Qing Tian, Tongyang Yuan, Dan Yang, Yun Wei. A Pedestrian Detection Method Based on Dark Channel Defogging and Deep Learning[J]. Laser & Optoelectronics Progress, 2018, 55(11): 111007
- Laser & Optoelectronics Progress
- Vol. 55, Issue 11, 111007 (2018)
Fig. 1. Structure of ZF network
Fig. 2. Structure of RPN
Fig. 3. (a) Sample label image; (b) label file in XML
Fig. 4. Flow chart of dark channel defogging algorithm
Fig. 5. Flow chart of Faster R-CNN training algorithm
Fig. 6. (a) (b) Original images; (c)(d) image processed by dark channel defogging algorithm
Fig. 7. (a)(c) Test results of model 1; (b)(d) test results of model 2
Fig. 8. (a)(c)(e) Test results of model 1; (b)(d)(f) test results of model 2
Fig. 9. (a) Test results 1 of model 1; (b) test results 2 of model 1
Fig. 10. (a) Test results 1 of model 2; (b) test results 2 of model 2
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Table 1. Detection rate and false alarm rate of model 1 and model 2%
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Table 2. Detection time of model 1 and model 2
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