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Deep-learning-based reading eye-movement analysis for aiding biometric recognition

机译:基于深度学习的读取眼运动分析,辅助生物识别识别

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摘要

Eye-movement recognition is a new type of biometric recognition technology. Without considering the characteristics of the stimuli, the existing eye-movement recognition technology is based on eye movement trajectory similarity measurements and uses more eye-movement features. Related studies on reading psychology have shown that when reading text, human eye-movements are different between individuals yet stable for a given individual. This paper proposes a type of technology for aiding biometric recognition based on reading eye-movement. By introducing a deep-learning framework, a computational model for reading eye-movement recognition (REMR) was constructed. The model takes the text, fixation, and text-based linguistic feature sequences as inputs and identifies a human subject by measuring the similarity distance between the predicted fixation sequence and the actual one (to be identified). The experimental results show that the fixation sequence similarity recognition algorithm obtained an equal error rate of 19.4% on the test set, and the model obtained an 86.5% Rank-1 recognition rate on the test set.(c)& nbsp;2020 Elsevier B.V. All rights reserved.
机译:眼球运动识别是一种新型的生物识别技术。在不考虑刺激的特征,现有的眼球运动识别技术基于眼睛运动轨迹相似度测量并使用更多的眼球运动特征。有关阅读心理学的相关研究表明,当阅读文本时,人类的眼睛运动与给定的个人稳定的人之间的不同。本文提出了一种基于阅读眼球运动的生物识别识别的一种技术。通过引入深度学习框架,构建了用于阅读眼球运动识别(REMR)的计算模型。该模型采用基于文本,固定和基于文本的语言特征序列作为输入,并通过测量预测的固定序列和实际彼此之间的相似距离来识别人类对象(待识别)。实验结果表明,固定序列相似性识别算法在测试集上获得了19.4%的相等误差率,并且该模型在测试集上获得了86.5%的秩1识别率。(c)  2020 elestvier bv版权所有。

著录项

  • 来源
    《Neurocomputing》 |2021年第15期|390-398|共9页
  • 作者单位

    Northwestern Polytech Univ Sch Comp Sci Natl Engn Lab Integrated Aerosp Ground Ocean Big Xian 710072 Peoples R China;

    Northwestern Polytech Univ Sch Comp Sci Natl Engn Lab Integrated Aerosp Ground Ocean Big Xian 710072 Peoples R China;

    Northwestern Polytech Univ Sch Comp Sci Natl Engn Lab Integrated Aerosp Ground Ocean Big Xian 710072 Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Eye tracking; Eye-movement model; Deep-learning; Biometrics; Identity authentication; Reading eye-movement;

    机译:眼追踪;眼球运动模型;深学习;生物识别;身份认证;阅读眼球;

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