Comparison of speaker verification performance for adult and child speech
Comparison of speaker verification performance for adult and child speech
复制标题
成人和儿童语音的说话人验证性能比较
DOI:
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发表时间:
2014
期刊:
影响因子:
--
通讯作者:
P. Jančovič
中科院分区:
文献类型:
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作者:
Saeid Safavi;M. Najafian;Abualsoud Hanani;M. Russell;P. Jančovič
Although speaker verification is an established area of speech technology, previous studies have been restricted to adult speech. This paper investigates speaker verification for children’s speech, using the PF-STAR children’s speech corpus. A contemporary GMM-based speaker verification system, using MFCC features and maximum score normalization, is applied to adult and child speech at various bandwidths using comparable test and training material. The results show that the Equal Error Rate (EER) for child speech is almost four times greater than that for adults. A study of the effect of bandwidth on EER shows that for adult speaker verification, the spectrum can be conveniently partitioned into three frequency bands: up to 3.5-4kHz, which contains individual differences in the part of the spectrum due to primary vocal tract resonances, the region between 4kHz and 6kHz, which contains further speaker-specific information and gives a significant reduction in EER, and the region above 6kHz. These finding are consistent with previous research. For young children’s speech a similar pattern emerges, but with each region shifted to higher frequency values.
DOI:
10.1121/1.398741
发表时间:
1989
期刊:
The Journal of the Acoustical Society of America
影响因子:
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作者:
Nittrouer,S;Whalen,DH
通讯作者:
Whalen,DH