Crossmodal Error Correction of Continuous Handwriting Recognition by Speech

被引:0
|
作者
Ao, Xiang [1 ]
Wang, Xugang [1 ]
Tian, Feng [1 ]
Dai, Guozhong [1 ]
Wang, Hongan [1 ]
机构
[1] Chinese Acad Sci, Inst Software, Intelligence Engn Lab, Beijing, Peoples R China
关键词
Error correction; multimodal fusion; handwriting recognition; speech; phoneme; weighted phoneme;
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
In recognition-based user interface, users' satisfaction is determined not only by recognition accuracy but also by effort to correct recognition errors. In this paper, we introduce a crossmodal error correction technique, Which allows users to correct errors of Chinese handwriting recognition by speech. The focus of the paper is a multimodal fusion algorithm supporting the crossmodal error correction. By fusing handwriting and speech recognition, the algorithm can correct errors in both character extraction and recognition of handwriting. The experimental result indicates that the algorithm is effective and efficient. Moreover, the evaluation also shows the correction technique can help users to correct errors in handwriting recognition more efficiently than the other two error correction techniques.
引用
收藏
页码:243 / 250
页数:8
相关论文
共 50 条
  • [31] THEORETICAL AND SIMULATION APPROACHES TO ERROR-CORRECTION STRATEGIES IN AUTOMATIC SPEECH RECOGNITION
    AINSWORTH, WA
    INTERNATIONAL JOURNAL OF MAN-MACHINE STUDIES, 1993, 39 (03): : 517 - 520
  • [32] Combining Speech and Handwriting Modalities for Mathematical Expression Recognition
    Medjkoune, Sofiane
    Mouchere, Harold
    Petitrenaud, Simon
    Viard-Gaudin, Christian
    IEEE TRANSACTIONS ON HUMAN-MACHINE SYSTEMS, 2017, 47 (02) : 259 - 272
  • [33] SPEECH ERROR RECOGNITION ABILITY
    OYER, HJ
    JOURNAL OF SPEECH AND HEARING DISORDERS, 1959, 24 (04): : 391 - 394
  • [34] Minimum classification error training for online handwriting recognition
    Biem, A
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2006, 28 (07) : 1041 - 1051
  • [35] Error detection and correction for speech recognition using airport layout information: Concept and evaluation
    Theunissen, E.
    Roefs, F. D.
    Moncur, Brian
    Jinkins, R. D.
    2006 IEEE/AIAA 25TH DIGITAL AVIONICS SYSTEMS CONFERENCE, VOLS 1- 3, 2006, : 511 - 521
  • [36] Continuous quantum error correction
    Sarovar, M
    Milburn, GJ
    FLUCTUATIONS AND NOISE IN PHOTONICS AND QUANTUM OPTICS III, 2005, 5846 : 158 - 166
  • [37] Influence of Emotional Speech on Continuous Speech Recognition
    Zgank, Andrej
    Maucec, Mirjam Sepesy
    13TH INTERNATIONAL CONFERENCE ON ELEKTRO (ELEKTRO 2020), 2020,
  • [38] Continuous quantum error correction
    Sarovar, M
    Milburn, GJ
    QUANTUM COMMUNICATION, MEASUREMENT AND COMPUTING, 2004, 734 : 121 - 126
  • [39] PRACTICAL AND CONTINUOUS SPEECH RECOGNITION
    ROSS, S
    MACALLISTER, J
    COMPUTER DESIGN, 1984, 23 (07): : 69 - &
  • [40] COMPUTER RECOGNITION OF CONTINUOUS SPEECH
    PURVES, RB
    STRONG, WJ
    ACUSTICA, 1976, 35 (02): : 111 - 121