Laser & Optoelectronics Progress, Volume. 60, Issue 10, 1030002(2023)

Filtering Hyperspectral Imaging Technology Based on Deep Learning

Xueli Lin1,2, Zilin Wang1,2, Yanxia Zou1,2, Hao Liu1,2, Ran Hao1,2, and Shangzhong Jin1,2、*
Author Affiliations
  • 1College of Optical and Electronic Technology, China Jiliang University, Hangzhou 310018, Zhejiang, China
  • 2Key Laboratory of Zhejiang Province on Modern Measurement Technology and Instruments, Hangzhou 310018, Zhejiang, China
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    References(20)

    [1] Wang J, Cui T X, Wang Y et al. Cloud detection for GF-5 visible-shortwave infrared advanced hyperspectral image[J]. Acta Optica Sinica, 41, 0928003(2021).

    [2] Zhu S Z, Bu L B, Liu J Q et al. Study on airborne high spectral resolution lidar detecting optical properties and pollution of atmospheric aerosol[J]. Chinese Journal of Lasers, 48, 1710003(2021).

    [3] Cheremkhin P A, Lesnichii V V, Petrov N V. Use of spectral characteristics of DSLR cameras with Bayer filter sensors[J]. Journal of Physics: Conference Series, 536, 012021(2014).

    [4] Wu J L, Wei M C, Fu Y et al. Color mismatch and observer metamerism between conventional liquid crystal displays and organic light emitting diode displays[J]. Optics Express, 29, 12292-12306(2021).

    [5] Gasser C, González-Cabrera M, Ayora-Cañada M J et al. Comparing mapping and direct hyperspectral imaging in stand-off Raman spectroscopy for remote material identification[J]. Journal of Raman Spectroscopy, 50, 1034-1043(2019).

    [6] Zhao F. A multi-spectral high-resolution camera design for marine red tide monitoring[D], 1-58(2019).

    [7] Wang L. A push-broom hyperspectral imager with coded aperture compressive sampling design and implementation[D], 1-52(2017).

    [8] Geelen B, Tack N, Lambrechts A. A compact snapshot multispectral imager with a monolithically integrated per-pixel filter mosaic[J]. Proceedings of SPIE, 8974, 89740L(2014).

    [9] Chen J N, Li H, Ma W Y et al. Design of an eight-cavity band-pass cavity filter[J]. Radar & ECM, 39, 46-49(2019).

    [10] Tanriverdi F, Schuldt D, Thiem J. Dual snapshot hyperspectral imaging system for 41-band spectral analysis and stereo reconstruction[M]. Bebis G, Boyle R, Parvin B, et al. Advances in visual computing. Lecture notes in computer science, 11845, 3-13(2019).

    [11] Wang X C, He Y, Meng Z K. Color sensitive characteristic of CIE(X, Y, Z) color space[J]. Proceedings of SPIE, 6033, 60330B(2006).

    [12] Johnson W R, Wilson D W, Fink W et al. Snapshot hyperspectral imaging in ophthalmology[J]. Journal of Biomedical Optics, 12, 014036(2007).

    [13] Zhu Y B, Lei X, Wang K X et al. Compact CMOS spectral sensor for the visible spectrum[J]. Photonics Research, 7, 961-966(2019).

    [14] Chang C C, Lee H N. On the estimation of target spectrum for filter-array based spectrometers[J]. Optics Express, 16, 1056-1061(2008).

    [15] Arad B, Timofte R, Ben-Shahar O et al. NTIRE 2020 challenge on spectral reconstruction from an RGB image[C], 1806-1822(2020).

    [16] Nie S J, Gu L, Zheng Y Q et al. Deeply learned filter response functions for hyperspectral reconstruction[C], 4767-4776(2018).

    [17] Song H Y, Ma Y G, Han Y B et al. Deep-learned broadband encoding stochastic filters for computational spectroscopic instruments[J]. Advanced Theory and Simulations, 4, 2000299(2021).

    [18] Zhang W Y, Song H Y, He X et al. Deeply learned broadband encoding stochastic hyperspectral imaging[J]. Light: Science & Applications, 10, 108(2021).

    [19] Zhang C. Design, implementation and application research of high speed liear CCD camera[D], 1-113(2017).

    [21] Arad B, Ben-Shahar O. Sparse recovery of hyperspectral signal from natural RGB images[M]. Leibe B, Matas J, Sebe N, et al. Computer vision-ECCV 2016. Lecture notes in computer science, 9911, 19-34(2016).

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    Xueli Lin, Zilin Wang, Yanxia Zou, Hao Liu, Ran Hao, Shangzhong Jin. Filtering Hyperspectral Imaging Technology Based on Deep Learning[J]. Laser & Optoelectronics Progress, 2023, 60(10): 1030002

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    Paper Information

    Category: Spectroscopy

    Received: Mar. 14, 2022

    Accepted: Apr. 19, 2022

    Published Online: May. 17, 2023

    The Author Email: Jin Shangzhong (jinsz@cjlu.edu.cn)

    DOI:10.3788/LOP220984

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