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基于跨空间多尺度的弱监督有向目标检测算法研究
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作者 任洋 陈绪君 王磊 《激光杂志》 CAS 北大核心 2024年第7期63-70,共8页
针对当前基于旋转框标注的传统有向目标检测算法对遥感场景下的有向目标检测存在复杂度高、标注成本大等问题,提出了一种基于跨空间多尺度的弱监督有向目标检测算法LSK-EFPN,该算法可利用水平框标注信息推断目标的旋转框信息,实现了复... 针对当前基于旋转框标注的传统有向目标检测算法对遥感场景下的有向目标检测存在复杂度高、标注成本大等问题,提出了一种基于跨空间多尺度的弱监督有向目标检测算法LSK-EFPN,该算法可利用水平框标注信息推断目标的旋转框信息,实现了复杂遥感场景下的有向目标检测。为提升网络检测能力,该算法采用LSKNet网络提取输入图像先验背景特征,并添加跨空间多尺度注意力模块捕捉跨空间的特征区域,最后使用CIoU作为尺度约束损失函数来对一致性损失进行重构。实验结果表明,LSK-EFPN在遥感场景DIOR数据集上的平均准确率达到61.7%,相对于H2RBox算法提升了4.7%,为基于水平框标注的有向目标检测场景提供了新的技术解决方案。 展开更多
关键词 动态感受野 空间选择机制 空间多尺度 弱监督有向目标检测 遥感目标
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Intelligent Space All-Optical Network Technology
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作者 DONG Tao YIN Jie +2 位作者 LIU Zhihui ZHANG Tingting GUO Hui 《Aerospace China》 2017年第4期19-25,共7页
Microwave transmission in a space network is greatly restricted due to precious radio spectrum resources. To meet the demand for large-bandwidth, global seamless coverage and on-demanding access, the Space All-Optical... Microwave transmission in a space network is greatly restricted due to precious radio spectrum resources. To meet the demand for large-bandwidth, global seamless coverage and on-demanding access, the Space All-Optical Network(SAON) becomes a promising paradigm. In this paper, the related space optical communications and network programs around the world are first briefly introduced. Then the intelligent Space All-Optical Network(i-SAON), which can be deemed as an advanced SAON, is illustrated, with the emphasis on its features of high survivability, sensing and reconfiguration intelligence, and large capacity for all optical load and switching. Moreover, some key technologies for i-SAON are described, including the rapid adjustment and control of the laser beam direction, the deep learning-based multi-path anti-fault routing, the intelligent multi-fault diagnosis and switching selection mechanism, and the artificial intelligence-based spectrum sensing and situational forecasting. 展开更多
关键词 Space All-Optical Network intelligence optical phased array routing network prediction
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