D. Faccio. Detection and tracking of moving objects hidden from view. Nat. Photonics, 10, 23-26(2016).

    [12] K. Morimoto, A. Ardelean, M.-L. Wu, A. C. Ulku, I. M. Antolovic, C. Bruschini, E. Charbon. Megapixel time-gated SPAD image sensor for 2D and 3D imaging applications. Optica, 7, 346-354(2020).

    [13] V. Zickus, M.-L. Wu, K. Morimoto, V. Kapitany, A. Fatima, A. Turpin, R. Insall, J. Whitelaw, L. Machesky, C. Bruschini, D. Faccio, E. Charbon. Fluorescence lifetime imaging with a megapixel SPAD camera and neural network lifetime estimation. Sci. Rep., 10, 20986(2020).

    [14] M. Buttafava, F. Villa, M. Castello, G. Tortarolo, E. Conca, M. Sanzaro, S. Piazza, P. Bianchini, A. Diaspro, F. Zappa, G. Vicidomini, A. Tosi. SPAD-based asynchronous-readout array detectors for image-scanning microscopy. Optica, 7, 755-765(2020).

    [15] G. Zheng, R. Horstmeyer, C. Yang. Wide-field, high-resolution Fourier ptychographic microscopy. Nat. Photonics, 7, 739-745(2013).

    [16] P. C. Konda, L. Loetgering, K. C. Zhou, S. Xu, A. R. Harvey, R. Horstmeyer. Fourier ptychography: current applications and future promises. Opt. Express, 28, 9603-9630(2020).

    [17] L.-H. Yeh, J. Dong, J. Zhong, L. Tian, M. Chen, G. Tang, M. Soltanolkotabi, L. Waller. Experimental robustness of Fourier ptychography phase retrieval algorithms. Opt. Express, 23, 33214-33240(2015).

    [18] X. Ou, G. Zheng, C. Yang. Embedded pupil function recovery for Fourier ptychographic microscopy. Opt. Express, 22, 4960-4972(2014).

    [19] S. Dong, K. Guo, P. Nanda, R. Shiradkar, G. Zheng. FPscope: a field-portable high-resolution microscope using a cellphone lens. Biomed. Opt. Express, 5, 3305-3310(2014).

    [20] T. Aidukas, R. Eckert, A. R. Harvey, L. Waller, P. C. Konda. Low-cost, sub-micron resolution, wide-field computational microscopy using opensource hardware. Sci. Rep., 9, 7457(2019).

    [21] S. Dong, R. Horstmeyer, R. Shiradkar, K. Guo, X. Ou, Z. Bian, H. Xin, G. Zheng. Aperture-scanning Fourier ptychography for 3D refocusing and super-resolution macroscopic imaging. Opt. Express, 22, 13586-13599(2014).

    [22] J. Holloway, M. S. Asif, M. K. Sharma, N. Matsuda, R. Horstmeyer, O. Cossairt, A. Veeraraghavan. Toward long-distance subdiffraction imaging using coherent camera arrays. IEEE Trans. Comput. Imaging, 2, 251-265(2016).

    [23] L. Tian, Z. Liu, L.-H. Yeh, M. Chen, J. Zhong, L. Waller. Computational illumination for high-speed in vitro Fourier ptychographic microscopy. Optica, 2, 904-911(2015).

    [24] T. Aidukas, P. C. Konda, A. R. Harvey, M. J. Padgett, P.-A. Moreau. Phase and amplitude imaging with quantum correlations through Fourier ptychography. Sci. Rep., 9, 10445(2019).

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

    [26] U. S. Kamilov, A. Bourquard, A. Amini, M. Unser. One-bit measurements with adaptive thresholds. IEEE Signal Process. Lett., 19, 607-610(2012).

    [27] R. A. Rojas, W. Luo, V. Murray, Y. M. Lu. Learning optimal parameters for binary sensing image reconstruction algorithms. IEEE International Conference on Image Processing (ICIP), 2791-2795(2017).

    [28] Y. Mroueh, L. Rosasco. Quantization and greed are good: one bit phase retrieval, robustness and greedy refinements(2013).

    [29] S. Mukherjee, C. S. Seelamantula. Phase retrieval from binary measurements. IEEE Signal Process. Lett., 25, 348-352(2018).

