Verifying Human Users in Speech-Based Interactions

被引:0
|
作者
Shirali-Shahreza, Sajad [1 ]
Ganjali, Yashar [1 ]
Balakrishnan, Ravin [1 ]
机构
[1] Univ Toronto, Dept Comp Sci, Toronto, ON M5S 1A1, Canada
关键词
Accessibility; CAPTCHA; Speech Recognition; Speech Synthesis; VERIFICATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Verifying that a live human is interacting with an automated speech based system is needed in some applications such as biometric authentication. In this paper, we present a method to verify that the user is human. Simply stated, our method asks the user to repeat a sentence. The reply is analyzed to verify that it is the requested sentence and said by a human, not a speech synthesis system. Our method is taking advantage of both speech synthesizer and speech recognizer limitations to detect computer programs, which is new, and potentially more accessible, way to develop CAPTCHA systems. Using an acoustic model trained on voices of over 1000 users, our system can verify the user's answer with 98% accuracy and with 80% success in distinguishing humans from computers.
引用
收藏
页码:1596 / 1599
页数:4
相关论文
共 50 条
  • [31] PRESENCE: A human-inspired architecture for speech-based human-machine interaction
    Moore, Roger K.
    IEEE TRANSACTIONS ON COMPUTERS, 2007, 56 (09) : 1176 - 1188
  • [32] Evaluating speech-based question-answer interactions for elder-care services
    Takagi, H.
    Ohno, M.
    Kobayashi, M.
    Nakada, T.
    IBM JOURNAL OF RESEARCH AND DEVELOPMENT, 2018, 62 (01)
  • [33] Multi-party Interactions by Quizmaster Robot in Speech-based Jeopardy! like Games
    Nishimuta, Izaya
    Itoyama, Katsutoshi
    Yoshii, Kazuyoshi
    Okuno, Hiroshi G.
    PROCEEDINGS 2017 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND COMPUTATIONAL INTELLIGENCE (CSCI), 2017, : 1787 - 1792
  • [35] Speech-based interaction with in-vehicle computers: The effect of speech-based e-mail on drivers' attention to the roadway
    Lee, JD
    Caven, B
    Haake, S
    Brown, TL
    HUMAN FACTORS, 2001, 43 (04) : 631 - 640
  • [36] Intelligent Speech-Based Interactive Communication Between Mobile Cranes and Their Human Operators
    Majewski, Maciej
    Kacalak, Wojciech
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2016, PT II, 2016, 9887 : 523 - 530
  • [37] Modelling the effects of constraint upon speech-based human-computer interaction
    Univ of Nottingham, Nottingham, United Kingdom
    Int J Hum Comput Stud, 1 (85-107):
  • [38] Modelling the effects of constraint upon speech-based human-computer interaction
    Hone, KS
    Baber, C
    INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 1999, 50 (01) : 85 - 107
  • [39] Speaker normalisation for speech-based emotion detection
    Sethu, Vidhyasaharan
    Ambikairajah, Eliathainby
    Epps, Julien
    PROCEEDINGS OF THE 2007 15TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, 2007, : 611 - +
  • [40] VOICE: a framework for speech-based mobile systems
    Sharp, Adam
    Kurkovsky, Stan
    21ST INTERNATIONAL CONFERENCE ON ADVANCED NETWORKING AND APPLICATIONS WORKSHOPS/SYMPOSIA, VOL 2, PROCEEDINGS, 2007, : 38 - +