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VoVNet-FCOS道路行人目标检测算法研究 被引量:7
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作者 刘丹 汪慧兰 +1 位作者 曾浩文 王桂丽 《国外电子测量技术》 北大核心 2021年第11期64-71,共8页
针对行人目标特殊性和复杂性而导致的目前行人检测算法在速度和精度上不高的问题,提出一种改进的FCOS行人检测算法。首先,在网络基础结构上,为了提高算法精度,以高效型网络VoVNet代替ResNet进行特征的提取,同时在VoV-Net上增加了输入到... 针对行人目标特殊性和复杂性而导致的目前行人检测算法在速度和精度上不高的问题,提出一种改进的FCOS行人检测算法。首先,在网络基础结构上,为了提高算法精度,以高效型网络VoVNet代替ResNet进行特征的提取,同时在VoV-Net上增加了输入到输出的残差连接,从而增强深层特征表达;其次在网络最后的特征层上添加了eSE注意力机制,来提高网络的特征提取能力;最后,在损失函数上,引用GIOU Loss作为回归分支损失函数来解决IOU Loss无法反映预测框与真实框重合程度问题。实验表明,与现有算法相比,改进后的FCOS算法mAP提高了9.5%,速度上也满足实时性要求。 展开更多
关键词 行人检测 卷积神经网络 FCOS 高效型网络 损失函数
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Energy-Efficient Multi-Mode Clusters Maintenance(M^2CM) for Hierarchical Wireless Sensor Networks
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作者 Xiangdong Hu Zhulin Liu 《China Communications》 SCIE CSCD 2017年第6期1-12,共12页
How to energy-efficiently maintain the topology of wireless sensor networks(WSNs) is still a difficult problem because of their numerous nodes,highly dynamic nature,varied application scenarios and limited resources.A... How to energy-efficiently maintain the topology of wireless sensor networks(WSNs) is still a difficult problem because of their numerous nodes,highly dynamic nature,varied application scenarios and limited resources.An energy-efficient multi-mode clusters maintenance(M2CM) method is proposed based on localized and event-driven mechanism in this work,which is different from the conventional clusters maintenance model with always periodically re-clustered among the whole network style based on time-trigger for hierarchical WSNs.M2 CM can meet such demands of clusters maintenance as adaptive local maintenance for the damaged clusters according to its changes in time and space field.,the triggers of M2 CM include such events as nodes' residual energy being under the threshold,the load imbalance of cluster head,joining in or exiting from any cluster for new node or disable one,etc.Based on neighboring relationship of the damaged clusters,one can start a single cluster(inner-cluster) maintenance or clusters(inter-cluster) maintenance program to meet diverse demands in the topology management of hierarchical WSNs.The experiment results based on NS2 simulation show that the proposed method can significantly save energy used in maintaining a damaged network,effectively narrow down the influenced area of clusters maintenance,and increase transmitted data and prolong lifetime of network compared to the traditional schemes. 展开更多
关键词 HIERARCHICAL iterative clustering MULTI-MODE EVENT-DRIVEN adaptive ENERGY-EFFICIENT
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