• Optical Instruments
  • Vol. 44, Issue 4, 1 (2022)
Tianle ZHAO and Ping LI*
Author Affiliations
  • School of Optical-Electrical and Computer Engineering ,University of Shanghai for Science and Technology, Shanghai 200093, China
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    DOI: 10.3969/j.issn.1005-5630.2022.004.001 Cite this Article
    Tianle ZHAO, Ping LI. The effect of data pre-processing on the localization accuracy of millimeter wave hologram object detection[J]. Optical Instruments, 2022, 44(4): 1 Copy Citation Text show less
    Framework of millimeter wave hologram target detection system
    Fig. 1. Framework of millimeter wave hologram target detection system
    Foreground image with corresponding gray histogram
    Fig. 2. Foreground image with corresponding gray histogram
    AMMW holographic image preprocessing method based on spatial filtering and CH-Guided K-Means clustering
    Fig. 3. AMMW holographic image preprocessing method based on spatial filtering and CH-Guided K-Means clustering
    Foreground image with corresponding gray histogram
    Fig. 4. Foreground image with corresponding gray histogram
    The structure of our proposed feature extractor
    Fig. 5. The structure of our proposed feature extractor
    Target
    Fig. 6. Target
    Detection results
    Fig. 7. Detection results
    Precision - recall curve
    Fig. 8. Precision - recall curve
    Loss curve
    Fig. 9. Loss curve
    预处理方式准确率
    无任何预处理88.82%
    空间滤波+最小值聚类90.44%
    空间滤波+最大值聚类90.80%
    空间滤波92.30%
    Table 1. Detection accuracy
    Tianle ZHAO, Ping LI. The effect of data pre-processing on the localization accuracy of millimeter wave hologram object detection[J]. Optical Instruments, 2022, 44(4): 1
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