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Fall detection system in enclosed environments based on single Gaussian model
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作者 adel rhuma Jonathon A Chambers 《Journal of Measurement Science and Instrumentation》 CAS 2012年第2期123-128,共6页
In this paper,we propose an efficient fall detection system in enclosed environments based on single Gaussian model using the maximum likelihood method.Online video clips are used to extract the features from two came... In this paper,we propose an efficient fall detection system in enclosed environments based on single Gaussian model using the maximum likelihood method.Online video clips are used to extract the features from two cameras.After the model is constructed,a threshold is set,and the probability for an incoming sample under the single Gaussian model is compared with that threshold to make a decision.Experimental results show that if a proper threshold is set,a good recognition rate for fall activities can be achieved. 展开更多
关键词 humans fall detection enclosed environments one class support vector machine(OCSVM) imperfect training data shape analysis maximum likelihood(ML) background subtraction CODEBOOK voxel person
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An Improved Directed Acyclic Graph Support Vector Machine
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作者 adel rhuma Syed Mohsen NAQVI Jonathon CHAMBERS 《Journal of Measurement Science and Instrumentation》 CAS 2011年第4期367-370,共4页
在这份报纸,我们与传统的 DAGSVM 为多班 classification.Compared 建议一台改进的指导的非循环的图支持向量机器( DAGSVM ),改进版本有指导的非循环的图的结构没被选择的优点随机、修理,并且根据到来的测试样品最佳能是适应的,因... 在这份报纸,我们与传统的 DAGSVM 为多班 classification.Compared 建议一台改进的指导的非循环的图支持向量机器( DAGSVM ),改进版本有指导的非循环的图的结构没被选择的优点随机、修理,并且根据到来的测试样品最佳能是适应的,因此,它有好归纳 performance.From 六数据集的实验,我们能看到 DAGSVM 的建议改进版本比 tr 展开更多
关键词 有向无环图 支持向量机 多类分类 泛化性能 随机和 自适应 数据集 准确率
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