Objective assessment of cleft lip and palate speech intelligibility using articulation and hypernasality measures

被引:6
|
作者
Kalita, Sishir [1 ]
Girish, K. S. [2 ]
Pushpavathi, M. [2 ]
Prasanna, S. R. Mahadeva [1 ,3 ]
Dandapat, S. [1 ]
机构
[1] Indian Inst Technol Guwahati, Dept Elect & Elect Engn, Gauhati 781039, Assam, India
[2] All India Inst Speech & Hearing, Dept Elect, Mysuru 570006, Karnataka, India
[3] Indian Inst Technol Dharwad, Dept Elect Engn, Dharwad 580011, Karnataka, India
来源
关键词
AUTOMATIC EVALUATION; SINGLE-WORD; CHILDREN; QUANTIFICATION; CLASSIFICATION; INDIVIDUALS; TRANSITIONS; RECOGNITION; SPEAKERS; VOWEL;
D O I
10.1121/1.5121310
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Assessment of intelligibility is required to characterize the overall speech production capability and to measure the speech outcome of different interventions for individuals with cleft lip and palate (CLP). Researchers have found that articulation error and hypernasality have a significant effect on the degradation of CLP speech intelligibility. Motivated by this finding, the present work proposes an objective measure of sentence-level intelligibility by combining the information of articulation deficits and hypernasality. These two speech disorders represent different aspects of CLP speech. Hence, it is expected that the composite measure based on them may utilize complementary clinical information. The objective scores of articulation and hypernasality are used as features to train a regression model, and the output of the model is considered as the predicted intelligibility score. The Spearman's correlation coefficient based analysis shows a significant correlation between the predicted and perceptual intelligibility scores (rho=0.77, p<0.001).
引用
收藏
页码:1164 / 1175
页数:12
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