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基于改进卷积神经网络的快速车辆检测 被引量:13
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作者 朱锋彬 应娜 《传感器与微系统》 CSCD 2018年第12期153-155,160,共4页
为了更加快速精准地识别和定位车辆,提出了一种基于卷积神经网络的改进算法。在建议网络(PN)以及特征提取上进行了优化,在提取基本特征之后嵌入一个轻量级的建议网络,产生候选区域,并在早期丢弃不可能的区域候选框减少背景数量;采用特... 为了更加快速精准地识别和定位车辆,提出了一种基于卷积神经网络的改进算法。在建议网络(PN)以及特征提取上进行了优化,在提取基本特征之后嵌入一个轻量级的建议网络,产生候选区域,并在早期丢弃不可能的区域候选框减少背景数量;采用特征融合技术提取H-yper特征,细化了车辆的识别和定位,并对不同层提取的特征进行串联,有效地提高了车辆检测的质量和精度。在车辆检测和跟踪的大规模数据集和自己采集的车辆数据集上进一步验证,并与目前一些先进的算法进行比较,其中相比于Faster RCNN平均检测质量提高了9. 91%,充分表明了提出的算法的有效性。 展开更多
关键词 车辆检测 卷积神经网路 Hyper特征 特征串联
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基于非线性知识迁移的交叉视角动作识别 被引量:1
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作者 姚湘 徐平平 王华君 《重庆邮电大学学报(自然科学版)》 CSCD 北大核心 2017年第1期121-128,共8页
针对一般基于知识迁移的方法对未知视角不可用和难以扩展新数据的问题,提出一种基于非线性模型的无监督学习方法,即基于非线性知识迁移(nonlinear knowledge shift,NKS)的串联特征学习。提取密集动作轨迹,并利用通用码书编码;提取动作... 针对一般基于知识迁移的方法对未知视角不可用和难以扩展新数据的问题,提出一种基于非线性模型的无监督学习方法,即基于非线性知识迁移(nonlinear knowledge shift,NKS)的串联特征学习。提取密集动作轨迹,并利用通用码书编码;提取动作捕捉数据模拟点的密集轨迹,产生一个仿真数据的大型语料库来学习NKS,其中,轨迹提取前在视角方向上投影模拟点;再从真实视频中提取轨迹,用于训练和测试表示学习过程的轨迹,利用多类支持向量机分类串联特征。在两大通用人体动作识别数据库IXMAS和3D(N-UCLA)上验证了该方法的有效性,实验结果表明,在IXMAS数据集、不同摄像机情况下,该方法的识别精度高于同类方法至少3.5%,在3D(N-NCLA)数据集、双摄像头情况下,识别精度至少提高4.4%。在大部分动作识别中也取得最佳识别率,此外,该方法的训练时间可忽略不计,有望应用于在线人体动作识别系统。 展开更多
关键词 非线性知识迁移 多类支持向量机 动作识别 无监督学习 串联特征
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改进Mask RCNN算法及其在行人实例分割中的应用 被引量:15
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作者 音松 陈雪云 贝学宇 《计算机工程》 CAS CSCD 北大核心 2021年第6期271-276,283,共7页
Mask RCNN算法在特征提取过程中存在语义信息丢失的问题,而自然场景中的行人具有姿态不同、遮挡和背景复杂等特点,导致算法应用于行人实例分割时检测准确性较差。对此,提出一种改进的Mask RCNN算法。在Mask RCNN网络的Mask分支中增加串... Mask RCNN算法在特征提取过程中存在语义信息丢失的问题,而自然场景中的行人具有姿态不同、遮挡和背景复杂等特点,导致算法应用于行人实例分割时检测准确性较差。对此,提出一种改进的Mask RCNN算法。在Mask RCNN网络的Mask分支中增加串联特征金字塔网络(CFPN)模块,对网络生成的多层特征进行融合,充分利用不同特征层的语义信息。在此基础上,执行RoI Align操作生成行人掩膜。仿照COCO数据集,从生活场景中拍摄1000张图片,自建一个新的行人数据集。基于该数据集的实验结果表明,改进算法较原算法具有更高的检测精确率。 展开更多
关键词 行人实例分割 Mask RCNN算法 特征融合 目标检测 串联特征金字塔网络
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Unsteady Study on the Effects of Matching Characteristic of Tandem Cascade on the Performance and Flow at Large Angle of Attack 被引量:8
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作者 LIU Hanru YUE Shaoyuan +1 位作者 WANG Yangang ZHANG Jun 《Journal of Thermal Science》 SCIE EI CAS CSCD 2018年第6期505-515,共11页
To investigate the effects of matching characteristics of tandem cascade on the performance and flow at large angle of attack, the unsteady numerical simulation has been implemented. The influences of different turnin... To investigate the effects of matching characteristics of tandem cascade on the performance and flow at large angle of attack, the unsteady numerical simulation has been implemented. The influences of different turning angle ratio(TR) and chord length ratio(CR) of two blades and the relative angle of attack of rear blade(Delta) are analyzed. The numerical results indicated that the tandem cascade can obtain overall performance improvement including higher static pressure ratio and lower total pressure loss with the matching parameters in the range of TR=3~5, CR=0.5~1.2, and Delta=-15°~-5°. The separation on the front blade has more prominent impact than that on the rear blade, so the performance improvement of tandem cascade is significantly dependent on the reduction of front-blade separation and loss. Regarding the rear blade, the gap injection effect can periodically control the separation. Temporal and spatial analysis of the flow field shows that the optimal-performance cases generally have much smaller wake loss for both two blades, but the unsteady characteristics of the wake loss is more apparent than that of the poor performance cases. 展开更多
关键词 tandem cascade unsteady simulation matching parameters aerodynamics performance flow loss
