Real-Time Detection Based on Improved Single Shot MultiBox Detector

Table 1. Comparison of different classification networks on ImageNet2012
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Table 1. Comparison of different classification networks on ImageNet2012
Network Speed /(frame·s^-1) Accuracy FLOPS /10⁹ Model size /M
VGG-16 181 71.5 15.3 537
DenseNet-121 K=32 117 74.9 1.9 32
ShuffleNet 2x 303 70.9 0.524 21
MobileNetv2 230 71.7 0.52 14
ResNet-34 406 73.3 3.6 87

Table 2. Detection frameworks on PASCAL VOC 2007+2012 with different methods

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Table 2. Detection frameworks on PASCAL VOC 2007+2012 with different methods

Detection framework	Train	Test	mAP	Batch size	Speed /(frame·s^-1)
YOLOv2 352×352	2007+2012	2007	73.7	1	3.8
YOLOv2 352×352	2007+2012	2007	73.7	8	3.7
YOLOv2 Tiny	2007+2012	2007	57.1	1	17.7
YOLOv2 Tiny	2007+2012	2007	57.1	8	17.7
SSD300	2007+2012	2007	77.2	1	5
SSD300	2007+2012	2007	77.2	8	5.4
Faster-SSD300	2007+2012	2007	76.9	1	13.8
Faster-SSD300	2007+2012	2007	76.9	8	14

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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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