SAR image recognition method and device and storage medium

The invention discloses an SAR (Synthetic Aperture Radar) image recognition method and device and a storage medium. The method comprises the following steps: acquiring an SAR image; carrying out block dimension reduction on the SAR image; performing relative position offset and weight accumulation o...

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Hauptverfasser: WANG TIANLEI, ZHAI YIKUI, JIANG ZIYI, LIAO JINRUI, YAO JIAYAO, ZHOU WENLUE, LI YUQI, LIANG YAQI, LIANG YANYANG
Format: Patent
Sprache:chi ; eng
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Zusammenfassung:The invention discloses an SAR (Synthetic Aperture Radar) image recognition method and device and a storage medium. The method comprises the following steps: acquiring an SAR image; carrying out block dimension reduction on the SAR image; performing relative position offset and weight accumulation on each sub-block image vector through a shared coding network, and randomly inactivating part of neurons to obtain a target coding vector; classifying and identifying the target coding vector to obtain an identification result; image features and image space distribution information are fully learned through a shared coding network, and global correlation feature learning is performed under different deformations of an SAR image target object, so that the learning ability and the recognition ability of a network model are improved, and the false alarm rate of a synthetic aperture radar monitoring task is reduced. 本发明公开了一种SAR图像识别方法、装置及存储介质,其中方法包括获取SAR图像;将SAR图像分块降维;通过共享编码网络对每个子块图像向量进行相对位置偏移和权重累加,随机失活部分神经元,得到目标编码向量;对目