Polarimetric HRRP Target Recognition Based on Convlstm

Wei Chen, Liang Zhang, Ying Xi, Yanhua Wang*, Yang Li

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

8 引用 (Scopus)

摘要

The high resolution range profiles (HRRPs) of different polarimetric channels can enhance the recognition performance. Few existing methods focus on combining the structure information with correlation between different polarimetric channels. In this paper, we applied ConvLSTM to polarimetric HRRP target recognition. ConvLSTM can be used to combine the structure information with correlation due to the convolution operation and feedback mechanism. The HRRPs from different channels are regarded as the sequential inputs in ConvLSTM. The convolution operation can extract structure information and the feedback mechanism can exploit the correlation between different polarimetric channels. The experimental results demonstrate that the polarimetric HRRP recognition method based on ConvLSTM outperforms the state-of-art methods as well.

源语言英语
主期刊名2019 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Proceedings
出版商Institute of Electrical and Electronics Engineers Inc.
334-337
页数4
ISBN(电子版)9781538691540
DOI
出版状态已出版 - 1 7月 2019
活动39th IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019 - Yokohama, 日本
期限: 28 7月 20192 8月 2019

出版系列

姓名International Geoscience and Remote Sensing Symposium (IGARSS)

会议

会议39th IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2019
国家/地区日本
Yokohama
时期28/07/192/08/19

指纹

探究 'Polarimetric HRRP Target Recognition Based on Convlstm' 的科研主题。它们共同构成独一无二的指纹。

引用此