Qianqian He, Rongfen Zhang, Yuhong Liu. Human Detection Algorithm Optimization in Machine Vision[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101006
- Laser & Optoelectronics Progress
- Vol. 57, Issue 10, 101006 (2020)
Fig. 1. Block diagram of accurate target positioning
Fig. 2. Algorithm block diagram
Fig. 3. Human detection network model
Fig. 4. Dynamic variation of IOU at different scales
Fig. 5. Loss variation curve
Fig. 6. Recognition results of darknet. (a) Original border box; (b) body image pre-processed by border frame
Fig. 7. Segmentation effect diagrams of different iteration times. (a) Number of iteration is 4; (b) number of iteration is 5; (c) number of iteration is 10
Fig. 8. Comparison of human body effect for image 67-76 in dataset. (a1)-(j1) Proposed algorithm; (a2)-(j2) darknet only
Fig. 9. IOU contrast graph of three algorithms
Fig. 10. Image 91 segmentation effect diagram.(a)Original image segmentation of RGB image; (b) RGB image segmentation of boundary box coordinate processing detected by darknet; (c) after preprocessing the coordinates detected by darknet, the RGB map corresponds to the depth map segmentation
Fig. 11. Image 92 segmentation effect.(a)Original image segmentation of RGB image; (b)RGB image segmentation of boundary box coordinate processing detected by darknet; (c)after preprocessing the coordinates detected by darknet, the RGB map corresponds to the depth map segmentation
Fig. 12. Image 93 segmentation effect.(a)Original image segmentation of RGB image; (b)RGB image segmentation of boundary box coordinate processing detected by darknet; (c)after preprocessing the coordinates detected by darknet, the RGB map corresponds to the depth map segmentation
| |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table 1. Three algorithms comparison for detecting human body
| ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
Table 2. running time of the experiment
Set citation alerts for the article
Please enter your email address
© Copyright 2018-2021 | Chinese Laser Press. All Rights Reserved 沪ICP备15018463号-20