Chinese Connected Word Speech Recognition Based on Derivative Dynamic Time Warping

被引:2
|
作者
He, Zhiguo [1 ]
Liu, Zemin [1 ]
机构
[1] Panzhihua Univ, Sch Comp Sci, Panzhihua 617000, Sichuan, Peoples R China
关键词
Dynamic Time Warping; Derivative Dynamic Time Warping; Chinese Connected Word; Speech Recognition;
D O I
10.4028/www.scientific.net/AMR.542-543.1324
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The algorithm of derivative dynamic time warping (DDTW) can overcome the shortcoming of dynamic time warping (DTW) and the computational complexity has not increased. In this paper, the algorithm of DDTW was applied to Chinese connected word speech recognition. For each isolated word, as an independent reference template and as basic recognition unit, there was an independent reference template to correspond; the matching between some word of the test string and a reference template was done by the DDTW, and the reference string which had the minimum cumulative distance was as output. The experimental results show that our method is obviously superior to all the methods based on DTW, and the recognition rate has reached 90%.
引用
收藏
页码:1324 / 1329
页数:6
相关论文
共 50 条
  • [1] ON THE USE OF DYNAMIC TIME WARPING FOR WORD SPOTTING AND CONNECTED WORD RECOGNITION
    MYERS, CS
    RABINER, LR
    ROSENBERG, AE
    BELL SYSTEM TECHNICAL JOURNAL, 1981, 60 (03): : 303 - 325
  • [2] A LEVEL BUILDING DYNAMIC TIME WARPING ALGORITHM FOR CONNECTED WORD RECOGNITION
    MYERS, CS
    RABINER, LR
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1981, 29 (02): : 284 - 297
  • [3] Speech Recognition Using Dynamic Time Warping
    Amin, Talal Bin
    Mahmood, Iftekhar
    ICAST 2008: PROCEEDINGS OF 2ND INTERNATIONAL CONFERENCE ON ADVANCES IN SPACE TECHNOLOGIES, 2008, : 72 - 77
  • [4] APPLICATION OF DYNAMIC TIME WARPING TO CONNECTED DIGIT RECOGNITION
    RABINER, LR
    SCHMIDT, CE
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1980, 28 (04): : 377 - 388
  • [5] Dynamic Time Warping Based Speech Recognition for Isolated Sinhala Words
    Priyadarshani, P. G. N.
    Dias, N. G. J.
    Punchihewa, Amal
    2012 IEEE 55TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2012, : 892 - 895
  • [6] Isolated Word Recognition using Dynamic Time Warping
    Kaleka, Jagdev Singh
    RECENT ADVANCES IN CIRCUITS, SYSTEMS AND SIGNALS, 2010, : 293 - +
  • [7] Chinese Calligraphy Word Spotting Using Elastic HOG Feature and Derivative Dynamic Time Warping
    Yong Xia
    Zhi-Bo Yang
    Kuan-Quan Wang
    Journal of Harbin Institute of Technology(New series), 2014, (02) : 21 - 27
  • [8] Chinese Calligraphy Word Spotting Using Elastic HOG Feature and Derivative Dynamic Time Warping
    Yong Xia
    Zhi-Bo Yang
    Kuan-Quan Wang
    Journal of Harbin Institute of Technology, 2014, 21 (02) : 21 - 27
  • [9] Chinese calligraphy word spotting using elastic HOG feature and derivative dynamic time warping
    Xia, Yong
    Yang, Zhi-Bo
    Wang, Kuan-Quan
    Journal of Harbin Institute of Technology (New Series), 2014, 21 (02) : 21 - 27
  • [10] Speech recognition using Dynamic Time Warping (DTW)
    Permanasari, Yurika
    Harahap, Erwin H.
    Ali, Erwin Prayoga
    2ND INTERNATIONAL CONFERENCE ON APPLIED & INDUSTRIAL MATHEMATICS AND STATISTICS, 2019, 1366