• Laser & Optoelectronics Progress
  • Vol. 57, Issue 10, 101010 (2020)
Xun Li1, Binbin Shi1、*, Yang Liu2, Lei Zhang1, and Xiaohua Wang1
Author Affiliations
  • 1School of Electronics and Information, Xi'an Polytechnic University, Xi'an, Shaanxi 710048, China
  • 2Xi'an Metrological Technology Research Institute, Xi'an, Shaanxi 710068, China
  • show less
    DOI: 10.3788/LOP57.101010 Cite this Article Set citation alerts
    Xun Li, Binbin Shi, Yang Liu, Lei Zhang, Xiaohua Wang. Multi-Target Recognition Method Based on Improved YOLOv2 Model[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101010 Copy Citation Text show less
    References

    [1] Wang D C, Chen X N, Zhao F et al. Vehicle detection algorithm based onconvolutional neural network and RGB-D images[J]. Laser & Optoelectronics Progress, 56, 181003(2019).

    [2] Hua X, Wang X Q, Wang D et al. Multi-objective detection of traffic scenes based on improved SSD[J]. Acta Optica Sinica, 38, 1215003(2018).

    [3] Qu Z H, Shao Y M, Deng T M et al. Traffic sign detection and recognition under complicated lighting conditions[J]. Laser & Optoelectronics Progress, 56, 231009(2019).

    [4] Zhang D F, Gao N H, Wang H et al. Face recognition algorithm based on block LBP fusion feature and SVM[J]. Transducer and Microsystem Technologies, 38, 154-156, 160(2019).

    [5] Guo J. Research of image matching algorithm based on local features[D]. Nanjing: Nanjing University of Posts and Telecommunications(2018).

    [6] Wang W X, Fu Y T, Dong F et al. Infrared ship target detection method based on deep convolution neural network[J]. Acta Optica Sinica, 38, 0712006(2018).

    [7] Jin L S, Wang Y, Liu J H et al. Front vehicle detection based on Adaboost algorithm in daytime[J]. Journal of Jilin University(Engineering and Technology Edition), 44, 1604-1608(2014).

    [8] Zheng W X, Wang C P, Fu Q. Improved KCF infrared aerial target tracking method[J]. Laser & Infrared, 47, 1553-1558(2017).

    [9] Zhao H, An W S. Image salient object detection combined with deep learning[J]. Laser & Optoelectronics Progress, 55, 121003(2018).

    [10] Girshick R, Donahue J, Darrell T et al. Rich feature hierarchies for accurate object detection and semantic segmentation. [C]∥2014 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014. Columbus, OH, USA. New York: IEEE, 8-13(2014).

    [11] Li Y P, Hou L Y, Wang C. Vehicle object detection in complex scene based on YOLOv2[J]. Video Engineering, 42, 100-106(2018).

    [12] Zhang Q, Hu G D, Li Y S et al. Binocular vision vehicle detection method based on improved Fast-RCNN[J]. Journal of Applied Optics, 39, 832-838(2018).

    [13] Feng X Y, Mei W, Hu D S. Aerialtarget detection based on improved faster R-CNN[J]. Acta Optica Sinica, 38, 0615004(2018).

    [14] Redmon J, Divvala S, Girshick R et al. You only look once: unified, real-time object detection. [C]∥2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 27-30, 2016. Las Vegas, NV, USA. New York: IEEE, 779-788(2016).

    [15] Liu W, Anguelov D, Erhan D et al[M]. SSD:single shot multibox detector, 21-37(2016).

    [16] Song H S, Zhang X Q, Zheng B F et al. Vehicle detection based on deep learning in complex scene[J]. Application Research of Computers, 35, 1270-1273(2018).

    [17] Zhu M M, Xu Y L, Ma S P et al. Airport detection method with improved region-based convolutional neural network[J]. Acta Optica Sinica, 38, 0728001(2018).

    [18] Lu X J, Guo L, Chen Z R et al. Study on vehicle detection and tracking algorithms based on appearance and motion[J]. Computer Engineering, 40, 152-157(2014).

    [19] Li X, Liu Y, Li P F et al. Vehicle multi-target detection method based on YOLO v2 algorithm under darknet framework[J]. Journal of Traffic and Transportation Engineering, 18, 142-158(2018).

    [20] Li M, Jing J F, Li P F. Yarn-dyed fabric defect detection based on GAN and Faster R-CNN[J]. Journal of Xi'an Polytechnic University, 32, 663-669(2018).

    [21] Li X, Liu Y, Zhao Z F et al[J]. A deep learning approach of vehicle multitarget detection from traffic video Journal of Advanced Transportation, 2018, 1-11.

    Xun Li, Binbin Shi, Yang Liu, Lei Zhang, Xiaohua Wang. Multi-Target Recognition Method Based on Improved YOLOv2 Model[J]. Laser & Optoelectronics Progress, 2020, 57(10): 101010
    Download Citation