CPC G06K 9/6256 (2013.01) [G06K 9/6255 (2013.01); G06V 30/293 (2022.01)] | 14 Claims |
1. A text independent writer verification method, comprising:
receiving, by a processing circuity, a dataset, the dataset including a set of hand written Arabic words from one or more target users, the set of hand written Arabic words including a minimum set of words that include the entire set of Arabic alphabets;
extracting, by the processing circuitry, individual alphabets from each of the set of hand written Arabic words to form extracted individual alphabets for the entire set of Arabic alphabets;
removing, by the processing circuitry, whitespace around the extracted individual alphabets;
training, by the processing circuitry, a deep learning Convolution Neural Network classifier with four convolution layers based on the extracted individual alphabets to form a trained deep learning classifier;
receiving, by the processing circuitry, a new Arabic word hand written by the target user;
classifying, by the processing circuitry performing the trained deep learning classifier, the target user based on the received new hand written Arabic word; and
verifying, by the processing circuitry, the target user from the classified target user, the verification of the target user including a verification accuracy of the hand written Arabic words being larger than a verification accuracy threshold value.
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