[1] ZHAO Xiaofeng, XU Yebin, WU Fei et al. Ground infrared target detection method based on a parallel attention mechanism (invited)[J]. Infrared and Laser Engineering, 51, 20210290(2022).

[2] HAN Jinhui, WEI Yantao, PENG Zhenming et al. Infrared dim and small target detection: A review[J]. Infrared and Laser Engineering, 51, 20210393(2022).

[3] LIU Genghuan, ZENG Xiangjin, DOU Jiazhen et al. Review of advances in small object detection technology based on deep learning (invited)[J]. Infrared and Laser Engineering, 53, 20240253(2024).

[4] 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, 39, 1137-1149(2017).

[5] [5] WANG C Y, BOCHKOVSKIY A, LIAO H Y M. YOLOv7: Trainable bagoffreebies sets new stateoftheart f realtime object detects[C] Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2023: 74647475.

[6] BAO C, CAO J, HAO Q et al. Dual-YOLO Architecture from infrared and visible images for object detection[J]. Sensors, 23, 2934(2023).

[7] HONG R, WANG X, FANG Y et al. YOLO-Light: Remote straw-burning smoke detection based on depthwise separable convolution and channel attention mechanisms[J]. Applied Sciences, 13, 5690(2023).

[8] [8] HOWARD A, ZHU M, CHEN B, et al. Mobiles: Efficient convolutional neural wks f mobile vision applications. [DBOL]. (20170417) [20241218]. https:arxiv.gabs1704.04861.

[9] [9] ZHANG X, ZHOU X, LIN M, et al. Shuffle: An extremely efficient convolutional neural wk f mobile devices[C] 2018 IEEECVF Conference on Computer Vision Pattern Recognition, 2018: 68486856.

[10] [10] HAN K, WANG Y, TIAN Q, et al. Ghost: Me features from cheap operations[C] 2020 IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), 2020: 15801589.

[11] [11] CAO X, XU J, ZHANG R. Mobile edge computing f cellularconnected UAV: Computation offloading trajecty optimization[C] Proceedings of the 2018 IEEE 19th International Wkshop on Signal Processing Advances in Wireless Communications, 2018: 15.

[12] BAI X, BI Y. Derivative entropy-based contrast measure for infrared small-target detection[J]. IEEE Transactions on Geoscience and Remote Sensing, 56, 2452-2466(2018).

[13] [13] REIS D, KUPEC J, HONG J, et al. Realtime flying object detection with YOLOv8. [DBOL]. (20230517) [20241218]. https:arxiv.gabs2305.09972.

[14] [14] WANG A, CHEN H, LIU L, et al. YOLOv10: Realtime endtoend object detection. [DBOL]. (20240523) [20241218]. https:arxiv.gabs2405.14458.

[15] [15] LI H, LI J, WEI H, et al. Slimneck by GSConv: A better design paradigm of detect architectures f autonomous vehicles. [DBOL]. (20220606) [20241218]. https:arxiv.gabs2206.02424.

[16] [16] ZHANG X, XU C, ZHANG S J. InnerIoU: Me effective intersection over union loss with auxiliary bounding box[EBOL]. [DBOL]. (20231114) [20241218]. https:arxiv.gabs2311.02877.