Arabic speaker recognition system based on phoneme fusion

被引:0
|
作者
Awais Mahmood
机构
[1] King Saud University (Al-Muzahmiyya Campus),College of Applied Computer Science
来源
关键词
Arabic speaker recognition; Consonants; MA-MDLA; Shortest utterance; Phonemes; Vowels;
D O I
暂无
中图分类号
学科分类号
摘要
With the increasing number and popularity of smart devices in the past few decades, especially those that execute different types of health-related applications, their security is a growing concern. Biometric authentication can be used for device security, and speaker recognition (SR) is one of its elegant forms. In this study, an SR system is developed for the security of smart devices, which identifies a person from the shortest utterance of Arabic language, achieving the highest SR rate, by using the benchmark Linguistic Data Consortium (LDC) Arabic dataset. This study focuses on the use of the consonants and vowels of the Arabic language. It is observed that certain consonants or a fusion of certain consonants in Arabic language helps to ascertain the speaker’s identity efficiently. The shortest utterance that better presents the speaker’s identity by using such consonants is revealed. The system was analyzed by using different numbers of consonants and achieved the maximum (100%) SR rate using a fusion of only three consonants of the Arabic language. These consonants or their combinations can be used to develop text for any speaker-based authentication system.
引用
收藏
页码:15043 / 15060
页数:17
相关论文
共 50 条
  • [1] Arabic speaker recognition system based on phoneme fusion
    Mahmood, Awais
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (05) : 15043 - 15060
  • [2] Speaker independent speech recognition system based on phoneme identification
    Maheswari, N. Uma
    Kabilan, A. P.
    Venkatesh, R.
    ICCN: 2008 INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND NETWORKING, 2008, : 585 - +
  • [3] Speaker recognition based on Arabic phonemes
    Alsulaiman, Mansour
    Mahmood, Awais
    Muhammad, Ghulam
    SPEECH COMMUNICATION, 2017, 86 : 42 - 51
  • [4] A hybrid multi-layered speaker independent arabic phoneme identification system
    Awais, MM
    Masud, S
    Shamail, S
    Akhtar, J
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING IDEAL 2004, PROCEEDINGS, 2004, 3177 : 416 - 423
  • [5] Phoneme Based Speaker-Independent English Command Recognition
    贲俊
    万旺根
    余小清
    Advances in Manufacturing, 2003, (02) : 163 - 167
  • [6] Speaker independent phoneme recognition based on Fisher weight map
    Muroi, Takashi
    Takiguchi, Tetsuya
    Ariki, Yasuo
    MUE: 2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND UBIQUITOUS ENGINEERING, PROCEEDINGS, 2008, : 253 - 257
  • [7] Is phoneme length and phoneme energy useful In automatic speaker recognition?
    Igras, Magdalena
    Ziolko, Bartosz
    Ziolko, Mariusz
    2014 XXII ANNUAL PACIFIC VOICE CONFERENCE (PVC), 2014,
  • [8] ArabCeleb: Speaker Recognition in Arabic
    Bianco, Simone
    Celona, Luigi
    Khalifa, Intissar
    Napoletano, Paolo
    Petrovsky, Alexey
    Piccoli, Flavio
    Schettini, Raimondo
    Shanin, Ivan
    AIXIA 2021 - ADVANCES IN ARTIFICIAL INTELLIGENCE, 2022, 13196 : 338 - 347
  • [9] Speaker independent emotion recognition based on SVM/HMMs fusion system
    Fu, Liqin
    Mao, Xia
    Chen, Lijiang
    2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, : 61 - 65
  • [10] Attacking Speaker Recognition Systems with Phoneme Morphing
    Turner, Henry
    Lovisotto, Giulio
    Martinovic, Ivan
    COMPUTER SECURITY - ESORICS 2019, PT I, 2019, 11735 : 471 - 492