System and method for personalization in speech recogniton
Systems, methods, and computer-readable storage devices are for identifying a user profile for speech recognition. The user profile is selected from one of several user profiles which are all associated with a speaker, and can be selected based on the identity of the speaker, the location of the speaker, the device the speaker is using, or other relevant parameters. Such parameters can be hierarchical, having multiple layers, and can also be dependent or independent from one another. Using the parameters identified, the user profile is selected and used to recognize speech.
1. A method comprising:
identifying a speaker providing speech;
identifying a microphone type of a microphone receiving the speech;
selecting a user profile from a plurality of user profiles based on the microphone type and a current location of the speaker, wherein each user profile in the plurality of user profiles is associated with the speaker; and
performing, via a processor, speech recognition on the speech received from the speaker using the user profile.
2. The method of claim 1 , wherein the user profile is specific to acoustics of the current location of the speaker.
3. The method of claim 1 , wherein the selecting of the user profile is further based on a recipient profile associated with a recipient of the speech.
4. The method of claim 1 , further comprising modifying an aspect of the speech recognition based on a speech adaption associated with the speaker.
5. The method of claim 4 , wherein the speech adaptation is an accent change.
6. The method of claim 1 , further comprising presenting a query to a user, wherein the query presented to the user comprises a request regarding acoustics in a current location of the speaker.
7. The method of claim 1 , further comprising generating a sound profile for a current location of the speaker based on a number of microphones within a threshold distance from the speaker.
8. The method of claim 1 , wherein the speech recognition comprises a multi-pass recognition.
9. A system comprising:
a processor; and
a computer-readable storage medium having instructions stored which, when executed by the processor, cause the processor to perform operations comprising:
identifying a speaker providing speech;
identifying a microphone type of a microphone receiving the speech;
selecting a user profile from a plurality of user profiles based on the microphone type and a current location of the speaker, wherein each user profile in the plurality of user profiles is associated with the speaker; and
performing speech recognition on the speech received from the speaker using the user profile.
10. The system of claim 9 , wherein the user profile is specific to acoustics of the current location of the speaker.
11. The system of claim 9 , wherein the selecting of the user profile is further based on a recipient profile associated with a recipient of the speech.
12. The system of claim 11 , the computer-readable storage medium having additional instructions stored which, when executed by the processor, cause the processor to perform an operation comprising modifying an aspect of the speech recognition based on a speech adaption associated with the speaker.
13. The system of claim 12 , wherein the speech adaptation is an accent change.
14. The system of claim 9 , the computer-readable storage medium having additional instructions stored which, when executed by the processor, cause the processor to perform an operation comprising presenting a query to a user, wherein the query presented to the user comprises a request regarding acoustics in a current location of the speaker.
15. The system of claim 9 , the computer-readable storage medium having additional instructions stored which, when executed by the processor, cause the processor to perform an operation comprising generating a sound profile for a current location of the speaker based on a number of microphones within a threshold distance from the speaker.
16. The system of claim 9 , wherein the speech recognition comprises a multi-pass recognition.
17. A computer-readable storage device having instructions stored which, when executed by a computing device, cause the computing device to perform operations comprising:
identifying a speaker providing speech;
identifying a microphone type of a microphone receiving the speech;
selecting a user profile from a plurality of user profiles based on the microphone type and a current location of the speaker, wherein each user profile in the plurality of user profiles is associated with the speaker; and
performing speech recognition on the speech received from the speaker using the user profile.
18. The computer-readable storage device of claim 17 , wherein the user profile is specific to acoustics of the current location of the speaker.
19. The computer-readable storage device of claim 17 , wherein the selecting of the user profile is further based on a recipient profile associated with a recipient of the speech.
20. The computer-readable storage device of claim 19 , having additional instructions stored which, when executed by the computing device, cause the computing device to perform operations comprising modifying an aspect of the speech recognition based on a speech adaption associated with the speaker.