Robust digit recognition using phase-dependent time-frequency masking

Guangji Shi, P. Aarabi
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引用次数: 21

Abstract

A technique using the time-frequency phase information of two microphones is proposed to estimate an ideal time-frequency mask using time-delay-of-arrival (TDOA) of the signal of interest. At a signal-to-noise ratio (SNR) of 0 dB, the proposed technique using two microphones achieves a digit recognition rate (average over 5 speakers, each speaking 20-30 digits) of 71%. In contrast, delay-and-sum beamforming only achieves a 40% recognition rate with two microphones and 60% with four microphones. Superdirective beamforming achieves a 44% recognition rate with two microphones and 65% with four microphones.
使用相位相关时频掩蔽的鲁棒数字识别
提出了一种利用两个传声器的时频相位信息,利用目标信号的到达延时(TDOA)估计理想时频掩模的方法。在0 dB的信噪比(SNR)下,使用两个麦克风的技术实现了71%的数字识别率(平均超过5个扬声器,每个扬声器讲20-30个数字)。相比之下,延迟和波束形成在两个麦克风时只能达到40%的识别率,在四个麦克风时只能达到60%的识别率。超指令波束成形在两个麦克风和四个麦克风下的识别率分别为44%和65%。
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