Biometric Signature Verification Using Recurrent Neural Networks. (arXiv:2205.02934v1 [cs.CV])

Web: http://arxiv.org/abs/2205.02934

Architectures based on Recurrent Neural Networks (RNNs) have been
successfully applied to many different tasks such as speech or handwriting
recognition with state-of-the-art results. The main contribution of this work
is to analyse the feasibility of RNNs for on-line signature verification in
real practical scenarios. We have considered a system based on Long Short-Term
Memory (LSTM) with a Siamese architecture whose goal is to learn a similarity
metric from pairs of signatures. For the experimental work, the BiosecurID
database comprised …

arxiv biometric cv networks neural neural networks verification