English Speech Recognition System on Chip

被引:0
|
作者
刘鸿 [1 ]
钱彦旻 [1 ]
刘加 [1 ]
机构
[1] Tsinghua National Laboratory for Information Science and Technology,Department of Electronic Engineering,Tsinghua University
基金
中国国家自然科学基金;
关键词
non-specific human voice-consciousness; system-on-chip; mel-frequency cepstral coefficients(MFCC);
D O I
暂无
中图分类号
TN912.34 [语音识别与设备];
学科分类号
0711 ;
摘要
An English speech recognition system was implemented on a chip,called speech system-on-chip (SoC).The SoC included an application specific integrated circuit with a vector accelerator to improve performance.The sub-word model based on a continuous density hidden Markov model recognition algorithm ran on a very cheap speech chip.The algorithm was a two-stage fixed-width beam-search baseline system with a variable beam-width pruning strategy and a frame-synchronous word-level pruning strategy to significantly reduce the recognition time.Tests show that this method reduces the recognition time nearly 6 fold and the memory size nearly 2 fold compared to the original system,with less than 1% accuracy degradation for a 600 word recognition task and recognition accuracy rate of about 98%.
引用
收藏
页码:95 / 99
页数:5
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