Acta Optica Sinica, Volume. 45, Issue 15, 1510003(2025)

Difference Aware Guided Boundary Transformer Network for Childhood Pneumonia CT Image Segmentation

Jia Lü1,2、*, Mingkai Yu1, Xin Chen3, and Ling He3、**
Author Affiliations
  • 1College of Computer and Information Sciences, Chongqing Normal University, Chongqing 401331, China
  • 2National Center for Applied Mathematics in Chongqing, Chongqing Normal University, Chongqing 401331, China
  • 3Intelligent Application of Big Data in Pediatrics Engineering Research Center of Chongqing Education Commission of China, Ministry of Education Key Laboratory of Child Development and Disorders, National Clinical Research Center for Child Health and Disorders, Department of Radiology Children’s Hospital of Chongqing Medical University, Chongqing 400014, China
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    References(33)

    [1] Zhao H D, Jia K P. Research progress on the epidemiological trend of pathogenic spectrum of community-acquired pneumonia in children[J]. Journal of Clinical Personalized Medicine, 3, 1783-1793(2024).

    [5] Liang H C, Lü J, Yu M K et al. Childhood pneumonia CT image segmentation network with prior graph convolution and transformer fusion[J]. Acta Optica Sinica, 44, 1610002(2024).

    [10] Liu X J, Han X, Fang E X. Fundus microvascular image segmentation method based on parallel U‐Net model[J]. Chinese Journal of Lasers, 51, 2107108(2024).

    [15] Lin J, Chen Z M. Research progress on early identification of severe adenovirus pneumonia in children[J]. Journal of Zhejiang University (Medical Sciences), 48, 567-572(2019).

    [16] Tian H Y, Wang Y, Xiao H B. Full-automatic brain tumor segmentation based on multimodal feature recombination and scale cross attention mechanism[J]. Chinese Journal of Lasers, 51, 2107110(2024).

    [24] Zhang L, Wu C, Fan X Y et al. Retinal vessel segmentation via self-adaptive compensation network[J]. Acta Optica Sinica, 43, 1418001(2023).

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    Jia Lü, Mingkai Yu, Xin Chen, Ling He. Difference Aware Guided Boundary Transformer Network for Childhood Pneumonia CT Image Segmentation[J]. Acta Optica Sinica, 2025, 45(15): 1510003

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    Paper Information

    Category: Image Processing

    Received: Mar. 18, 2025

    Accepted: May. 6, 2025

    Published Online: Aug. 8, 2025

    The Author Email: Jia Lü (lvjia@cqnu.edu.cn), Ling He (heling508@sina.com)

    DOI:10.3788/AOS250760

    CSTR:32393.14.AOS250760

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