Spoof detection for biometric authentication
This specification describes technologies relating to biometric authentication based on images of the eye. In general, one aspect of the subject matter described in this specification can be embodied in methods that include obtaining images of a subject including a view of an eye. The methods may further include determining a behavioral metric based on detected movement of the eye as the eye appears in a plurality of the images, determining a spatial metric based on a distance from a sensor to a landmark that appears in a plurality of the images each having a different respective focus distance, and determining a reflectance metric based on detected changes in surface glare or specular reflection patterns on a surface of the eye. The methods may further include determining a score based on the behavioral, spatial, and reflectance metrics and rejecting or accepting the one or more images based on the score.
1. A computer-implemented method comprising:
capturing, using a light sensor, a plurality of images of a subject including a view of an eye of the subject;
determining a reflectance metric by at least one of:
measuring a time difference between (i) an occurrence of a flash pulse captured by one or more of the images and (ii) an appearance of a corresponding glare detected on the eye in one or more of the images; and
measuring uniformity of a pattern of glare on an outer surface of the eye visible in one or more of the images caused by one or more flash pulses captured by one or more of the images, wherein the uniformity of a pattern of glare on the eye is measured as a ratio of circumference to an area of the glare; and
rejecting or accepting the images based on, at least, the reflectance metric.
2. The method of claim 1 , further comprising changing one or more parameters at different times during the capturing of the images.
3. The method of claim 2 , wherein a particular parameter comprises a flash pulse, a focus setting of the light sensor, brightness of a display, exposure of the light sensor, white balance of the light sensor, an illumination of the subject, or external stimuli.
4. The method of claim 1 , wherein measuring the time difference comprises synchronizing the flash pulse with the capturing of one or more of the images.
5. The method of claim 1 , further comprising:
determining a spatial metric based on, at least, a distance from the light sensor to a landmark that appears in a plurality of the images each having a different respective focus distance,
wherein the rejecting or accepting the images is further based on the spatial metric.
6. The method of claim 5 , wherein the spatial metric is a measure of deviation of the subject from an expected three-dimensional shape.
7. The method of claim 5 , wherein determining the spatial metric comprises determining parallax of two or more landmarks that appear in a plurality of the images.
8. The method of claim 1 , further comprising:
determining a behavioral metric based on, at least, detected movement of the eye as the eye appears in a plurality of the images, wherein the behavioral metric is a measure of deviation of detected movement and timing from expected movement of the eye,
wherein the rejecting or accepting the images is further based on the spatial metric.
9. The method of claim 8 , wherein determining the behavioral metric comprises determining an onset, duration, velocity, or acceleration of pupil constriction in response to photic stimuli.
10. The method of claim 8 , wherein determining the behavioral metric comprises determining an onset, duration, or acceleration of gaze transition in response to external stimuli.
11. The method of claim 8 , wherein determining the behavioral metric comprises detecting blood flow of the eye as the eye appears in a plurality of the images.
12. A system comprising data processing apparatus programmed to perform operations comprising:
capturing, using a light sensor, a plurality of images of a subject including a view of an eye of the subject;
determining a reflectance metric by at least one of:
measuring a time difference between (i) an occurrence of a flash pulse captured by one or more of the images and (ii) an appearance of a corresponding glare detected on the eye in one or more of the images; and
measuring uniformity of a pattern of glare on an outer surface of the eye visible in one or more of the images caused by one or more flash pulses captured by one or more of the images, wherein the uniformity of a pattern of glare on the eye is measured as a ratio of circumference to an area of the glare; and
rejecting or accepting the images based on, at least, the reflectance metric.
13. The system of claim 12 , wherein the operations further comprise changing one or more parameters at different times during the capturing of the images.
14. The system of claim 13 , wherein a particular parameter comprises a flash pulse, a focus setting of the light sensor, brightness of a display, exposure of the light sensor, white balance of the light sensor, an illumination of the subject, or external stimuli.
15. The system of claim 12 , wherein measuring the time difference comprises synchronizing the flash pulse with the capturing of one or more of the images.
16. The system of claim 12 , wherein the operations further comprise:
determining a spatial metric based on, at least, a distance from the light sensor to a landmark that appears in a plurality of the images each having a different respective focus distance,
wherein the rejecting or accepting the images is further based on the spatial metric.
17. The system of claim 16 , wherein the spatial metric is a measure of deviation of the subject from an expected three-dimensional shape.
18. The system of claim 16 , wherein determining the spatial metric comprises determining parallax of two or more landmarks that appear in a plurality of the images.
19. The system of claim 12 , wherein the operations further comprise:
determining a behavioral metric based on, at least, detected movement of the eye as the eye appears in a plurality of the images, wherein the behavioral metric is a measure of deviation of detected movement and timing from expected movement of the eye,
wherein the rejecting or accepting the images is further based on the spatial metric.
20. The system of claim 19 , wherein determining the behavioral metric comprises determining an onset, duration, velocity, or acceleration of pupil constriction in response to photic stimuli.
21. The system of claim 19 , wherein determining the behavioral metric comprises determining an onset, duration, or acceleration of gaze transition in response to external stimuli.
22. The system of claim 19 , wherein determining the behavioral metric comprises detecting blood flow of the eye as the eye appears in a plurality of the images.
23. A non-transitory computer storage medium encoded with instructions that, when executed by a data processing apparatus, cause the data processing apparatus to perform operations comprising:
capturing, using a light sensor, a plurality of images of a subject including a view of an eye of the subject;
determining a reflectance metric by at least one of:
measuring a time difference between (i) an occurrence of a flash pulse captured by one or more of the images and (ii) an appearance of a corresponding glare detected on the eye in one or more of the images; and
measuring uniformity of a pattern of glare on an outer surface of the eye visible in one or more of the images caused by one or more flash pulses captured by one or more of the images, wherein the uniformity of a pattern of glare on the eye is measured as a ratio of circumference to an area of the glare; and
rejecting or accepting the images based on, at least, the reflectance metric.