Acta Photonica Sinica, Volume. 51, Issue 12, 1217001(2022)

Diffuse Optical Tomography Method Based on Multi-information Fusion and Stacked Auto-encoder Network

Zhilong SUN1, Jie ZHANG2, Zongyang LIU2, Feng GAO2,3, and Limin ZHANG2,3、*
Author Affiliations
  • 1Tianjin International Engineering Institute,Tianjin University,Tianjin 300072,China
  • 2College of Precision Instrument and Optoelectronics Engineering,Tianjin University,Tianjin 300072,China
  • 3Tianjin Key Laboratory of Biomedical Detecting Techniques and Instruments,Tianjin 300072,China
  • show less
    References(18)

    [1] ARRIDGE S R, SCHOTLAND J C. Optical tomography: forward and inverse problems[J]. Inverse Problems, 25, 1541-1548(2009).

    [2] YEDDER H B, SHOKOUFI M, CARDOEN B et al. Limited-angle diffuse optical tomography image reconstruction using deep learning[C], 11764, 66-74(2019).

    [3] FENG Jinchao, JIANG Shudong, XU Junqing et al. Multiobjective guided priors improve the accuracy of near-infrared spectral tomography for breast imaging[J]. Journal of Biomedical Optics, 21, 90506(2016).

    [4] CHEN Chen, TIAN Fenghua, LIU Hanli et al. Diffuse optical tomography enhanced by clustered sparsity for functional brain imaging[J]. IEEE Transactions on Medical Imaging, 33, 2323-2331(2014).

    [5] ARRIDGE S R. Optical tomography in medical imaging[J]. Inverse Problems, 15, R41-R93(1999).

    [6] CAO N, NEHORAI A, JACOB M. Image reconstruction for diffuse optical tomography using sparsity regularization and expectation-maximization algorithm[J]. Optics Express, 15, 13695-13708(2007).

    [7] BROOKSBY B A, DEHGHANI H, POGUE B W et al. Near-infrared (NIR) tomography breast image reconstruction with a priori structural information from MRI: algorithm development for reconstructing heterogeneities[J]. IEEE Journal of selected Topics in Quantum Electronics, 9, 199-209(2003).

    [9] FENG Jinchao, SUN Qiuwan, LI Zhe et al. Back-propagation neural network-based reconstruction algorithm for diffuse optical tomography.[J]. Journal of Biomedical Optics, 24, 051407(2018).

    [10] YEDDER H B, TAIB A B, SHOKOUFI M et al. Deep learning based image reconstruction for diffuse optical tomography[C], 11074, 112-119(2018).

    [11] YOO J, SABIR S, HEO D et al. Deep learning diffuse optical tomography[J]. IEEE Transaction on Medical Imaging, 4, 877-887(2020).

    [12] HOSSEINZADEH M, AHMED O H, YGHAFOUR M et al. A multiple multilayer perceptron neural network with an adaptive learning algorithm for thyroid disease diagnosis in the internet of medical things[J]. Journal of Supercomputing, 77, 3616-3637(2020).

    [13] DEHGHANI H, EAMES M E, YALAVARTHY P K et al. Near infrared optical tomography using NIRFAST: Algorithm for numerical model and image reconstruction[J]. Communications in Numerical Methods in Engineering, 25, 711-732(2009).

    [14] ALI A, FAN Y Y. Unsupervised feature learning and automatic modulation classification using deep learning model[J]. Physical Communication, 25, 75-84(2017).

    [15] OHZEKI M. Statistical-mechanical analysis of pre-training and fine tuning in deep learning[J]. Journal of the Physical Society of Japan, 84, 034003(2015).

    [16] GEDDES T A, KIM T, NAN L et al. Autoencoder-based cluster ensembles for single-cell RNA-seq data analysis[J]. BMC Bioinformatics, 20, 660-671(2019).

    [17] POGUE B W, SONG X, TOSTESON T D et al. Statistical analysis of nonlinearly reconstructed near-infrared tomographic images: Part I-theory and simulations[J]. IEEE Transactions on Medical Imaging, 21, 755-763(2002).

    [18] SONG Xiaomei, POGUE B W, TOSTESON T D et al. Statistical analysis of nonlinearly reconstructed near-infrared tomographic images: PartII—experimental interpretation.[J]. IEEE Transactions on Medical Imaging, 21, 764-771(2002).

    [19] CUADROS A P, ARCE G R. Coded aperture optimization in compressive X-ray tomography: a gradient descent approach[J]. Optics Express, 25, 23833-23849(2017).

    Tools

    Get Citation

    Copy Citation Text

    Zhilong SUN, Jie ZHANG, Zongyang LIU, Feng GAO, Limin ZHANG. Diffuse Optical Tomography Method Based on Multi-information Fusion and Stacked Auto-encoder Network[J]. Acta Photonica Sinica, 2022, 51(12): 1217001

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: May. 13, 2022

    Accepted: Jun. 22, 2022

    Published Online: Feb. 6, 2023

    The Author Email: Limin ZHANG (zhanglm@tju.edu.cn)

    DOI:10.3788/gzxb20225112.1217001

    Topics