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arXiv 2102.01405cs.HCcs.CV
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与移动设备的儿童计算机交互:最近的作品,新的数据集和年龄检测

Child-Computer Interaction with Mobile Devices: Recent Works, New Dataset, and Age Detection

Universidad Autonoma de Madrid(马德里自治大学);Hospital Universitario Infanta Leonor(莱昂诺尔公主大学医院)

Ruben Tolosana, Juan Carlos Ruiz-Garcia, Ruben Vera-Rodriguez, Jaime Herreros-Rodriguez, Sergio Romero-Tapiador, Aythami Morales, Julian Fierrez

摘要:

本文概述了最近的研究在儿童计算机与移动设备的交互,并描述了我们的框架ChildCI打算:i)克服了该领域缺乏大规模公开数据库的问题,ii)随着时间的推移,对儿童的认知和神经运动发育有了更好的理解,这与文献中大多数以前的研究集中在单次习得上相反,以及iii)通过获取诸如学校成绩和儿童疾病等额外信息,实现电子学习和电子健康的新应用。我们的框架包括一个新的移动应用程序,特定的数据采集协议,以及ChildCI数据集(ChildCIdb v1)的首次发布,计划每年扩展一次,以实现纵向研究。在我们的框架中,儿童使用手写笔和手指与平板设备进行交互,执行不同的任务,需要不同水平的神经运动和认知技能。ChildCIdb是文献中第一个包含400多名18个月至8岁儿童的数据库,因此考虑到皮亚杰理论的前三个发展阶段。此外,作为一个潜在的ChildCI框架的演示,我们包括实验结果的ChildCIdb启用的许多应用程序之一:基于设备交互的儿童年龄检测。

英文摘要:

This article provides an overview of recent research in Child-Computer Interaction with mobile devices and describe our framework ChildCI intended for: i) overcoming the lack of large-scale publicly available databases in the area, ii) generating a better understanding of the cognitive and neuromotor development of children along time, contrary to most previous studies in the literature focused on a single-session acquisition, and iii) enabling new applications in e-Learning and e-Health through the acquisition of additional information such as the school grades and children's disorders, among others. Our framework includes a new mobile application, specific data acquisition protocols, and a first release of the ChildCI dataset (ChildCIdb v1), which is planned to be extended yearly to enable longitudinal studies. In our framework children interact with a tablet device, using both a pen stylus and the finger, performing different tasks that require different levels of neuromotor and cognitive skills. ChildCIdb is the first database in the literature that comprises more than 400 children from 18 months to 8 years old, considering therefore the first three development stages of the Piaget's theory. In addition, and as a demonstration of the potential of the ChildCI framework, we include experimental results for one of the many applications enabled by ChildCIdb: children age detection based on device interaction.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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