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- Article name
- Deep neural networks in face identification and verification tasks
- Authors
- Panfilova I. E., , panfilova_2015@bk.ru, Samara State Technical University, Samara, Russia
- Keywords
- face recognition / deep learning / convolutional neural networks / zero-shot learning / loss functions
- Year
- 2024 Issue 2 Pages 33 - 41
- Code EDN
- INKXHV
- Code DOI
- 10.52190/2073-2600_2024_2_33
- Abstract
- The study provides a comprehensive analytical review of deep learning technologies for face-based user identification and verification tasks, including neural network architectures, their training algorithms, and metrics for evaluating the performance of ready-made solutions on large-scale datasets. The analysis has shown that the main efforts of modern research in the field of face recognition are aimed at developing new mathematical methods for training existing neural network architectures.
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