[1] Y F Pan, X F Zhang, G Cervone et al. Detection of asphalt pavement potholes and cracks based on the unmanned aerial vehicle multispectral imagery. IEEE J Sel Top Appl Earth Obs Remote Sens, 11, 3701-3712(2018).
[2] X G An, J W Dang, Y P Wang et al. UAV image pavement disease detection based on improved YOLOv4. Radio Eng, 53, 1285-1294(2023).
[3] R M Zhang, Y F Xiao, Z N Jia et al. Improved YOLOv7 algorithm for target detection in complex environments from UAV perspective. Opto-Electron Eng, 51, 240051(2024).
[4] S L Kahmann, V Rausch, J Plümer et al. The automized fracture edge detection and generation of three-dimensional fracture probability heat maps. Med Eng Phys, 110, 103913(2022).
[5] Benedetto A Di, M Fiani, L M Gujski. U-Net-based CNN architecture for road crack segmentation. Infrastructures, 8, 90(2023).
[7] R Girshick. Fast R-CNN, 1440-1448(2015). https://doi.org/10.1109/ICCV.2015.169
[8] B Y Lü, Z F Zhuo, Y S Han et al. Target detection based on faster region convolution neural network. Laser Optoelectron Prog, 58, 2210017(2021).
[9] X Chen, D L Peng, Y Gu. Real-time object detection for UAV images based on improved YOLOv5s. Opto-Electron Eng, 49, 210372(2022).
[13] Y T Jiang, H T Yan, Y R Zhang et al. RDD-YOLOv5: road defect detection algorithm with self-attention based on unmanned aerial vehicle inspection. Sensors, 23, 8241(2023).
[14] Q H Cheng, D F Chen, X F Wang. Small target detection in UAV images based on NDM-YOLOv8. Comput Technol Dev(2024).
[15] Y T Li, Q S Fan, H S Huang et al. A modified YOLOv8 detection network for UAV aerial image recognition. Drones, 7, 304(2023).
[16] W D Long, B Peng, J Hu et al. Road damage detection algorithm based on enhanced feature extraction. J Comput Appl, 44, 2264-2270(2024).
[17] P S Meng, F Wang, W G Zhai et al. UAV-to-ground target detection based on YOLO-DSBE. Aero Weapon(2024).
[24] S Q Ren, K M He, R Girshick et al. Faster R-CNN: towards real-time object detection with region proposal networks. IEEE Trans Pattern Anal Mach Intell, 39, 1137-1149(2017).
[25] C C Wang, W He, Y Nie et al. Gold-YOLO: efficient object detector via gather-and-distribute mechanism, 2224(2023).