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基于相对位置编码转换器模块的深度步态识别网络
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作者 任禹衡 赵云峰 吴闯 《计算机科学》 CSCD 北大核心 2024年第S02期521-526,共6页
步态识别是一种快速发展的远距离生物特征识别技术,在远距离、跨视角和跨着装等多种场景中具有广泛应用和优势。传统的生物特征识别技术,如指纹识别、面部识别等,往往需要近距离或在特定条件下才能有效进行,而步态识别技术则突破了这些... 步态识别是一种快速发展的远距离生物特征识别技术,在远距离、跨视角和跨着装等多种场景中具有广泛应用和优势。传统的生物特征识别技术,如指纹识别、面部识别等,往往需要近距离或在特定条件下才能有效进行,而步态识别技术则突破了这些限制,使得在更为广泛的环境下进行个体识别成为可能。以往的研究大多采用轻量级的神经网络提取步态特征,并在目前流行的跨视角和跨着装数据集上(如CASIA-B)取得了巨大的进步。然而,实验结果表明,在CASIA-B数据集上简单叠加神经网络的层数将导致识别准确率大幅度下降。基于相对位置编码转换器模块提出了一个深度步态识别网络,旨在避免陷入“局部特征关联”的陷阱,同时使网络能够持续不断地学习步态序列的时序特征。与目前主流的方法相比,所提方法在室内场景(CASIA-B,OUMVLP)和室外场景(Gait3D)步态数据集上都达到了更优的识别准确率,特别在换装任务(CL)上超出基准方法1.9%,实现了85.5%识别准确率。 展开更多
关键词 步态识别 自注意力机制 相对位置建模 式识别 深层网络
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Modeling of rotational supercavitating evaporator and the geometrical characteristics of supercavity within 被引量:9
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作者 LIKHACHEV Dmitriy S. LI FengChen 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2014年第3期541-554,共14页
In this paper,a rotational supercavitating evaporator(RSCE)was at first modeled by means of theoretical analysis approach.The geometrical characteristics of supercavity in the modeled RSCE were then studied through nu... In this paper,a rotational supercavitating evaporator(RSCE)was at first modeled by means of theoretical analysis approach.The geometrical characteristics of supercavity in the modeled RSCE were then studied through numerical simulations.The current research objectives consist in determination of shape of the supercavitator(which in the plane of rotation generates supercavity occupying the most volume between blades),and location of the area suitable for steam extraction by revealing the inner structure of supercavity.Analytical analysis was performed by solving empirical equations for the shape of RSCE,through which an evaluation of two-dimensional relative position of supercavity trailing edge for different shapes of the supercavitator has been realized.Numerical simulation was then carried out,by numerically solving the unsteady Navier-Stokes equations in their conservation form coupled with the Rayleigh-Plesset cavitation and Shear-Stress Transport turbulence models,for verification of the results obtained from empirical equations.Despite unreliable assumption of applicability of empirical equations we have confirmed similarity of the supercavity shapes obtained by both methods for the same RSCE.Therefore,the shape of supercavitator calculated by using empirical equations is acceptable,which provides a simple but reliable approach for design of RSCE.The inner structure of supercavity obtained by numerical simulation has indicated position and parameters for steam extraction openings for further numerical and experimental studies on the performance of RSCE.Practical application of steam or gas extraction is suggested for solving of some problems associated with cavitating pumping of cryogenic liquid. 展开更多
关键词 SUPERCAVITATION rotational supercavitating evaporator geometrical characteristics theoretical analysis computationalfluid dynamics
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