Zhongjing Duan, Shaobo Li, Jianjun Hu, Jing Yang, Zheng Wang. Review of Deep Learning Based Object Detection Methods and Their Mainstream Frameworks[J]. Laser & Optoelectronics Progress, 2020, 57(12): 120005
- Laser & Optoelectronics Progress
- Vol. 57, Issue 12, 120005 (2020)
![LeNet network structure[9]](/richHtml/lop/2020/57/12/120005/img_1.jpg)
Fig. 1. LeNet network structure[9]
![AlexNet network structure[10]](/richHtml/lop/2020/57/12/120005/img_2.jpg)
Fig. 2. AlexNet network structure[10]
![VGG16 network structure[15]](/Images/icon/loading.gif){kind=icon}
Fig. 3. VGG16 network structure[15]
Fig. 4. GoogLeNet network structure[19]
Fig. 5. Basic module of ResNet network[20]
Fig. 6. DenseNet network structure[21]
Fig. 7. Overview of target detection algorithms proposed from November 2013 to October 2019
Fig. 8. R-CNN implementation flow chart[22]
Fig. 9. Schematic diagram of SPP-Net implementation[24]
Fig. 10. Fast R-CNN implementation flow chart[25]
Fig. 11. Flow chart of Faster R-CNN implementation[27]
Fig. 12. Implementation process comparison of R-CNN, Fast R-CNN, and Faster R-CNN
Fig. 13. Flow chart of Mask R-CNN implementation[33]
Fig. 14. FSAF implementation flow chart
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Table 1. Comparison of R-CNN, Fast R-CNN, and Faster R-CNN
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