System and method for image recognition using stream data
View Patent ↗Methods and systems for identifying an individual are provided. The systems and methods make use of principal component analysis and account for intra-individual variation by utilizing a plurality of images obtained from a stream of data representing a plurality of images of the individual. To identify the individual the system and method account for the intra-individual variation in the stream of data to produce a compensated representation of the individual. The system and method and to match the compensated representation a representation from a reference database to identify the individual.
1. A method for identifying an individual, the method comprising the steps of:
determining a range of one or more parameters in a plurality of images of the individual;
generating a reference representation of the individual using the plurality of images and the range of one or more parameters to characterize image variation of the individual amongst the plurality of images;
selecting one of the plurality of images;
compensating the selected image using the reference representation to counteract at least a portion of the image variation of the individual amongst the plurality of images; and
determining if the selected image sufficiently corresponds to a representation from a storage device for identifying the individual.
2. The method of claim 1 , wherein the step of determining if the selected image sufficiently corresponds to a representation from a storage device for identifying the individual comprises the step of,
determining a distance between a representation of the selected image and the representation from the storage device.
3. The method of claim 2 , wherein the distance comprises a Euclidean distance.
4. The method of claim 1 , further comprising the step of, acquiring the plurality of images of the individual using an image acquisition device.
5. The method of claim 1 , further comprising the step of, compensating the representation from the storage device using the reference representation to cancel out at least a portion of image variation in the representation.
6. The method of claim 1 , further comprising the step of, identifying at least one component from the plurality of images that is attributable to image variation of the individual.
7. A system for identifying an individual, the system comprising:
an image data manipulation module for determining a range of one or more parameters in a plurality of images of the individual and for generating a reference representation of the individual using the plurality of images and the range of one or more parameters, the reference representation characterizing image variation of the individual amongst the plurality of images, the image data manipulation module compensates at least one of the plurality of images using the reference representation to counteract at least a portion of the image variation of the individual amongst the plurality of images; and
a discrimination module for determining if the one of the plurality of images matches a representation from a storage device to within one or more specified tolerances to identify the individual.
8. The system of claim 7 , wherein the one or more tolerances include a distance value between the one of the plurality of images and the representation from the storage device.
9. The system of claim 8 , wherein the distance value comprises a Euclidean distance value.
10. The system of claim 7 , further comprising, an image acquisition device for acquiring the plurality of images of the individual.
11. The system of claim 7 , wherein the image data manipulation module is capable of compensating the representation from the storage device using the reference representation to null out at least a portion of image variation in the representation.
12. The system of claim 7 , wherein the image data manipulation module is capable of identifying at least one component from the plurality of images that is attributable to image variation of the individual.
13. A device readable medium holding device executable instructions for performing a method for identifying an individual, the method comprising the steps of:
determining from a plurality of images of the individual one or more image components in the plurality of images of the individual that vary due to illumination of the individual, facial expression of the individual and pose of the individual;
generating a reference representation of the individual using the plurality of images and the one or more image components to characterize image variation of the individual amongst the plurality of images;
selecting one of the plurality of images and compensating the selected image using the reference representation to counteract at least a portion of the image variation of the individual amongst the plurality of images; and
determining if the selected image corresponds to a representation from a storage device to identify the individual.
14. The device readable medium of claim 13 , wherein the step of determining if the selected image corresponds to a representation from a storage device for identifying the individual comprises the step of,
determining a distance value between the selected image and the representation from the storage device.
15. The device readable medium of claim 14 , wherein the distance value comprises a Euclidean distance value.
16. The device readable medium of claim 13 , further comprising the step of, acquiring the plurality of images of the individual using an image acquisition device.
17. The device readable medium of claim 13 , further comprising the step of, compensating the representation from the storage device using the reference representation to negate at least a portion of a detectable image variation of the individual in the representation.