Title :
Objective evaluation of magnitude and phase only spectrum-based reconstruction of the Speech signal
Author :
Loveimi, Erfan ; Ahadi, Seyed Mohammad
Author_Institution :
Electr. Eng. Dept., Amirkabir Univ. of Technol., Tehran, Iran
Abstract :
The aim of this paper is to investigate the effects of window shape and its length on the quality of phase-only and magnitude-only reconstructed speech. Speech signal is reconstructed via Least Square Error Estimation (LSEE) and Overlap Add (OLA) methods from its magnitude-only and phase-only spectra. The effects of using Hamming and rectangular windows have been studied, too. To evaluate the quality of reconstructed speech, we employed three objective measures: Log Likelihood Ratio (LLR), Weighted Spectral Slope (WSS) and PESQ. Results show that in case of using Hamming window, phase-only reconstructed speech surpasses its magnitude-only counterpart in frames longer than 256 ms qualitatively. Rectangular window seems to be a better choice in comparison to Hamming window in case of phase-only signal reconstruction, while for magnitude-only reconstructed speech, Hamming window results in better quality and intelligibility. LSEE has better performance than OLA in case of magnitude-only speech reconstruction while OLA outperforms LSEE in case of phase-only speech reconstruction.
Keywords :
least squares approximations; mean square error methods; speech processing; least square error estimation; log likelihood ratio; magnitude spectrum; magnitude-only reconstructed speech; overlap add methods; phase only spectrum; phase-only reconstructed speech; speech signal reconstruction; weighted spectral slope; Performance evaluation; Process control; Shape control; Signal processing; Signal processing algorithms; Speech analysis; Speech coding; Speech processing; Speech recognition; Testing; Magnitude spectrum; objective evaluation; phase spectrum; speech reconstruction;
Conference_Titel :
Communications, Control and Signal Processing (ISCCSP), 2010 4th International Symposium on
Conference_Location :
Limassol
Print_ISBN :
978-1-4244-6285-8
DOI :
10.1109/ISCCSP.2010.5463311