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类别平衡调制的人脸表情识别 被引量:1
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作者 刘成广 王善敏 刘青山 《计算机科学与探索》 CSCD 北大核心 2023年第12期3029-3038,共10页
人脸表情识别(FER)旨在从人脸图片中判断表情的类别,在心理诊断、人机交互等领域有着广泛的应用前景。在实际任务中,不同表情数据的分布往往是不平衡的。数据的不平衡导致了各表情的特征分布不平衡和分类器优化不平衡,从而影响了表情识... 人脸表情识别(FER)旨在从人脸图片中判断表情的类别,在心理诊断、人机交互等领域有着广泛的应用前景。在实际任务中,不同表情数据的分布往往是不平衡的。数据的不平衡导致了各表情的特征分布不平衡和分类器优化不平衡,从而影响了表情识别模型的性能。为此,提出了一种类别平衡调制的人脸表情识别方法(CBM-Net),分别在特征学习阶段和分类器优化阶段对模型进行类别平衡调制。CBM-Net包括特征调制和梯度调制两个模块。特征调制模块通过在特征方向上增加类间的可分性与类内的紧密性,实现各类别的特征分布平衡。梯度调制模块利用批次训练样本的统计信息对各分类器的优化梯度进行反向调节,确保各类别的分类器收敛速度一致,使得各分类器性能同时达到最优。在四个流行的数据集上进行的定性和定量实验表明,CBM-Net在人脸表情识别的类别平衡调制上是有效的,与一众先进方法相比,效果也相当良好。 展开更多
关键词 人脸表情识别(FER) 类别不平衡 类别平衡调制 特征调制 梯度调制
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基于GMR的大动态范围非接触位移检测系统的设计研究
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作者 丁奕健 王长陶 +1 位作者 刘峰 叶学松 《计量学报》 CSCD 北大核心 2010年第1期57-62,共6页
针对大动态范围、高分辨率、非接触位移测量的要求,通过详细分析制约GMR传感器系统检测分辨率提高的因素,提出了可配置均匀梯度的交变磁场技术以符合大动态检测范围的要求,并结合锁定放大技术以及多传感器数据融合技术设计出高分辨... 针对大动态范围、高分辨率、非接触位移测量的要求,通过详细分析制约GMR传感器系统检测分辨率提高的因素,提出了可配置均匀梯度的交变磁场技术以符合大动态检测范围的要求,并结合锁定放大技术以及多传感器数据融合技术设计出高分辨率的新型低成本检测系统。经分析初步试验结果,发现至少在0—100mm的动态范围内其检测分辨率可以达到0.1μm,验证了设计研究的合理性,为包括芯片植入式骨骼强度研究等众多非接触精密位移检测应用所需的MEMS芯片设计提供了工程原型。 展开更多
关键词 计量学 均匀梯度调制磁场 锁定放大 噪声分布特征 数据融合
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Optical Trap 2D Array by Acoustic Modulation
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作者 Van Thinh Nguyen Quang Quy Ho 《Journal of Physical Science and Application》 2014年第7期420-425,共6页
In this artilce a new optical trap 2D array by the acoustic modulation is proposed. Based on the "called" acoustic-elasticity of the fluid embedding trapped microparticle, the expression describing the refractive in... In this artilce a new optical trap 2D array by the acoustic modulation is proposed. Based on the "called" acoustic-elasticity of the fluid embedding trapped microparticle, the expression describing the refractive index induced by cross-interference of two perpendicular ultrasonic waves is approximately derived. By simulation, the 2D array of the Graded-refractive index lenses appeared in the fluid layer with certain strain-acoustic constant and thickness. The trapping capability of the plane-wave laser beam propagating through those lenses is shown out, and the appearance of the optical trap 2D array has been affirmed. 展开更多
关键词 Optical trap array acoustic modulation microlens.
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Possible modulation of migrating diurnal tide by latitudinal gradient of zonal wind observed by SABER/TIMED 被引量:3
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作者 LIU MoHan XU JiYao +1 位作者 LIU HanLi LIU Xiao 《Science China Earth Sciences》 SCIE EI CAS CSCD 2016年第2期408-417,共10页
Temperature data from SABER/TIMED and Empirical Orthogonal Function (EOF) analysis are taken to examine possible modulations of the temperature migrating diurnal tide (DW1) by latitudinal gradients of zonal mean z... Temperature data from SABER/TIMED and Empirical Orthogonal Function (EOF) analysis are taken to examine possible modulations of the temperature migrating diurnal tide (DW1) by latitudinal gradients of zonal mean zonal wind ( ζ ). The result shows that ζ increases with altitudes and displays clearly seasonal and interannual variability. In the upper meso- sphere and lower thermosphere (MLT), at the latitudes between 20°N and 20°S, when ζ strengthens (weakens) at equinoxes (solstices) the DW1 amplitude increases (decreases) simultaneously. Stronger maximum in March-April equinox occurs in both ζ and the DW1 amplitude. Besides, a quasi-biennial oscillation of DW1 is also found to be synchronous with ζ. The resembling spatial-temporal features suggest that ζ in the upper tropic MLT probably plays an important role in modulating semiannual, annual, and quasi-biennial oscillations in DW1 at the same latitude and altitude. In addition, ζ in the meso- sphere possibly affects the propagation of DW1 and produces SAO of DW1 in the lower thermosphere. Thus, SAO of DW1 in the upper MLT may be a combined effect of ζ both in the mesosphere and in the upper MLT, which models studies should determine in the future. 展开更多
关键词 Migrating diurnal tide Temporal variations Latitudinal gradient of zonal wind Mesosphere and lower thermo- sphere
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Nonautonomous Vortices in (2+1)-Dimensional Graded-Index Waveguide
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作者 来娴静 蔡晓鸥 张解放 《Communications in Theoretical Physics》 SCIE CAS CSCD 2015年第5期605-612,共8页
With the help of self-similarity transformation, we construct and study the nonautonomous vortices with different topological charges inside a planar graded-index nonlinear waveguide, analytically, and numerically. Al... With the help of self-similarity transformation, we construct and study the nonautonomous vortices with different topological charges inside a planar graded-index nonlinear waveguide, analytically, and numerically. Although these vortices are approximate, they can reflect the real properties of self-similar optical beam during a short-term propagation. Existence of these autonomous vortices require delicate balances between the system parameters such as diffraction, nonlinearity, gain, and external potential. We are concerned with some special but interesting situations, and discussing the changes of the height, width, energy, and central position of the vortices as the increase of propagation distance. Moreover, we are also interested in the azimuthal modulational instability of the system, and comparing our prediction for the modulational instability growth rates to numerical results. 展开更多
关键词 graded-index waveguide VORTEX NONAUTONOMOUS modulational instability
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