    [30] J. Zhu, Q. Yuan, C. Song, Z. Xu. Phase retrieval from quantized measurements via approximate message passing. IEEE Signal Process. Lett., 26, 986-990(2019).

    [31] A. M. S. Maallo, P. F. Almoro, S. G. Hanson. Quantization analysis of speckle intensity measurements for phase retrieval. Appl. Opt., 49, 5087-5094(2010).

    [32] P. C. Konda, J. M. Taylor, A. R. Harvey. Multi-aperture Fourier ptychographic microscopy, theory and validation. Opt. Lasers Eng., 138, 106410(2020).

    [33] P. E. Debevec, G. S. Owen, J. Malik, T. Whitted, B. Mones-Hattal. Recovering high dynamic range radiance maps from photographs. SIGGRAPH, 369-378(1997).

    [34] S. Yang, H. Takajo. Quantization error reduction in the measurement of Fourier intensity for phase retrieval. Jpn. J. Appl. Phys., 43, 5747-5751(2004).

    [35] A. Maiden, D. Johnson, P. Li. Further improvements to the ptychographical iterative engine. Optica, 4, 736-745(2017).

    [36] A. M. Maiden, J. M. Rodenburg. An improved ptychographical phase retrieval algorithm for diffractive imaging. Ultramicroscopy, 109, 1256-1262(2009).

    [37] S. Dong, Z. Bian, R. Shiradkar, G. Zheng. Sparsely sampled Fourier ptychography. Opt. Express, 22, 5455-5464(2014).

    [38] http://www.cellimagelibrary.org/pages/datasets. http://www.cellimagelibrary.org/pages/datasets

    [39] X. Yang. Dataset 1(2021).

    [40] X. Yang. Quantized Fourier ptychography with binary images from SPAD cameras. Code 1(2021).

    [41] Z. Bian, S. Dong, G. Zheng. Adaptive system correction for robust Fourier ptychographic imaging. Opt. Express, 21, 32400-32410(2013).

    [42] A. Pan, Y. Zhang, T. Zhao, Z. Wang, D. Dan, M. Lei, B. Yao. System calibration method for Fourier ptychographic microscopy. J. Biomed. Opt., 22, 096005(2017).

    [43] E. R. Fossum, J. Ma, S. Masoodian, L. Anzagira, R. Zizza. The quanta image sensor: every photon counts. Sensors, 16, 1260(2016).

    [44] X. Ren, P. W. Connolly, A. Halimi, Y. Altmann, S. McLaughlin, I. Gyongy, R. K. Henderson, G. S. Buller. High-resolution depth profiling using a range-gated CMOS SPAD quanta image sensor. Opt. Express, 26, 5541-5557(2018).

         L. Tian, L. Waller. 3D intensity and phase imaging from light field measurements in an LED array microscope. Optica, 2, 104-111(2015).

    [45] . Canon successfully develops the world’s first 1-megapixel SPAD sensor.

    [47] R. Horstmeyer, J. Chung, X. Ou, G. Zheng, C. Yang. Diffraction tomography with Fourier ptychography. Optica, 3, 827-835(2016).

    [48] K. C. Zhou, R. Horstmeyer. Diffraction tomography with a deep image prior. Opt. Express, 28, 12872-12896(2020).

    [49] C. Kuang, Y. Ma, R. Zhou, J. Lee, G. Barbastathis, R. R. Dasari, Z. Yaqoob, P. T. C. So. Digital micromirror device-based laser-illumination Fourier ptychographic microscopy. Opt. Express, 23, 26999-27010(2015).

    [50] R. Eckert, Z. F. Phillips, L. Waller. Efficient illumination angle self-calibration in Fourier ptychography. Appl. Opt., 57, 5434-5442(2018).

    [51] J. Chung, H. Lu, X. Ou, H. Zhou, C. Yang. Wide-field Fourier ptychographic microscopy using laser illumination source. Biomed. Opt. Express, 7, 4787-4802(2016).

    Xi Yang, Pavan Chandra Konda, Shiqi Xu, Liheng Bian, Roarke Horstmeyer. Quantized Fourier ptychography with binary images from SPAD cameras[J]. Photonics Research, 2021, 9(10): 1958
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