• Journal of Applied Optics
  • Vol. 43, Issue 3, 532 (2022)
Shirui GUO, Kaixiang WANG, Lujun CUI, Xiaolei LI..., Bo ZHENG and Yongqian CHEN|Show fewer author(s)
Author Affiliations
  • School of Mechanical and Electrical Engineering, Zhongyuan University of Technology, Zhengzhou 450007, China
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    DOI: 10.5768/JAO202243.0307001 Cite this Article
    Shirui GUO, Kaixiang WANG, Lujun CUI, Xiaolei LI, Bo ZHENG, Yongqian CHEN. Morphology identification of dendrites of laser cladding layer based on deep learning[J]. Journal of Applied Optics, 2022, 43(3): 532 Copy Citation Text show less
    Structure diagram of BNC-Unet network
    Fig. 1. Structure diagram of BNC-Unet network
    Structure diagram of serial attention model
    Fig. 2. Structure diagram of serial attention model
    Data set
    Fig. 3. Data set
    Schematic diagram of confusion matrix
    Fig. 4. Schematic diagram of confusion matrix
    Comparison graphics of each network output
    Fig. 5. Comparison graphics of each network output
    组别通道数大小 /(像素×像素)
    116128×128
    23264×64
    36432×32
    412816×16
    Table 1. Feature map indexes
    网络架构LossIoU/%
    Unet0.066 675.23
    BN-Unet0.065 881.05
    CBAM-Unet0.066 275.37
    BNC-Unet0.059 184.20
    Table 2. Comparison of Loss and IoU network results of different improved methods
    Shirui GUO, Kaixiang WANG, Lujun CUI, Xiaolei LI, Bo ZHENG, Yongqian CHEN. Morphology identification of dendrites of laser cladding layer based on deep learning[J]. Journal of Applied Optics, 2022, 43(3): 532
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