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Radar HRRP Target Recognition Based on Variational Auto-encoder with Learnable Prior

Authors :
Bo Chen
Peiwen Ma
Jiaming Liu
Long Tian
Mingsheng Xu
Source :
2019 6th Asia-Pacific Conference on Synthetic Aperture Radar (APSAR).
Publication Year :
2019
Publisher :
IEEE, 2019.

Abstract

In this paper, we purpose a variational auto-encoder with learnable prior to learn the latent features of high-resolution range profile (HRRP) samples for downstream task, target recognition in this paper. The measured data based experiments illustrate that compared with the traditional and mostly recent HRRP recognition methods, the proposed one is not only noise-robust and data insensitive but also achieves state-of-the-art performance.

Details

Database :
OpenAIRE
Journal :
2019 6th Asia-Pacific Conference on Synthetic Aperture Radar (APSAR)
Accession number :
edsair.doi...........59db2b2cd24e840cad4b767263ffd1d7