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Eye Movement Identification Based on Accumulated Time Feature

机译:基于累积时间特征的眼动识别

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摘要

Eye movement is a new kind of feature for biomedical recognition, it has many advantages compared with other features such as fingerprint, face, and iris. It is not only a sort of static characteristics, but also a combination of brain activity and muscle behavior, which makes it effective to prevent spoofing attack. In addition, eye movements can be incorporated with faces, iris and other features recorded from the face region into multimode systems. In this paper, we do an exploring study on eye movement identification based on the eye movement datasets provided by Komogortsev et al. in 2011 with different classification methods. The time of saccade and fixation are extracted from the eye movement data as the eye movement features. Furthermore, the performance analysis was conducted on different classification methods such as the BP, RBF, ELMAN and SVM in order to provide a reference to the future research in this field.
机译:眼球运动是一种生物医学识别的新功能,与其他特征(例如指纹,面部和虹膜)相比,它具有许多优势。它不仅是一种静态特征,而且是大脑活动和肌肉行为的结合,这使其有效地防止了欺骗攻击。此外,可以将眼睛运动与从面部区域记录到多模式系统中的面部,虹膜和其他特征结合在一起。在本文中,我们基于Komogortsev等人提供的眼动数据对眼动识别进行了探索性研究。 2011年采用了不同的分类方法。从眼动数据中提取扫视和注视时间作为眼动特征。此外,针对不同的分类方法(例如BP,RBF,ELMAN和SVM)进行了性能分析,以便为该领域的未来研究提供参考。

著录项

  • 来源
    《Pattern recognition》|2017年|1044303.1-1044303.6|共6页
  • 会议地点 Singapore(SG)
  • 作者单位

    School of Information Science and Engineering, Shandong University, Jinan, China;

    School of Information Science and Engineering, Shandong University, Jinan, China;

    School of Information Science and Engineering, Shandong Normal University, Jinan, China,Institute of Data Science and Technology, Shandong Normal University, Jinan, China;

    School of Computer Science and Technology, Shandong University of Finance and Economics, Jinan, China;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Eye Movement; Biometrics Identification; Data Classification; Eye Saccade; Eye Fixation;

    机译:眼动生物特征识别;数据分类;眼球扫视;眼睛固定;

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