Sentence lipreading using hidden Markov model with integrated grammar

被引:1
作者
Yu, K [1 ]
Jiang, XY [1 ]
Bunke, H [1 ]
机构
[1] Univ Bern, Dept Comp Sci, CH-3012 Bern, Switzerland
关键词
lip reading; sentence; grammar; HMM;
D O I
10.1142/S0218001401000770
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we describe a systematic approach to the lipreading of whole sentences. A vocabulary of elementary words is considered. Based on the vocabulary, we define a grammar that generates a set of legal sentences. Our lipreading approach is based on a combination of the grammar with hidden Markov models (HMMs). Two different experiments were conducted. In the first experiment a set of e-mail commands is considered, while the set of sentences in the second experiment is given by all English integer numbers up to one million. Both experiments showed promising results, regarding the difficulty of the considered task.
引用
收藏
页码:161 / 176
页数:16
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