Infrared Technology, Volume. 43, Issue 7, 658(2021)

Real-Time Pedestrian Detection Based on the Weak Saliency Map in Thermal Infrared Images

Chuandong LI1,2, Wangming XU1,2,3、*, and Shiqian WU1,2
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
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    References(12)

    [2] [2] CAI Y, LIU Z, WANG H, et al. Saliency-based pedestrian detection in far infrared images[J]. IEEE Access, 2017, 5: 5013-5019.

    [3] [3] Ko B C, Kim D Y, Nam J Y. Detecting humans using luminance saliency in thermal images[J]. Optics Letters, 2012, 37(20): 4350-4352.

    [4] [4] MA Y, WU X, YU G, et al. Pedestrian detection and tracking from low-resolution unmanned aerial vehicle thermal imagery[J]. Sensors, 2016, 16(4): 446.

    [5] [5] Jeon E S, Choi J S, Lee J H, et al. Human detection based on the generation of a background image by using a far-infrared light camera[J]. Sensors, 2015, 15(3): 6763-6788.

    [8] [8] Wagner J, Fischer V, Herman M, et al. Multispectral pedestrian detection using deep fusion convolutional neural networks[C]//24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN), 2016: 509-514.

    [9] [9] Ghose D, Desai S M, Bhattacharya S, et al. Pedestrian Detection in Thermal Images using Saliency Maps[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2019: 988-997.

    [10] [10] HE Y, XU D, WU L, et al. LFFD: A Light and Fast Face Detector for Edge Devices[J/OL]. arXiv preprint, 2019, https://arxiv.org/abs/ 1904.10633v1.

    [11] [11] HOU Q, CHENG M M, HU X, et al. Deeply supervised salient object detection with short connections[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2017: 3203-3212.

    [12] [12] Socarrás Y, Ramos S, Vázquez D, et al. Adapting pedestrian detection from synthetic to far infrared images[C]//ICCV–Workshop Visual Domain Adaptation and Dataset Bias, 2013: 1-3.

    [13] [13] González A, Fang Z, Socarras Y, et al. Pedestrian detection at day/night time with visible and fir cameras: A comparison[J]. Sensors, 2016, 16(6): 820.

    [14] [14] Redmon J, Farhadi A. Yolov3: An incremental improvement[J/OL]. arXiv preprint, 2018,https://arxiv.org/pdf/1804.02767.pdf.

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    LI Chuandong, XU Wangming, WU Shiqian. Real-Time Pedestrian Detection Based on the Weak Saliency Map in Thermal Infrared Images[J]. Infrared Technology, 2021, 43(7): 658

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    Paper Information

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    Received: Sep. 24, 2020

    Accepted: --

    Published Online: Sep. 11, 2021

    The Author Email: Wangming XU (xuwangming@wust.edu.cn)

    DOI:

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