CPC G06V 40/1312 (2022.01) [G06F 18/21 (2023.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06T 7/70 (2017.01); G06T 7/90 (2017.01); G06V 10/17 (2022.01); G06V 10/255 (2022.01); G06V 10/454 (2022.01); G06V 10/751 (2022.01); G06V 10/82 (2022.01); G06V 20/64 (2022.01); G06V 30/142 (2022.01); G06V 40/107 (2022.01); G06V 40/1318 (2022.01); G06V 40/1347 (2022.01); G06V 40/1365 (2022.01); G06V 40/1388 (2022.01); G06V 40/40 (2022.01); H04N 23/56 (2023.01); G06T 2207/20021 (2013.01); G06T 2207/20084 (2013.01); G06T 2207/30196 (2013.01)] | 20 Claims |
1. A method for identifying a user using an image of an object of the user, the method comprising:
obtaining, by an optical sensor of a mobile device, the image of the object, wherein the mobile device is a smartphone or a tablet computer, wherein the object comprises a biometric characteristic of the user;
providing, by the mobile device, the image to a neural network;
processing, by the mobile device, the image by the neural network to identify a position of the object and the object in the image, wherein the identified object comprises at least one fingertip, wherein the neural network comprises a plurality of layers, a layer of the plurality of layers being a depthwise separable convolution comprising at least one of: a depthwise convolution layer, a first batch normalizer, a first rectified linear unit, a pointwise convolution layer, a second batch normalizer, or a second rectified linear unit;
extracting, by the mobile device, from the identified object, the biometric characteristic comprising a fingerprint of the at least one fingertip;
storing, by the mobile device, the biometric characteristic in a storage device; and
providing, by the mobile device, at least the biometric characteristic as input to an identification means to determine whether the biometric characteristic identifies the user.
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