Detection of liveness
Detecting a replay attack on a voice biometrics system comprises: receiving a speech signal; generating an ultrasound signal; detecting a reflection of the generated ultrasound signal; detecting Doppler shifts in the reflection of the generated ultrasound signal; and identifying whether the received speech signal is indicative of the liveness of a speaker based on the detected Doppler shifts. Identifying whether the received speech signal is indicative of liveness based on the detected Doppler shifts comprises determining whether the detected Doppler shifts correspond to a speech articulation rate.
1. A method of detecting liveness, the method comprising:
receiving a speech signal;
generating an ultrasound signal;
detecting a reflection of the generated ultrasound signal;
detecting Doppler shifts in the reflection of the generated ultrasound signal; and
identifying whether the received speech signal is indicative of the liveness of a speaker based on the detected Doppler shifts,
wherein identifying whether the received speech signal is indicative of liveness based on the detected Doppler shifts comprises:
determining a speech articulation rate associated with the speech signal; and
determining whether the detected Doppler shifts correspond to facial movements at the speech articulation rate.
2. A method according to claim 1 , wherein determining whether the detected Doppler shifts correspond to the speech articulation rate comprises:
determining whether the detected Doppler shifts correspond to facial movements at a frequency in the range of 4-10 Hz.
3. A method according to claim 2 , further comprising,
if it is determined that the detected Doppler shifts correspond to facial movements at a frequency in the range of 4-10 Hz:
determining the articulation rate associated with the speech signal;
determining whether the detected Doppler shifts correspond to lip movements at the articulation rate associated with the speech signal; and
determining that the received speech signal is indicative of liveness if the detected Doppler shifts correspond to lip movements at the articulation rate associated with the speech signal.
4. A method according to claim 1 , for use in a voice biometrics system, wherein identifying whether the received speech signal is indicative of liveness comprises determining whether the received speech signal may be a product of a replay attack.
5. A system for liveness detection, the system comprising:
at least one microphone input, for receiving an audio signal from a microphone; and
at least one transducer output, for transmitting a signal to an ultrasound transducer, and the system being configured for:
receiving a speech signal at the at least one microphone input;
generating an ultrasound signal by transmitting a signal at the at least one transducer output;
detecting a reflection of the generated ultrasound signal;
detecting Doppler shifts in the reflection of the generated ultrasound signal; and
identifying whether the received speech signal is indicative of the liveness of a speaker based on the detected Doppler shifts,
wherein identifying whether the received speech signal is indicative of liveness based on the detected Doppler shifts comprises:
determining a speech articulation rate associated with the speech signal; and
determining whether the detected Doppler shifts correspond to facial movements at the speech articulation rate.
6. A non-transitory computer readable storage medium having computer-executable instructions stored thereon that, when executed by processor circuitry, cause the processor circuitry to perform a method according to claim 1 .