System and method for unit selection text-to-speech using a modified Viterbi approach
View Patent ↗Disclosed herein are systems, methods, and non-transitory computer-readable storage media for speech synthesis. A system practicing the method receives a set of ordered lists of speech units, for each respective speech unit in each ordered list in the set of ordered lists, constructs a sublist of speech units from a next ordered list which are suitable for concatenation, performs a cost analysis of paths through the set of ordered lists of speech units based on the sublist of speech units for each respective speech unit, and synthesizes speech using a lowest cost path of speech units through the set of ordered lists based on the cost analysis. The ordered lists can be ordered based on the respective pitch of each speech unit. In one embodiment, speech units which do not have an assigned pitch can be assigned a pitch.
1. A system comprising:
a processor; and
a computer-readable storage device having instructions stored which, when executed on the processor, perform operations comprising:
receiving a set of ordered lists of speech units from a single speaker, wherein the set of ordered lists of speech units is ordered based on fundamental frequencies of the speech units;
constructing a sublist of speech unit pairs which are suitable for concatenation based on a respective pitch of each speech unit in the set of ordered lists of speech units, the sublist of speech unit pairs comprising pairs having a pitch difference below 10 hertz;
performing a cost analysis of paths through the set of ordered lists of speech units based on the sublist of speech unit pairs;
selecting speech units from the set of ordered lists of speech units based on the cost analysis;
concatenating the speech units, to yield concatenated speech units; and
synthesizing the concatenated speech units.
2. The system of claim 1 , wherein the set of ordered lists of speech units are further ordered by speech unit pitch.
3. The system of claim 2 , wherein speech unit pitch is a dominant one of multiple factors by which the lists of speech units are ordered.
4. The system of claim 1 , the computer-readable storage device has additional instructions stored which result in the operations further comprising assigning a pitch to units which do not have an assigned pitch.
5. The system of claim 1 , wherein the computer-readable storage device has additional instructions stored which result in the operations dynamically adjusting a threshold value which determines suitability for concatenation.
6. A method comprising:
receiving a set of ordered lists of speech units from a single speaker, wherein the set of ordered lists of speech units is based on fundamental frequencies of the speech units;
constructing a sublist of speech unit pairs which are suitable for concatenation based on a respective pitch of each speech unit in the set of ordered lists of speech units, the sublist of speech unit pairs comprising pairs having a pitch difference below 10 hertz;
performing, via a processor, a cost analysis of paths through the set of ordered lists of speech units based on the sublist of speech unit pairs;
selecting speech units from the set of ordered lists of speech units based on the cost analysis;
concatenating the speech units, to yield concatenated speech units; and
synthesizing the concatenated speech units.
7. The method of claim 6 , the method further comprising generating two ordered lists of speech units based on the respective pitch of each speech unit.
8. The method of claim 7 , wherein the respective pitch is a dominant one of multiple factors by which the lists of speech units are ordered.
9. The method of claim 6 , further comprising assigning a pitch to units which do not have an assigned pitch.
10. The method of claim 6 , further comprising dynamically adjusting a threshold value which determines suitability for concatenation.
11. A computer-readable storage device having instructions stored which, when executed by a computing device, cause the computing device to perform operations comprising:
receiving a set of ordered lists of speech units from a single speaker, wherein the set of ordered lists of speech units is based on fundamental frequencies of the speech units;
constructing a sublist of speech unit pairs which are suitable for concatenation based on a respective pitch of each speech unit in the set of ordered lists of speech units, the sublist of speech unit pairs comprising pairs having a pitch difference below 10 hertz;
performing a cost analysis of paths through the set of ordered lists of speech units based on the sublist of speech unit pairs;
selecting speech units from the set of ordered lists of speech units based on the cost analysis;
concatenating the speech units, to yield concatenated speech units; and
synthesizing the concatenated speech units.
12. The computer-readable storage device of claim 11 , wherein the set of ordered lists of speech units are further ordered by speech unit pitch.
13. The computer-readable storage device of claim 12 , wherein speech unit pitch is a dominant one of multiple factors by which the lists of speech units are ordered.
14. The computer-readable storage device of claim 11 , the computer-readable storage device having additional instructions stored which result in the operations further comprising assigning a pitch to units which do not have an assigned pitch.
15. The computer-readable storage device of claim 11 , the computer-readable storage device having additional instructions stored which result in the operations further comprising dynamically adjusting a threshold value which determines suitability for concatenation.