Laser & Optoelectronics Progress, Volume. 59, Issue 2, 0210010(2022)

Lung Field Segmentation Algorithm Based on Improved U-Net

Sanli Yi1,2, Tianwei Wang1,2, Xuelian Yang1,2, Furong She1,2, and Jianfeng He1,2、*
Author Affiliations
  • 1School of Information Engineering and Automation, Kunming University of Science and Technology, Kunming , Yunnan 650500, China
  • 2Key Laboratory of Computer Technology Application of Yunnan Province, Kunming , Yunnan 650500, China
  • show less
    References(23)

    [4] Luo H F, Zhai R C. A lung field image segmentation method based on wavelet analysis and Snake model[J]. Computer Applications and Software, 30, 176-179(2013).

    [5] Ruan H Y, Chen Z L, Cheng Y S et al. Detection of pulmonary nodules based on C-3D deformable convolutional neural network model[J]. Laser & Optoelectronics Progress, 57, 041013(2020).

    [6] Li D X, Zhang Z. Improved U-Net segmentation algorithm for the retinal blood vessel images[J]. Acta Optica Sinica, 40, 1010001(2020).

    [7] Feng B W, Lü X Q, Gu Y et al. Three-dimensional parallel convolution neural network brain tumor segmentation based on dilated convolution[J]. Laser & Optoelectronics Progress, 57, 141009(2020).

    [8] Zhang W X, Zhu Z C, Zhang Y H et al. Cell image segmentation method based on residual block and attention mechanism[J]. Acta Optica Sinica, 40, 1710001(2020).

    [15] She G N, Chen Y Y, Zhong L M et al. Automatic segmentation of lung fields in chest radiographs based on dense matching of local features[J]. Journal of Southern Medical University, 36, 61-66(2016).

    [18] Qin Z L, Li C F. Automatic segmentation of lung fields in chest radiographs based on CNN[J]. Transducer and Microsystem Technologies, 36, 64-66, 69(2017).

    Tools

    Get Citation

    Copy Citation Text

    Sanli Yi, Tianwei Wang, Xuelian Yang, Furong She, Jianfeng He. Lung Field Segmentation Algorithm Based on Improved U-Net[J]. Laser & Optoelectronics Progress, 2022, 59(2): 0210010

    Download Citation

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

    Category: Image Processing

    Received: Dec. 27, 2020

    Accepted: Mar. 11, 2021

    Published Online: Dec. 23, 2021

    The Author Email: Jianfeng He (120112624@qq.com)

    DOI:10.3788/LOP202259.0210010

    Topics