Optical Technique, Volume. 48, Issue 1, 80(2022)

Pedestrian detection algorithm based on improved YOLO lightweight network

CHANG Qing1、*, HAN Wen2, WANG Qinghua1, and LI Zhenhua1
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  • 2[in Chinese]
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    References(19)

    [1] [1] Lienhart R, Maydt J. An extended set of haar-like features for rapid object detection[C]∥ 2002 IEEE International Conference on Image Processing. New York, USA:IEEE,2002:900-903.

    [2] [2] Dalal N, Triggs B. Histograms of oriented gradients for human detection[C]∥2005 IEEE Conference on Computer Vision and Pattern Recognition. New York, USA:IEEE,2005:886-893.

    [3] [3] Wu B, Nevatia R. Detection of multiple, partially occluded humans in a single image by bayesian combination of edgelet part detectors[C]∥2005 IEEE International Conference on Computer Vision. Beijing, China:IEEE,2005:90-97.

    [4] [4] Ye L, Keogh E. Time series shapelets:a new primitive for data mining[C]∥15th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.Paris,France:IEEE,2009:947-956.

    [5] [5] Gavrila D M. A bayesian, exemplar-based approach to hierarchical shape matching[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2007,29(8):1408-1421.

    [6] [6] Gao W, Ai H, Lao S. Adaptive contour features in oriented granular space for human detection and segmentation[C]∥2009 IEEE Conference on Computer Vision and Pattern Recognition. New York, USA:IEEE,2009:1786-1793.

    [7] [7] 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. New York,USA:IEEE,2014:580-587.

    [8] [8] Girshick R. Fast R-CNN[C]∥2015 IEEE International Conference on Computer Vision. Santiago,Chile:IEEE,2015:1440-1448.

    [9] [9] Ren S, He K, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2017,39(6):1137-1149.

    [11] [11] Liu W, Anguelov D, Erhan D, et al. SSD: single shot multibox detector[C]∥14th European Conference on Computer Vision. Amsterdam, Netherlands:Springer-Verlag,2016:21-37.

    [12] [12] 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.Seattle,WA:IEEE,2016:779-788.

    [13] [13] Song Y, Fu Z. Uncertain multivariable regression model[J]. Soft Computing,2018,22(17):5861-5866.

    [15] [15] He K, Zhang X, Ren S, et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J].IEEE Transactions on Pattern Analysis and Machine Intelligence,2015,37(9):1904-1916.

    [16] [16] Woo S, Park J, Lee J Y, et al. CBAM: convolutional block attention module[C]∥ 15th European Conference on Computer Vision. Munich, German: Springer-Verlag,2018:3-19.

    [17] [17] Wang C Y, Liao H Y M, Wu Y H, et al. CSPNet: A new backbone that can enhance learning capability of CNN[C] ∥ 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops.Seattle,WA:IEEE,2020:1571-1580.

    [18] [18] Lin T Y, Dollár P, Girshick R, et al. Feature pyramid networks for object detection[C]∥ IEEE Conference on Computer Vision and Pattern Recognition. Honolulu,HI:IEEE,2017:2117-2125.

    [19] [19] Hu J, Shen L, Sun G. Squeeze-and-excitation networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2020,42(08):2011-2023.

    [20] [20] Redmon J, Farhadi A. Yolov3: An incremental improvement[EB/OL]. (2018-08-08)[2021-08-17]. https:∥arxiv.org/abs/1804.02767.

    [21] [21] Bochkovskiy A, Wang C Y, Liao H Y M. Yolov4: Optimal speed and accuracy of object detection[EB/OL]. (2020-08-23)[2021-08-17]. https:∥arxiv.org/abs/2004.10934.

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    CHANG Qing, HAN Wen, WANG Qinghua, LI Zhenhua. Pedestrian detection algorithm based on improved YOLO lightweight network[J]. Optical Technique, 2022, 48(1): 80

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    Paper Information

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    Received: Aug. 24, 2021

    Accepted: --

    Published Online: Mar. 4, 2022

    The Author Email: Qing CHANG (cqhc1105@163.com)

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