Infrared Multi-scale Target Detection Network Based on Single-Stage Receptive Field Enhancement

ZHENG Lu; ZHOU Tongtong; YE Zecong; PENG Yueping

doi:10.3969/j.issn.1671-637x.2023.08.012

[1] LIU M,DU H Y,ZHAO Y J,et al.Image small target detection based on deep learning with SNR controlled sample generation［M］//WANG S X.Current trends in computer science and mechanical automation.Warsaw:De Gruyter Open Poland,2018:211-220.

[2] LIN L K,WANG S Y,TANG Z X.Using deep learning to detect small targets in infrared oversampling images［J］.Journal of Systems Engineering and Electronics,2018,29(5):947-952.

[3] XU X,SUN Y W,DING L H,et al.A novel infrared small target detection algorithm based on deep learning［C］//Proceedings of the 4th International Conference on Advances in Image Processing.New York:Association for Computing Machinery,2020:8-14.

[5] DU J M,LU H Z,HU M F,et al.CNN-based infrared dim small target detection algorithm using target-oriented shallow-deep features and effective small anchor［J］.IET Image Processing,2021,15(1):1-15.

[6] ZHAO D,ZHOU H X,RANG S H,et al.An adaptation of CNN for small target detection in the infrared［C］//IEEE International Geoscience and Remote Sensing Symposium.Valencia:IEEE,2018:669-672.

[8] ZHANG Y,ZHANG Y,SHI Z G,et al.Design and training of deep CNN-based fast detector in infrared SUAV surveillance system［J］.IEEE Access,2019,7:137365-137377.

[10] SANDLER M,HOWARD A,ZHU M L,et al.MobileNetV2:inverted residuals and linear bottlenecks［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Salt Lake City:IEEE,2018:4510-4520.

[11] HOWARD A G,ZHU M L,CHEN B,et al.MobileNets:efficient convolutional neural networks for mobile vision applications［EB/OL］.(2017-04-17)［2022-07-25］.https://arxiv.org/abs/1704.04861.

[12] CHEN Q,WANG Y M,YANG T,et al.You only look one-level feature［C］//IEEE/CVF Conference on Computer Vision and Pattern Recognition.Nashville:IEEE, 2021:13034-13043.