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What is PLP? Compare the procedure to calculate MFCC to PLP
written 6.1 years ago by | • modified 6.0 years ago |
Subject: Speech Processing
Topic: Homomorphic Speech Processing
Difficulty: High
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written 6.1 years ago by | • modified 6.0 years ago |
Subject: Speech Processing
Topic: Homomorphic Speech Processing
Difficulty: High
written 6.0 years ago by |
(i) Estimation of power spectrum: For analysis window. Here, the signal is passed through a Hamming window and the squared magnitude of FFT is taken as window.
(ii) Critical Band Analysis power spectrum is integrated within the critical band filter response.
(iii) Equal loudness pre-emphasis compensate for the non-equal perception of loudness at different frequencies.
(iv) Intensity loudness conversion log taken before integration. This compress the power spectrum.
(v) Auto-regressive model is used to smooth the spectrum.
Sr. | MFCC | PLP |
---|---|---|
1. | Calculates power spectrum | Calculates power spectrum |
2. | Integration of power spectrum using Mel filter bank | Integration of power spectrum using Bark scale filter bank |
3. | Pre-emphasis done before spectral analysis | Pre-emphasis is done using equal loudness pre-emphasis curve |
4. | Log is taken before integration for spectral compression | Cube root of power spectrum is taken |
5. | Take IDFT, get cepstral coefficients | Take IDFT, get auto-correlation |
6. | Spectral smoothing using cepstral transaction | Auto-regressive model is used to smooth the spectrum |
7. | No such option is present | Coefficients converted to cepstral coefficient optionally |
8. | Lifting is done to reduce variances of cepstral coefficients | Lifting is done to reduce variances of cepstral coefficients |