Acta Photonica Sinica, Volume. 51, Issue 3, 0310001(2022)

Cancer Pathological Segmentation Network Based on Depth Feature Fusion

Hong HUANG1,*... Tao WANG1, Yuan LI1, Fanlin ZHOU2 and Yu LI2 |Show fewer author(s)
Author Affiliations
  • 1Key Laboratory of Optoelectronic Technique System of the Ministry of Education,Chongqing University,Chongqing 400044,China
  • 2Department of Pathology,Chongqing University Cancer Hospital & Chongqing Cancer Institute & Chongqing Cancer Hospital,Chongqing 400030,China
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    References(24)

    [2] N COUDRAY, P S OCAMPO, T SAKELLAROPOULOS et al. Classification and mutation prediction from non-small cell lung cancer histopathology images using deep learning. Nature Medicine, 10, 1559-1567(2018).

    [4] Xu JIN, Ke WEN, Guofeng LV et al. Survey on the applications of deep learning to histopathology. Journal of Image and Graphics, 25, 1982-1993(2020).

    [5] N OTSU. A threshold selection method from gray-level histograms. IEEE Transactions on Systems Man & Cybernetics, 9, 62-66(2007).

    [9] Weixing WANG, Liping TIAN, Yue WANG. Segmentation of cell images based on improved graph MST and skeleton distance mapping. Optics and Precision Engineering, 21, 2464-2472(2013).

    [13] D C CIRESAN, A GIUSTI, L M GAMBARDELLA et al. Deep neural networks segment neuronal membranes in electron microscopy images, 2, 2843-2851(2012).

    [14] Hong HUANG, Rongfei LV, Junli TAO et al. Segmentation of lung nodules in CT images using improved U-Net++. Acta Photonica Sinica, 50, 0210001(2021).

    [16] Shaojia ZHENG, Qingli LI, Mei ZHOU et al. Fourier transform channel attention network for cholangiocarcinoma hyperspectral image segmentation. Journal of Image and Graphics, 26, 1836-1846(2021).

    [18] Jie SONG, Liang XIAO, Zhichao LIAN et al. Overview and prospect of deep learning for image segmentation in digital pathology. Journal of Software, 32, 1427-1460(2021).

    [19] M X TAN, Q V LE. EfficientNet: rethinking model scaling for convolutional neural networks, 691-700(2019).

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    Hong HUANG, Tao WANG, Yuan LI, Fanlin ZHOU, Yu LI. Cancer Pathological Segmentation Network Based on Depth Feature Fusion[J]. Acta Photonica Sinica, 2022, 51(3): 0310001

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    Paper Information

    Category: Image Processing

    Received: Jul. 21, 2021

    Accepted: Oct. 19, 2021

    Published Online: Apr. 8, 2022

    The Author Email: HUANG Hong (hhuang@cqu.edu.cn)

    DOI:10.3788/gzxb20225103.0310001

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