CPC G01V 3/081 (2013.01) [G01R 33/096 (2013.01); G06V 10/764 (2022.01); G06V 10/774 (2022.01); G06V 10/82 (2022.01); G06V 2201/05 (2022.01)] | 16 Claims |
1. An apparatus for distant detection of ferrous metallic objects, the apparatus comprising:
a plurality of magnetic field sensors that each measure an ambient magnetic field; and
a fingerprint processing system, wherein the fingerprint processing system:
receives, from the plurality of magnetic field sensors, magnetic field data corresponding to the ambient magnetic field,
generates, from the magnetic field data, a magnetic fingerprint image of one or more perturbations of the ambient magnetic field, and
classifies, using a pretrained magnetic fingerprint image classifier, the magnetic fingerprint image into one of a set of classes that each correspond to a different type of ferrous metallic object, wherein
the plurality of magnetic field sensors is separated from the ferrous metallic objects being detected by a detection distance that is greater than or equal to 0.5 meters, and
the magnetic fingerprint image classifier is trained using labeled training data that includes a set of standard labeled fingerprint images selected from a group consisting of:
a set of artificially-generated magnetic fingerprint images based on simulations of magnetic field perturbations that correspond to ferrous metallic objects,
a set of empirically-generated magnetic fingerprint images, of known ferrous metallic objects, that are physically measured using the plurality of magnetic field sensors, and
combinations of the set of artificially-generated magnetic fingerprint images and the set of empirically-generated magnetic fingerprint images.
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