• Acta Optica Sinica
  • Vol. 38, Issue 7, 0710004 (2018)
Zhe An*, Xiping Xu, Jinhua Yang, Yang Qiao, and Yang Liu
Author Affiliations
  • School of Optoelectronic Engineering, Changchun University of Science and Technology, Changchun, Jilin 130022, China
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    DOI: 10.3788/AOS201838.0710004 Cite this Article Set citation alerts
    Zhe An, Xiping Xu, Jinhua Yang, Yang Qiao, Yang Liu. Design of Augmented Reality Head-up Display System Based on Image Semantic Segmentation[J]. Acta Optica Sinica, 2018, 38(7): 0710004 Copy Citation Text show less
    AR-HUD system
    Fig. 1. AR-HUD system
    Diagram of improved SSD network
    Fig. 2. Diagram of improved SSD network
    Training process of improved SSD network. (a) Relationship between iteration number and training loss; (b) relationship between iteration number and accuracy
    Fig. 3. Training process of improved SSD network. (a) Relationship between iteration number and training loss; (b) relationship between iteration number and accuracy
    Results of semantic segmentation and virtual-real registration in different environments. (a) Original images; (b) method of Ref.[12]; (c) proposed method; (d) virtual-real registration images
    Fig. 4. Results of semantic segmentation and virtual-real registration in different environments. (a) Original images; (b) method of Ref.[12]; (c) proposed method; (d) virtual-real registration images
    RMS error of virtual-real registration and comparison in different directions. (a) x; (b) y; (c) z
    Fig. 5. RMS error of virtual-real registration and comparison in different directions. (a) x; (b) y; (c) z
    AlgorithmMPA /%MIoU /%t /(ms·frame-1)
    DeepLab-CRF[13]76.270.8436
    SegNet[12]70.166.4515
    Proposed77.872.1410
    Table 1. Evaluation of network output results and comparison of average processing time
    Zhe An, Xiping Xu, Jinhua Yang, Yang Qiao, Yang Liu. Design of Augmented Reality Head-up Display System Based on Image Semantic Segmentation[J]. Acta Optica Sinica, 2018, 38(7): 0710004
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