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Columbia COMS W4706 - Speech Perception

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Slide 1Pitch PerceptionHow do we capture loudness/intensity?Perception of LoudnessHow do we capture….Slide 6Speech PerceptionCS470601/14/2019 2Pitch Perception•But do pitch trackers capture what humans perceive?•Auditory system’s perception of pitch is non-linear–Sounds at lower frequencies with same difference in absolute frequency sound more different than those at higher frequencies (male vs. female speech)–Bark scale (Zwicker) and other models of perceived difference01/14/2019 3How do we capture loudness/intensity?•Is one utterance louder than another?•Energy closely correlated experimentally with perceived loudness•For each window, square the amplitude values of the samples, take their mean, and take the root of that mean (RMS energy)–What size window?–Longer windows produce smoother amplitude traces but miss sudden acoustic events01/14/2019 4Perception of Loudness•But the relation is non-linear: sones or decibels (dB)–Differences in soft sounds more salient than loud–Intensity proportional to square of amplitude so…intensity of sound with pressure x vs. reference sound with pressure r = x2/r2–bel: base 10 log of ratio–decibel: 10 bels–dB = 10log10 (x2/r2) –Absolute (20 Pa, lowest audible pressure fluctuation of 1000 Hz tone), typical threshold level for tone at frequency01/14/2019 5How do we capture….•For utterances X and Y•Pitch contour: Same or different?•Pitch range: Is X larger than Y?•Duration: Is utterance X longer than utterance Y?•Speaker rate: Is the speaker of X speaking faster than the speaker of Y?•Voice


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Columbia COMS W4706 - Speech Perception

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