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Siamese neural networks for the task of face recognition

Krutov T. Y.  (graduate student BMSTU)

Afanasyev G. I.  (Candidate of Technical Sciences, associate professor BMSTU)

Afanasyev A. G.  (teaching assistant BMSTU)

The paper considers the architecture of the Siamese neural network in relation to the problem of facial recognition. The theoretical foundations of comparing photos of people using the neural network approach are described. The Siamese neural network was written and trained using transfer learning technology. The dataset used was a collected with a balanced number of images in each class. The results of the Siamese neural network are shown in the graphs of accuracy and loss.

Keywords:Siamese neural network; face recognition; vector representation of images; transfer learning

 

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Citation link:
Krutov T. Y., Afanasyev G. I., Afanasyev A. G. Siamese neural networks for the task of face recognition // Современная наука: актуальные проблемы теории и практики. Серия: Естественные и Технические Науки. -2022. -№12/2. -С. 88-92 DOI 10.37882/2223-2966.2022.12-2.16
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