Subjective and objective experiments on the influence of speaker's gender on the unvoiced segments
This addresses a specific problem in speech processing by showing that unvoiced sounds are less gender-dependent, which could inform speaker recognition or synthesis systems, but it is incremental as it builds on existing gender and acoustic research.
The study investigated whether a speaker's gender influences the acoustics of unvoiced sounds by conducting subjective and objective experiments, finding that human listeners could not distinguish gender-swapped unvoiced segments and objective recognition performance degraded only slightly, indicating minimal gender influence.
Subjective and objective experiments are conducted to understand the extent to which a speaker's gender influences the acoustics of unvoiced (U) sounds. U segments of utterances are replaced by the corresponding segments of a speaker of opposite gender to prepare modified utterances. Humans are asked to judge if the modified utterance is spoken by one or two speakers. The experiments show that human subjects are unable to distinguish the modified from the original. Thus, listeners are able to identify the U segments irrespective of the gender, which may be based on some speaker-independent invariant acoustic cues. To test if this finding is purely a perceptual phenomenon, objective experiments are also conducted. Gender specific HMM based phoneme recognition systems are trained using the TIMIT training set and tested on (a) utterances spoken by the same gender (b) utterances spoken by the opposite gender and (c) the modified utterances of the test set. As expected, the performance is the highest for case (a) and the lowest for case (b). The performance degrades only slightly for case (c). This result shows that the speaker's gender does not as strongly influence the acoustics of U sounds as they do the voiced sounds.