• Laser & Optoelectronics Progress
  • Vol. 57, Issue 18, 181505 (2020)
Shuhao Ma** and Jubai An*
Author Affiliations
  • School of Information Science and Technology, Dalian Maritime University, Dalian, Liaoning 116026, China
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    DOI: 10.3788/LOP57.181505 Cite this Article Set citation alerts
    Shuhao Ma, Jubai An. Improved Pneumonia Detection Algorithm Based on YOLOv3[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181505 Copy Citation Text show less
    Flow chart of Multi branch YOLO algorithm
    Fig. 1. Flow chart of Multi branch YOLO algorithm
    Ordinary convolution and dilated convolution. (a) Dilation rate of 1; (b) dilation rate of 2
    Fig. 2. Ordinary convolution and dilated convolution. (a) Dilation rate of 1; (b) dilation rate of 2
    Flow chart for calculating entropy of Multi branch YOLO algorithm
    Fig. 3. Flow chart for calculating entropy of Multi branch YOLO algorithm
    Detection effect of different algorithms. (a) SSD algorithm; (b) YOLOv3 algorithm; (c) Faster-RCNN algorithm; (d) Multi branch YOLO algorithm
    Fig. 4. Detection effect of different algorithms. (a) SSD algorithm; (b) YOLOv3 algorithm; (c) Faster-RCNN algorithm; (d) Multi branch YOLO algorithm
    Detection effect of Multi branch YOLO algorithm
    Fig. 5. Detection effect of Multi branch YOLO algorithm
    AlgorithmAP@0.4AP@0.5AP@0.6mAP
    SSD[13]0.5580.4120.2460.405
    Faster-RCNN[7]0.5730.4260.2710.423
    YOLOv3[9]0.5720.4310.2690.424
    Multi branch YOLO0.5890.4530.2750.439
    Table 1. Detection accuracy of different algorithms
    Darknet 53FPNDilated convolutionMaximum entropymAP
    PP0.424(YOLOv3)
    PPP0.431
    PPPP0.439(ours)
    Table 2. Influence of dilation rate and maximum entropy on detection accuracy
    Shuhao Ma, Jubai An. Improved Pneumonia Detection Algorithm Based on YOLOv3[J]. Laser & Optoelectronics Progress, 2020, 57(18): 181505
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