[1] [1] Caniou J. Passive Infrared Detection: Theory and Applications[M]. Springer Science & Business Media, 2013.

[5] [5] James W Davis, Vinay Sharma. Robust background-subtraction for person detection in thermal imagery[C]//IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2004: 1-8.

[6] [6] Ei Baf Fida, Bouwmans Thierry, Vachon Bertrand. Fuzzy foreground detection for infrared video[C]//IEEE Computer society Conference on Computer Vision and Pattern Recognition, 2008: 1-6.

[12] [12] LIU Z, LIN Y T, CAO Y, et al. Swin transformer: hierarchical vision transformer using shifted windows[J/OL]. arXiv Preprint arXiv, 2103.14030.

[13] [13] GE Z, LIU S, WANG F, et al. Yolox: Exceeding yolo seriesin[J/OL]. arXiv Preprint arXiv, 2107.08430.

[14] [14] Redmon J, Farhadi A. YOLO V3: an incremental improvement[J/OL]. arXiv Preprint arXiv, 1804.02767.

[15] [15] Bochkovskiy A, WANG C Y, LIAO H M. YOLOv4: optimal speed and accuracy of object detection[J/OL]. arXiv Preprint arXiv, 2004.10934.

[16] [16] ZHUANG L, Hanzi M, CHAO Yuan W, et al. A ConvNet for the 2020s[J/OL]. arXiv Preprint arXiv, 2201.03545.

[18] [18] Inf iray. Double light vehicle scene database[EB/OL]. [2022-04-02]. http://iray.iraytek.com:7813/apply/Double_light_vehicle.html/. http://opticsjournal.net/Articles/abstract?aid=OJ210823000037w3z6B9

[19] [19] Flir. FLIR Thermal Data Set[EB/OL]. [2022-04-02]. https://www.flir. com/oem/adas/adas-dataset-form/.