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Characteristics of a polymer Mach-Zehnder electrooptic switch using side-coupled series-cascaded M microrings
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作者 李翠婷 郑力华 +2 位作者 郑悦 李传南 郑传涛 《Optoelectronics Letters》 EI 2015年第3期179-183,共5页
Structure and design are proposed for a kind of novel polymer Mach-Zehnder electro-optic(EO)switch using side-coupled M series-cascaded EO microrings.Formulations are proposed to analyze its switching characteristics.... Structure and design are proposed for a kind of novel polymer Mach-Zehnder electro-optic(EO)switch using side-coupled M series-cascaded EO microrings.Formulations are proposed to analyze its switching characteristics.The dependences of the device’s performances on M are thoroughly analyzed and concluded.As the increase of M from 2 to 10,the switching voltages for the 9 devices are as low as 0.84 V,0.82 V,0.52 V,0.5 V,0.37 V,0.36 V,0.29 V,0.28 V and 0.24 V,respectively;whereas the crosstalks under bar state are within-20.79--6.53 d B and those under cross state are within-20.36--5.29 d B.The analysis results indicate that a smaller M is preferred for dropping the insertion loss and crosstalk,and a larger M should be selected to increase the optical bandwidth and minimize the switching energy.Generally,due to low switching voltage,the proposed device shows potential applications in optical networks-on-chip. 展开更多
关键词 CROSSTALK Microprocessor chips Network on CHIP
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Network approach to understanding the organization of and the consequence of targeted leader removal on an end-oriented task 被引量:1
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作者 Sumana ANNAGIRI Swetashree KOLAY +1 位作者 Bishwarup PAUL Chandan SONA 《Current Zoology》 SCIE CAS CSCD 2017年第3期269-277,共9页
Relocation is an important event in the lives of several social insects whereby all colony members have to be transferred to a new nest when conditions in the old nest become unfavorable. In the current study, network... Relocation is an important event in the lives of several social insects whereby all colony members have to be transferred to a new nest when conditions in the old nest become unfavorable. In the current study, network tools were used to examine the organization of this goal-oriented task in the Indian queenless ant Diacamma indicum Which relocate their colonies by means of tandem running. Individual ants were used as nodes and tandem runs as directed edges to construct unweighted networks. Network parameters were characterized in control relocations (CRs) and in relocations where the node with the highest outdegree, that is, the Maximum tandem leader (Max TL) was experimentally removed. These were then compared to 1) randomized networks, 2) simu- lated networks in which Max TL was removed, and 3) simulated networks with removal of a random leader. Not only was there complete recovery of the task, but the manner in which it was organized when Max TL was removed was comparable to CRs. The results obtained from our empirical study were significantly different from the results predicted by simulations of leader removal. At an individual level, the Max TL had a significantly higher outdegree than expected by chance alone and in her absence the substitute Max TL did comparable work. In addition, the position of the Max TL in the pathway of information flow was conserved in control and experimentally manipulated conditions. Understanding the organization of this critical event as more than the sum of individual interactions using network parameters allows us to appreciate the dynamic response of groups to perturbations. 展开更多
关键词 Diacamma indicum division of labor networks RELOCATION tandem running
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