[1] [1] CUI Yunlong, XUE Yuli, YUAN Suzhen, et al. Infrared small target detection algithm based on local mean [J]. Infrared Laser Engineering , 2013, 42(3): 814822. (in Chinese)

[2] Yan HONG, Danping ZHU, Pingshun GONG. Retinex mine image enhancement algorithm based on TopHat weighted guided filtering. Industrial Automation and Mine, 48, 43-49(2022).

[3] Fen LIU, Jie SUN, Shuai ZHANG et al. Infrared ship target detection algorithm based on YOLOv5. Infrared and Laser Engineering, 52, 20230006(2023).

[4] Yuayuan CHEN, Jinhui HAN, Honghui ZHANG et al. Infrared small target detection using reverse local multiple weighted contrast detection. Infrared and Laser Engineering, 50, 20200418(2021).

[5] P GYSEL, J PIMENTEL, M MOTAMEDI et al. Ristretto: A framework for empirical study of resource-efficient inference in convolutional neural networks. IEEE Transactions on Neural Networks and Learning Systems, 29, 5784-5789(2018).

[6] Xingyu HUO, Ying CHEN. Image restoration technology based on R-CNN. Journal of Changchun University of Science and Technology (Natural Science Edition), 46, 107-113(2023).

[7] Jie ZHANG. Small object detection based on improved faster-RCNN. Modern Computer, 29, 14-18(2023).

[8] [8] REDMON J, DIVVALA S, GIRSHICK R, et al. You only look once: unified, realtime object detection[C]2016 IEEE Conference on Computer Vision Pattern Recognition (CVPR), IEEE, 2016: 779788.

[9] [9] YE K, FANG Z, HUANG X, et al. Research on small target detection algithm based on improved YOLOv3[C]2020 5th International Conference on Mechanical, Control Computer Engneering (ICMCCE), IEEE, 2020: 14671470.

[10] S SAPAKOVA, A SAPAKOV, Y YILIBULE. A YOLOv5 based model for real-time mask detection in challenging environments. Procedia Computer Science, 231, 267-274(2024).

[11] [11] QIAO S, CHEN C, YUILLE A. DetectRS: detecting objects with recursive feature pyra switchable atrous convolution[C]2021 IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), IEEE, 2021: 1020810219.

[12] J ZHOU, T SU, K LI et al. Small target YOLOvSmall target YOLOv5: enhancing the algorithm for small object detection in drone aerial imagery based on YOLOv5. Sensors, 24, 134(2024).

[13] X LUO, Y WU, F WANG. Target detection method of UAV aerial imagery based on improved YOLOv5. Remote Sensing, 14, 5063(2022).

[14] [14] LIU Haojiao, LIU Lishuang, ZHANG Mingchun. Improved infrared target detection algithm based on YOLOv5 [J]. Laser Technology , 2024, 48(4): 113. (in Chinese)

[15] [15] LIN TY, DOLLAR P, GIRSHICK R, et al. Feature pyra wks f object detection[C]2016 IEEE Conference on Computer Vision Pattern Recognition (CVPR),IEEE, 2017: 936944.

[16] [16] LIU S, QI L, QIN H, et al. Path aggregation wk f instance segmentation[C]2018 IEEECVF Conference on Computer Vision Pattern Recognition,IEEE, 2018: 87598768.

[17] [17] HOU Q, ZHOU D, FENG J. Codinate attention f efficient mobile wk design[C]2021 IEEECVF Conference on Computer Vision Pattern Recognition (CVPR), IEEE, 2021: 1370813717.

[18] [18] QI Y, HE Y, QI X, et al. Dynamic snake convolution based on topological geometric constraints f tubular structure segmentation[C]2023 IEEECVF International Conference on Computer Vision (ICCV), IEEE, 2023: 60476056.

[19] [19] LI Y, HOU Q, ZHENG Z, et al. Large ive Kernel wk f remote sensing object detection[C]2023 IEEECVF International Conference on Computer Vision (ICCV), 2023: 1674816759.

[20] [20] ZHAO Y, LV W, XU S, et al. DETRs beat YOLOs on realtime object detection[C]Proceedings of the IEEECVF Conference on Computer Vision Pattern Recognition, 2024: 1696516974.

[21] [21] KUMAR N, UPADHYAY A, SHARMA S, et al. MWIRSTD: A MWIR small target detection dataset [C]2024 IEEE International Conference on Image Processing, 2024: 179185.

[22] [22] DAI Y, WU Y, ZHOU F, et al. Asymmetric contextual modulation f infrared small target detection [C]2021 IEEE Winter Conference on Applications of Computer Vision (WACV), 2020: 949958.

[23] B LI. Dense nested attention network for infrared small target detection. IEEE Transactions on Image Processing, 32, 1745-1758(2023).