Estimating number of speakers by the modulation characteristics of speech
Takayuki Arai · 2003 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). · 2003
A method for estimating number of speakers of mixed speech signals was proposed. The algorithm was based on the modulation characteristics of speech, specifically that a single speech utterance typically has a distinct modulation pattern with a peak around 4-5 Hz. Having observed that the modulation peak decreases as number of speakers increases, our estimation algorithm used the region of the modulation frequency between 2 and 8 Hz. We obtained a novel parameter we called "equivalent number of speakers" to estimate the number of simultaneous speakers when speech signals contain multiple speakers.