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基于多信息流动卷积神经网络的行人再识别 被引量:8
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作者 桑海峰 王传正 +2 位作者 吕应宇 何大阔 刘晴 《电子学报》 EI CAS CSCD 北大核心 2019年第2期351-357,共7页
行人再识别问题中,由于视角、光照和行人姿态等因素的变化,导致难以提取有效的行人特征,降低识别精度.而深度神经网络在训练样本较少的情况下较难训练,易出现过拟合现象.针对上述问题,本文提出一种多信息流动卷积神经网络(Multi-informa... 行人再识别问题中,由于视角、光照和行人姿态等因素的变化,导致难以提取有效的行人特征,降低识别精度.而深度神经网络在训练样本较少的情况下较难训练,易出现过拟合现象.针对上述问题,本文提出一种多信息流动卷积神经网络(Multi-information Flow Convolutional Neural Network,MiF-CNN)模型,模型中包含一个特殊的卷积结构,该结构中每层卷积层提取到的特征与后续所有卷积层的输入相连接,增强了网络的特征信息流动性和梯度的反向传播效率,使得模型提取到的行人特征更具判别力.采用多损失函数组合方式训练网络模型,更好的区分行人类别.最后利用欧氏距离对行人特征相似性进行排序.在标准行人再识别数据集VIPeR和CUHK01上的实验表明,本文方法进一步提高了行人再识别精度,并有效改善了深度神经网络的过拟合现象. 展开更多
关键词 行人再识别 多信息流动 特征提取 卷积神经网络
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Dynamic Visualization Approach of the Multiphase Flow Using Electrical Capacitance Tomography 被引量:1
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作者 王泽璞 陈琪 +2 位作者 王雪瑶 李志宏 韩振兴 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2012年第2期380-388,共9页
Identifying the flow patterns is vital for understanding the complicated physical mechanisms in multiphase flows.For this purpose,electrical capacitance tomography(ECT) technique is considered as a promising visualiza... Identifying the flow patterns is vital for understanding the complicated physical mechanisms in multiphase flows.For this purpose,electrical capacitance tomography(ECT) technique is considered as a promising visualization method for the flow pattern identification,in which image reconstruction algorithms play an important role.In this paper,a generalized dynamic reconstruction model,which integrates ECT measurement information and physical evolution information of the objects of interest,was presented.A generalized objective functional that simultaneously considers the spatial constraints,temporal constraints and dynamic evolution information of the objects of interest was proposed.Numerical simulations and experiments were implemented to evaluate the feasibility and efficiency of the proposed algorithm.For the cases considered in this paper,the proposed algorithm can well reconstruct the flow patterns,and the quality of the reconstructed images is improved,which indicates that the proposed algorithm is competent to reconstruct the flow patterns in the visualization of multiphase flows. 展开更多
关键词 electrical capacitance tomography VISUALIZATION flow pattern identification dynamic reconstruction algorithm
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