PLP$^2$: Autoregressive modeling of auditory-like 2-D spectro-temporal patterns
| Type of publication: | Idiap-RR |
| Citation: | marios-rr-04-60 |
| Number: | Idiap-RR-60-2004 |
| Year: | 2004 |
| Institution: | IDIAP |
| Note: | Accepted for publication in the Workshop on Statistical and Perceptual Audio Processing (SAPA) 2004 |
| Abstract: | The temporal trajectories of the spectral energy in auditory critical bands over 250~ms segments are approximated by an all-pole model, the time-domain dual of conventional linear prediction. This quarter-second auditory spectro-temporal pattern is further smoothed by iterative alternation of spectral and temporal all-pole modeling. Just as Perceptual Linear Prediction (PLP) uses an autoregressive model in the frequency domain to estimate peaks in an auditory-like short-term spectral slice, PLP$^2$ uses all-pole modeling in both time and frequency domains to estimate peaks of a two-dimensional spectro-temporal pattern, motivated by considerations of the auditory system. |
| Userfields: | ipdmembership={speech}, |
| Keywords: | |
| Projects: |
Idiap |
| Authors: | |
| Crossref by |
marios-rr-04-60b |
| Added by: | [UNK] |
| Total mark: | 0 |
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