OPTICS & OPTOELECTRONIC TECHNOLOGY, Volume. 20, Issue 5, 48(2022)
Drone Detection Method Based on Improved YOLOv5
[3] [3] Wang C, Wang T, Wang E, et al. Flying small target detection for Anti-UAV based on a gaussian mixture model in a compressive sensing domain[J]. Sensors, 2019, 19(9): 2168.
[4] [4] Dong Q, Zou Q. Visual UAV detection method with online feature classification[C]// 2017 IEEE 2nd Information Technology, Networking, Electronic and Automation Control Conference (ITNEC). Chengdu: IEEE, 2017: 429-432.
[6] [6] Peng J, Zheng C, Cui T, et al. Using images rendered by PBRT to train faster R-CNN for UAV detection[C]// Proceedings of the 26th International Conference in Central Europe on Computer Graphics, Visualization and Computer Vision, 2018: 13-18.
[7] [7] Sun H, Yang J, Shen J, et al. TIB-Net: Drone detection network with tiny iterative backbone[J]. IEEE Access, 2020, 8(7): 130697-130707.
[8] [8] Redmon J, Divvala S, Girshick R, et al. You only look once: unified, real-time object detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR). Las Vegas: IEEE, 2016: 779-788.
[9] [9] Ultralytics. YOLOv5[EB/OL]. [2021]. https: //github.com/ultralytics/YOLOv5.
[10] [10] Wang C Y, Liao H, Wu Y H, et al. CSPNet: A new backbone that can enhance learning capability of CNN[C]//Proceedings of the IEEE/CVF conference on Computer Vision and Pattern Recognition Workshops(CVPRW). Seattle: IEEE, 2020: 390-391.
[11] [11] He K, Zhang X, Ren S, et al. Spatial pyramid pooling in deep convolutional networks for visual recognition[J]. IEEE Transactions on Pattern Analysis & Machine Intelligence, 2014, 37(9): 1904-16.
[12] [12] Lin T Y, Dollar P, Girshick R, et al. Feature pyramid networks for object detection[C]//Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition(CVPR). Honolulu: IEEE, 2017: 2117-2125.
[13] [13] Liu S, Qi L, Qin H, et al. Path aggregation network for instance segmentation[C]// Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition(CVPR). Salt Lake City: IEEE, 2018: 8759-8768.
[14] [14] Yu F, Koltun V. Multi-scale context aggregation by dilated convolutions[EB/OL]. [2022-01-26]. https: //arxiv.org/abs/1511.07122.
[15] [15] Chen L C, Papandreou G, Kokkinos I, et al. DeepLab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected CRFs[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2018, 40(4): 834-848.
Get Citation
Copy Citation Text
WANG Jian-nan, Lü Sheng-tao, NIU Jian. Drone Detection Method Based on Improved YOLOv5[J]. OPTICS & OPTOELECTRONIC TECHNOLOGY, 2022, 20(5): 48
Category:
Received: Feb. 23, 2022
Accepted: --
Published Online: Oct. 17, 2022
The Author Email:
CSTR:32186.14.