[1] YANG Xin, WANG Gang, LI Liang et al. Civil drone detection based on deep convolutional neural networks: a survey[J]. Infrared Technology, 44, 1119-1131(2022).

[2] BAI Chunyu, GUO Yazhou, LIU Xiaochuan et al. Research progress of collision safety characteristics of civil light and small UAVs[J]. Acta Aeronautica et Astronautica Sinica, 43, 137-153(2022).

[3] RASOL J, XU Y, ZHANG Z et al. An adaptive adversarial patch-generating algorithm for defending against the intelligent low, slow, and small target[J]. Remote Sensing, 15, 1439(2023).

[4] YU X, WEI S, FANG Y et al. Low-altitude slow small target threat assessment algorithm by exploiting sequential multifeature with long short-term memory[J]. IEEE Sensors Journal, 23, 21524-21533(2023).

[5] ZHUO Z, LIAN J, LIU J. Infrared UAV target detection based on continuous-coupled neural network[J]. Micromachines, 14, 2113(2023).

[6] ZHAO M, LI W, LI L et al. Infrared small UAV target detection via isolation forest[J]. IEEE Transactions on Geoscience and Remote Sensing, 61, 1(2023).

[7] SUN H, LIU Q, WANG J et al. Fusion of infrared and visible images for remote detection of low-altitude slow-speed small targets[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 14, 2971-2983(2021).

[8] ZHANG Zilin, YU Songlin, WANG Ge et al. Airborne infrared dim target detection algorithm based on improved YOLOv7[J]. Laser & Infrared, 54, 84-91(2024).

[9] GIRSHICK R, DONAHUE J, DARRELL T et al. Rich feature hierarchies for accurate object detection and semantic segmentation[C], 580-587(2014).

[10] LI Xiaopei, ZHANG Yinbao, LI Yanpei et al. An improved method of infrared image target detection based on YOLOv5s[J]. Laser & Infrared, 53, 1043-1051(2023).

[11] JIANG Xinhao, CAI Wei, YANG Zhiyong et al. Infrared dim and small target detection based on YOLO-IDSTD algorithm[J]. Infrared and Laser Engineering, 51, 502-511(2022).

[12] LI Xianguo, CAO Mingteng, LI Bin et al. GPNet: Lightweight infrared image target detection algorithm[J]. Journal of Infrared and Millimeter Waves, 41, 1092-1101(2022).

[13] WU Xuan, ZHANG Haiyang, ZHAO Changming et al. Improved YOLOv4 for real-time detection algorithm of low-slow-small unmanned aerial vehicles[J]. Journal of Applied Optics, 45, 79-88(2024).

[14] SONG Puyi, CHEN Hong, GOU Haobo. Improving UAV object detection algorithm for YOLOv5s[J]. Computer Engineering and Applications, 59, 108-116(2023).

[15] HAN K, WANG Y, TIAN Q et al. Ghostnet: more features from cheap operations[C], 1580-1589(2020).

[16] HUANG Fuyu, LI Gang, ZHOU Bing et al[M]. Infrared stereo vision and image fusion technology, 13-15(2022).

[17] LI Haijun, KONG Fancheng, LIN Yun. Infrared ship detection algorithm based on improved YOLOv5s[J]. Systems Engineering and Electronics, 45, 2415-2422(2023).