Advanced search
Publication Cover
Remote Sensing Letters Volume 12, 2021 - Issue 4
Submit an article Journal homepage
183
Views
3
CrossRef citations to date
0
Altmetric
Research Article

An oriented anchor-free object detector including feature fusion and foreground enhancement for remote sensing images

Ke SongSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications (BUPT), Beijing, ChinaView further author information
,
Pingmu HuangSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications (BUPT), Beijing, ChinaCorrespondence[email protected]
View further author information
,
Zhipeng LinSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications (BUPT), Beijing, ChinaView further author information
&
Tiejun LvSchool of Information and Communication Engineering, Beijing University of Posts and Telecommunications (BUPT), Beijing, ChinaView further author information
Pages 397-407 | Received 16 Sep 2020, Accepted 18 Feb 2021, Published online: 10 Mar 2021

Reference

  • Azimi, S. M., E. Vig, R. Bahmanyar, M. Korner, and P. Reinartz. 2018. “Towards Multi-class Object Detection in Unconstrained Remote Sensing Imagery.” Asian Conference on Computer Vision, Perth, Australia, 150–165. doi:10.1007/978-3-030-20893-6_10.
  • Ding, J., N. Xue, Y. Long, G.-S. Xia, and L. Qikai. 2019. “Learning RoI Transformer for Oriented Object Detection in Aerial Images.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 6: 2844–2853. doi:10.1109/CVPR.2019.00296.
  • He, K., X. Zhang, S. Ren, and J. Sun. 2016. “Deep Residual Learning for Image Recognition.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 6: 770–778. doi:10.1109/CVPR.2016.90.
  • Hu, J., L. Shen, and G. Sun. 2018. “Squeeze-and-Excitation Networks.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 6: 7132–7141. doi:10.1109/CVPR.2018.00745.
  • Jiang, Y., X. Zhu, X. Wang, S. Yang, L. Wei, H. Wang, F. Pei, and Z. Luo. 2017. “R2CNN: Rotational Region CNN for Orientation Robust Scene Text Detection.” Arxiv Preprint Arxiv 1706.09579.
  • Jianqi, M., W. Shao, Y. Hao, L. Wang, H. Wang, Y. Zheng, and X. Xue. 2018. “Arbitrary-Oriented Scene Text Detection via Rotation Proposals.” IEEE Transaction on Multimedia 20: 3111–3122. doi:10.1109/TMM.2018.2818020.
  • Lin, T.-Y., P. Goyal, R. Girshick, H. Kaiming, and P. Dollar. 2018. “Focal Loss for Dense Object Detection.” IEEE Transaction on Pattern Analysis and Machine Intelligence 1. doi:10.1109/TPAMI.2018.2858826.
  • Lin, Y., P. Feng, and J. Guan. 2019. “IENet: Interacting Embranchment One Stage Anchor Free Detector for Orientation Aerial Object Detection.” Arxiv Preprint Arxiv 1912: 00969, 12.
  • Rezatofighi, H., N. Tsoi, J. Gwak, A. Sadeghian, I. Reid, and S. Savarese. 2019. “Generalized Intersection over Union: A Metric and A Loss for Bounding Box Regression.” Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition 6: 658-666.
  • Tan, M., R. Pang, and L. Quoc 2020. “EfficientDet: Scalable and Efficient Object Detection.” In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, Seattle, United States, 10781–10790.
  • Tian, Z., C. Shen, H. Chen, and H. Tong. 2019. “FCOS: Fully Convolutional One-stage Object Detection.” In Proceedings of the IEEE International Conference on Computer Vision, Seoul, Korea, 9627–9636.
  • Xia, G.-S., X. Bai, L. Zhang, S. Belongie, J. Luo, M. Datcu, and M. Pelilo. 2018. “DOTA: A Large-Scale Dataset for Object Detection in Aerial Images.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 6: 3974–3983. doi:10.1109/CVPR.2018.00418.
  • Xiao, Z., L. Qian, W. Shao, X. Tan, and K. Wang. 2020. “Axis Learning for Orientated Objects Detection in Aerial Images.” Remote Sensing 12: 908. doi:10.3390/rs12060908.
  • Xu, Y., Q. Wang, Y. Wang, K. Chen, G.-S. Xia, and X. Bai. 2020. “Gliding Vertex on the Horizontal Bounding Box for Multi-oriented Object Detection.” IEEE Transaction on Pattern Analysis and Machine Intelligence 1. doi:10.1109/TPAMI.2020.2974745.
  • Yang, X., H. Sun, F. Kun, J. Yang, X. Sun, M. Yan, and Z. Guo. 2018. “Automatic Ship Detection of Remote Sensing Images from Google Earth in Complex Scenes Based on Multi-Scale Rotation Dense Feature Pyramid Networks.” Remote Sensing 10: 132. doi:10.3390/rs10010132.
  • Zhu, C., H. Yihui, and M. Savvides. 2019. “Feature Selective Anchor-Free Module for Single-Shot Object Detection.” Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition 6: 840–849. doi:10.1109/CVPR.2019.00093.

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Order Reprints Request Corporate Permissions

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

Request Academic Permissions

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.