Methods, apparatus and systems for biometric processes
Embodiments of the disclosure relate to methods, apparatus and systems for biometric processes. The invention relates to initiating generation of an acoustic stimulus for application to a user's ear and extracting features for use in a biometric process from a measured response signal. The measured response signal may be used to derive one or more quality metrics and the quality metrics may be used to validate features extracted from the measured response. The quality metrics may be used to provide feedback to the user seeking to carry out the biometric process.
1. A method in a biometric authentication system, the method comprising:
initiating generation of an acoustic stimulus for application to a user's ear;
extracting, from a response signal of the user's ear to the acoustic stimulus, one or more features for use in a biometric process;
determining a quality of the response signal or a part thereof by calculating one or more quality metrics of the response signal or the part thereof, wherein the one or more quality metrics of the response signal comprise one or more of: clipping; waveform asymmetry; signal-to-noise ratio, SNR; spectral tilt; spectral peaking; energy in one or more frequency bins; and energy variability of one or more frequency bins; and
validating the one or more features for use in the biometric process as a function of the one or more quality metrics.
2. The method according to claim 1 , further comprising:
providing feedback to the user based on the one or more quality metrics.
3. The method according to claim 2 , wherein providing feedback comprises providing instructions to the user to perform one or more of:
moving to a quieter environment;
repositioning a personal audio device for the generation of the acoustic stimulus and the detection of the response signal;
stopping talking.
4. The method according to claim 1 , wherein the biometric process is one of: biometric enrolment and biometric authentication.
5. The method according to claim 4 , wherein biometric enrolment comprises generating and storing a unique model for the user based on the one or more features.
6. The method according to claim 4 , wherein biometric authentication comprises comparing the one or more features to a unique model for the user.
7. The method according to claim 1 , wherein the one or more quality metrics comprise one or more quality metrics of the response signal in a time domain or frequency domain.
8. The method according to claim 1 , wherein the one or more quality metrics comprise one or more quality metrics of the one or more features.
9. The method according to claim 8 , wherein the one or more quality metrics comprise one or more statistical measures of one or more of the features.
10. The method according to claim 1 , wherein validating the one or more features for use in the biometric process comprises validating an output of the biometric process.
11. The method according to claim 1 , wherein validating the one or more features for use in the biometric process comprises initiating or preventing the biometric process.
12. The method according to claim 1 , wherein the biometric authentication system comprises a personal audio device having at least one transducer for the generation of the acoustic stimulus, and at least one microphone for the detection of the response signal.
13. The method according to claim 12 , wherein the at least one microphone for the detection of the response signal is further configured to detect an error signal for use in an active noise cancellation system.
14. The method according to claim 13 , wherein the at least one microphone is operable as an error microphone for the active noise cancellation system.
15. The method according to claim 1 , wherein the acoustic stimulus comprises an audio playback signal.
16. The method according to claim 1 , wherein the one or more features are extracted from the measured response based on the acoustic stimulus.
17. An electronic apparatus, comprising processing circuitry and a non-transitory machine-readable medium storing instructions which, when executed by the processing circuitry, cause the electronic apparatus to:
initiate generation of an acoustic stimulus for application to a user's ear;
extract, from a response signal of the user's ear to the acoustic stimulus, one or more features for use in a biometric process;
determine a quality of the response signal or a part thereof by calculating one or more quality metrics of the response signal or a part thereof, and the one or more quality metrics of the response signal comprise one or more of: clipping; waveform asymmetry; signal-to-noise ratio, SNR; spectral tilt; spectral peaking; energy in one or more frequency bins; and energy variability of one or more frequency bins; and
validate the one or more features for use in the biometric process as a function of the one or more quality metrics.
18. A non-transitory machine-readable medium storing instructions which, when executed by processing circuitry, cause an electronic apparatus to:
initiate generation of an acoustic stimulus for application to a user's ear;
extract, from a response signal of the user's ear to the acoustic stimulus, one or more features for use in a biometric process;
determine a quality of the response signal or a part thereof by calculating one or more quality metrics of the response signal or a part thereof, and the one or more quality metrics of the response signal comprise one or more of: clipping; waveform asymmetry; signal-to-noise ratio, SNR; spectral tilt; spectral peaking; energy in one or more frequency bins; and energy variability of one or more frequency bins; and
validate the one or more features for use in the biometric process as a function of the one or more quality metrics.