TY - JOUR
T1 - Griffin-lim like phase recovery via alternating direction method of multipliers
AU - Masuyama, Yoshiki
AU - Yatabe, Kohei
AU - Oikawa, Yasuhiro
N1 - Publisher Copyright:
© 1994-2012 IEEE.
PY - 2019/1
Y1 - 2019/1
N2 - Recovering a signal from its amplitude spectrogram, or phase recovery, exhibits many applications in acoustic signal processing. When only an amplitude spectrogram is available and no explicit information is given for the phases, the Griffin-Lim algorithm (GLA) is one of the most utilized methods for phase recovery. However, GLA often requires many iterations and results in low perceptual quality in some cases. In this letter, we propose two novel algorithms based on GLA and the alternating direction method of multipliers (ADMM) for better recovery with fewer iteration. Some interpretation of the existing methods and their relation to the proposed method are also provided. Evaluations are performed with both objective measure and subjective test.
AB - Recovering a signal from its amplitude spectrogram, or phase recovery, exhibits many applications in acoustic signal processing. When only an amplitude spectrogram is available and no explicit information is given for the phases, the Griffin-Lim algorithm (GLA) is one of the most utilized methods for phase recovery. However, GLA often requires many iterations and results in low perceptual quality in some cases. In this letter, we propose two novel algorithms based on GLA and the alternating direction method of multipliers (ADMM) for better recovery with fewer iteration. Some interpretation of the existing methods and their relation to the proposed method are also provided. Evaluations are performed with both objective measure and subjective test.
KW - Non-convex optimization
KW - STFT-based speech synthesis
KW - phaseless spectrogram inversion
KW - short-time Fourier transform (STFT)
KW - spectrogram consistency
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U2 - 10.1109/LSP.2018.2884026
DO - 10.1109/LSP.2018.2884026
M3 - Article
AN - SCOPUS:85057817758
SN - 1070-9908
VL - 26
SP - 184
EP - 188
JO - IEEE Signal Processing Letters
JF - IEEE Signal Processing Letters
IS - 1
M1 - 8552369
ER -