检索结果-南通市图书馆

End-to-End Multiview Gesture Recognition for Autonomous Car Parking System

Instrumentation 2019年第3期6卷 76-92页

作者： Hassene Ben AMARA fakhri karray Centre for Pattern Analysis and Machine Intelligence(CPAMI) Electrical and Computer EngineeringThe University of Waterloo

The use of hand gestures can be the most intuitive human-machine interaction *** early approaches for hand gesture recognition used device-based *** methods use mechanical or optical sensors attached to a glove or markers,which hinder the natural human-machine *** the other hand,vision-based methods are less restrictive and allow for a more spontaneous communication without the need of an intermediary between human and ***,vision gesture recognition has been a popular area of research for the past thirty *** gesture recognition finds its application in many areas,particularly the automotive industry where advanced automotive human-machine interface(HMI)designers are using gesture recognition to improve driver and vehicle ***,technology advances go beyond active/passive safety and into convenience and *** this context,one of America’s big three automakers has partnered with the Centre of Pattern Analysis and Machine Intelligence(CPAMI)at the University of Waterloo to investigate expanding their product segment through machine learning to provide an increased driver convenience and comfort with the particular application of hand gesture recognition for autonomous car *** present paper leverages the state-of-the-art deep learning and optimization techniques to develop a vision-based multiview dynamic hand gesture recognizer for a self-parking *** propose a 3D-CNN gesture model architecture that we train on a publicly available hand gesture *** apply transfer learning methods to fine-tune the pre-trained gesture model on custom-made data,which significantly improves the proposed system performance in a real world *** adapt the architecture of end-to-end solution to expand the state-of-the-art video classifier from a single image as input(fed by monocular camera)to a Multiview 360 feed,offered by a six cameras ***,we optimize the proposed solution to work on a

关键词： Deep Learning Video Classification Dynamic Hand Gesture Recognition Multiview Embedded Platform Automotive Vehicle Self-Parking

来源：

维普期刊数据库

同方期刊数据库评论

在线全文

学校读者我要写书评

暂无评论

欢迎您,

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

在线全文

请选择保存的检索档案：

请选择收藏分类：

通借通还

欢迎您,

建议与咨询 留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

时间限定

文献类型

馆藏选择

核心期刊

语言

文献类型

帮助

文字说明：

检索规则说明：

检索范例：

分类表

所选分类

限定检索结果

文献类型

馆藏范围

日期分布

学科分类号

主题

机构

作者

语言

在线全文

请选择保存的检索档案： 新增检索档案 确定 取消

请选择收藏分类： 新增自定义分类 确定 取消

通借通还

建议与咨询留下您的常用邮箱和电话号码，以便我们向您反馈解决方案和替代方法

请选择保存的检索档案：

请选择收藏分类：