Title :
A very low bit rate speech coder based on a recognition/synthesis paradigm
Author :
Lee, Ki-Seung ; Cox, Richard V.
Author_Institution :
Shannon Labs., AT&T Labs.-Res., Florham Park, NJ, USA
fDate :
7/1/2001 12:00:00 AM
Abstract :
Previous studies have shown that a concatenative speech synthesis system with a large database produces more natural sounding speech. We apply this paradigm to the design of improved very low bit rate speech coders (sub 1000 b/s). The proposed speech coder consists of unit selection, prosody coding, prosody modification and waveform concatenation. The encoder selects the best unit sequence from a large database and compresses the prosody information. The transmitted parameters include unit indices and the prosody information. To increase naturalness as well as intelligibility, two costs are considered in the unit selection process: an acoustic target cost and a concatenation cost. A rate-distortion-based piecewise linear approximation is proposed to compress the pitch contour. The decoder concatenates the set of units, and then synthesizes the resultant sequence of speech frames using the harmonic+noise model (HNM) scheme. Before concatenating units, prosody modification which includes pitch shifting and gain modification is applied to match those of the input speech. With single speaker stimuli, a comparison category rating (CCR) test shows that the performance of the proposed coder is close to that of the 2400-b/s MELP coder at an average bit rate of about 800-b/s during talk spurts
Keywords :
approximation theory; harmonics; noise; piecewise linear techniques; rate distortion theory; speech coding; speech intelligibility; speech recognition; speech synthesis; vocoders; 2400 bit/s; MELP coder; acoustic target cost; bit rate; category rating test; coder performance; concatenation cost; concatenative speech synthesis system; decoder; gain modification; harmonic+noise model; input speech; large speech database; natural sounding speech; pitch contour compression; pitch shifting; prosody coding; prosody modification; rate-distortion-based piecewise linear approximation; recognition/synthesis paradigm; speech frame sequence; speech intelligibility; transmitted parameters; unit indices; unit selection; very low bit rate speech coder; waveform concatenation; Bit rate; Costs; Databases; Decoding; Laboratories; Piecewise linear approximation; Speech coding; Speech enhancement; Speech recognition; Speech synthesis;
Journal_Title :
Speech and Audio Processing, IEEE Transactions on