• Laser & Optoelectronics Progress
  • Vol. 56, Issue 1, 011002 (2019)
Lili Chen1, Zhengdao Zhang1、*, and Li Peng1、2
Author Affiliations
  • 1 Internet of Things Technology Ministry of Engineering Center, Jiangnan University, Wuxi, Jiangsu 214122, China
  • 2 Jiangsu Key Laboratory of IOT Application Technology, Taihu University of Wuxi, Wuxi, Jiangsu 214122, China
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    DOI: 10.3788/LOP56.011002 Cite this Article Set citation alerts
    Lili Chen, Zhengdao Zhang, Li Peng. Real-Time Detection Based on Improved Single Shot MultiBox Detector[J]. Laser & Optoelectronics Progress, 2019, 56(1): 011002 Copy Citation Text show less
    Architecture of SSD
    Fig. 1. Architecture of SSD
    An example of the decoding process
    Fig. 2. An example of the decoding process
    Pseudo code of VMT
    Fig. 3. Pseudo code of VMT
    Architecture of online hard example mining
    Fig. 4. Architecture of online hard example mining
    Detection examples on PASCAL VOC 2007
    Fig. 5. Detection examples on PASCAL VOC 2007
    NetworkSpeed /(frame·s-1)AccuracyFLOPS /109Model size /M
    VGG-1618171.515.3537
    DenseNet-121 K=3211774.91.932
    ShuffleNet 2x30370.90.52421
    MobileNetv223071.70.5214
    ResNet-3440673.33.687
    Table 1. Comparison of different classification networks on ImageNet2012
    Detection frameworkTrainTestmAPBatch sizeSpeed /(frame·s-1)
    YOLOv2 352×3522007+2012200773.713.8
    YOLOv2 352×3522007+2012200773.783.7
    YOLOv2 Tiny2007+2012200757.1117.7
    YOLOv2 Tiny2007+2012200757.1817.7
    SSD3002007+2012200777.215
    SSD3002007+2012200777.285.4
    Faster-SSD3002007+2012200776.9113.8
    Faster-SSD3002007+2012200776.9814
    Table 2. Detection frameworks on PASCAL VOC 2007+2012 with different methods
    Lili Chen, Zhengdao Zhang, Li Peng. Real-Time Detection Based on Improved Single Shot MultiBox Detector[J]. Laser & Optoelectronics Progress, 2019, 56(1): 011002
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