Acta Optica Sinica, Volume. 45, Issue 8, 0810001(2025)

Dual‑Branch Multimodal Medical Image Fusion Based on Local and Global Information Collaboration

Yu Shen1... Jiaying Liu1,*, Jiarong Yan1, Ruoxuan Wang1, Yukun Ma1, Jiangcheng Li1, Shan Bai1, Ziyi Wei1,2, Yangyang Li1 and Zhenkai Qiang1 |Show fewer author(s)
Author Affiliations
  • 1School of Electronics and Information Engineering, Lanzhou Jiaotong University, Lanzhou 730070, Gansu, China
  • 2Gansu Cuiying Information Technology Co., Ltd., Lanzhou 730030, Gansu, China
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    References(30)

    [1] Chen W, Sun K K, Li Q X et al. Research progress of multimodal medical image fusion methods[J]. Chinese Journal of Radiological Health, 32, 580-585(2023).

    [2] Lu X Q, Zong L Y, Shen Q. Progress in application of positron emission tomography/computed tomography (PET/CT) imaging in tumor screening[J]. Chinese Journal of Radiological Health, 32, 66-69, 74(2023).

    [3] Li W X, Lang X E, Lan Y et al. Research progress on the application of functional near infrared spectroscopy in the diagnosis of various mental illnesses[J]. Chinese Nursing Research, 38, 4289-4294(2024).

    [4] Chen Y M, Wang Y, Liu Z Y et al. Improvement in asymmetric structure with dual optical path of surgical microscopes and image fusion[J]. Laser & Optoelectronics Progress, 61, 1437012(2024).

    [13] Yin H T, Zhou C S. Cross fusion Transformer-based infrared and visible lmage fusion method[J]. Laser & Optoelectronics Progress, 62, 0637002(2025).

    [24] Deshmukh M, Bhosale U. Image fusion and image quality assessment of fused images[J]. International Journal of Image Processing, 4, 484-508(2010).

    [28] Tian J X, Liu G C. Medical image fusion method based on non-subsampled shearlet transform and pulse coupled neural network[J]. Chinese Journal of Medical Physics, 35, 914-920(2018).

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    Yu Shen, Jiaying Liu, Jiarong Yan, Ruoxuan Wang, Yukun Ma, Jiangcheng Li, Shan Bai, Ziyi Wei, Yangyang Li, Zhenkai Qiang. Dual‑Branch Multimodal Medical Image Fusion Based on Local and Global Information Collaboration[J]. Acta Optica Sinica, 2025, 45(8): 0810001

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    Paper Information

    Category: Image Processing

    Received: Jan. 6, 2025

    Accepted: Feb. 18, 2025

    Published Online: Apr. 27, 2025

    The Author Email: Liu Jiaying (1640264144@qq.com)

    DOI:10.3788/AOS250443

    CSTR:32393.14.AOS250443

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