title: ÐÐ²ÑÑ ÑÐ°ÐºÑÐ¾ÑÐ½Ð°Ñ Ð±Ð¸Ð¾Ð¼ÐµÑÑÐ¸ÑÐµÑÐºÐ°Ñ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ Ñ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸ÐµÐ¼ Ð¼Ð°ÑÐ¸Ð½Ð½Ð¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° ÑÐ¿ÐµÑÐ¸Ð°Ð»Ð¸ÑÑÐ°
titleType: Subtitle
title: Two-factor biometric authentication using machine learning
Creators: name: Ð Ð¾Ð¼Ð°Ð½ÑÐº, Ð®Ð»Ð¸Ñ
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2020
Subjects: Ð Ð°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²
ÐÐ°ÑÐ¸Ð½Ð½Ð¾Ðµ Ð¾Ð±ÑÑÐµÐ½Ð¸Ðµ
Ð±Ð¸Ð¾Ð¼ÐµÑÑÐ¸ÑÐµÑÐºÐ°Ñ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ
ÑÐ¸ÑÑÐµÐ¼Ð° ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð»Ð¸Ñ
ÑÐ¸ÑÑÐµÐ¼Ð° ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð³Ð¾Ð»Ð¾ÑÐ°
Ð°ÑÐ°ÐºÐ¸ Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð»Ð¸Ñ
biometric authentication
face recognition system
voice recognition system
attacks to face recognition system

description: ÐÐ°Ð½Ð½Ð°Ñ Ð´Ð¸Ð¿Ð»Ð¾Ð¼Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ¸ÑÑÐµÐ¼Ð°Ð¼ Ð±Ð¸Ð¾Ð¼ÐµÑÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ ÑÐ°ÐºÑÐ¾ÑÐ¾Ð² Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð±ÑÐ»Ð¾ ÑÐµÑÐµÐ½Ð¾ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÑ Ð»Ð¸ÑÐ¾ Ð¸ Ð³Ð¾Ð»Ð¾Ñ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ, Ð¿Ð¾ÑÐºÐ¾Ð»ÑÐºÑ ÑÐ½Ð¸ÐºÐ°Ð»ÑÐ½Ð¾ÑÑÑ Ð³Ð¾Ð»Ð¾ÑÐ¾Ð²Ð¾Ð¹ Ð¸ Ð»Ð¸ÑÐµÐ²Ð¾Ð¹ Ð±Ð¸Ð¾Ð¼ÐµÑÑÐ¸Ð¸ ÑÐ¾ÑÑÐ¾Ð¸Ñ Ð² ÑÐ¾Ð¼, ÑÑÐ¾ ÑÑÐ¾ ÐµÐ´Ð¸Ð½ÑÑÐ²ÐµÐ½Ð½ÑÐµ Ð¼Ð¾Ð´Ð°Ð»ÑÐ½Ð¾ÑÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð½Ðµ ÑÑÐµÐ±ÑÑÑ Ð½Ð°Ð»Ð¸ÑÐ¸Ñ ÑÐ¿ÐµÑÐ¸Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¾Ð±Ð¾ÑÑÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ, Ð±Ð¾Ð»ÑÑÐ¸Ð½ÑÑÐ²Ð¾ ÑÑÑÑÐ¾Ð¹ÑÑÐ² Ð¸Ð¼ÐµÑÑ Ð²ÑÑÑÐ¾ÐµÐ½Ð½ÑÐµ Ð¼Ð¸ÐºÑÐ¾ÑÐ¾Ð½ Ð¸ ÐºÐ°Ð¼ÐµÑÑ. Ð Ð´Ð¸Ð¿Ð»Ð¾Ð¼Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÐµ Ð¿ÑÐµÐ´ÑÑÐ°Ð²Ð»ÐµÐ½Ð¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ Ð°ÑÐ°Ðº Ð½Ð° ÑÐ¸ÑÑÐµÐ¼Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ Ð»Ð¸Ñ, Ð¾Ð¿ÑÐµÐ´ÐµÐ»ÐµÐ½Ñ ÑÐ°Ð¼ÑÐµ ÑÐ°ÑÐ¿ÑÐ¾ÑÑÑÐ°Ð½ÐµÐ½Ð½ÑÐµ. ÐÑÐ¾Ð¸Ð·Ð²ÐµÐ´ÐµÐ½Ð¾ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð·Ð°ÑÐ¸ÑÑ Ð¾Ñ Ð²Ð·Ð»Ð¾Ð¼Ð° Ð´Ð°Ð½Ð½ÑÑ ÑÐ¸ÑÑÐµÐ¼. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿ ÑÐ¸ÑÑÐµÐ¼Ñ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð¿Ð¾ Ð»Ð¸ÑÑ, ÑÐ»ÑÑÑÐµÐ½Ð½ÑÐ¹ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¾Ð¹ Ð½Ð° Ð¶Ð¸Ð²ÑÑÐµÑÑÑ (Ð²Ð¸ÑÐ°Ð»ÑÐ½Ð¾ÑÑÑ) Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ Ð¿ÑÐ¾Ð²ÐµÑÐºÐ¸ Ð»Ð¸ÑÐ° Ð½Ð° Ð²Ð¸ÑÐ°Ð»ÑÐ½Ð¾ÑÑÑ Ð²ÑÐ±ÑÐ°Ð½ ÑÐ¿Ð¾ÑÐ¾Ð±, Ð¾ÑÐ½Ð¾Ð²Ð°Ð½Ð½ÑÐ¹ Ð½Ð° Ð°Ð½Ð°Ð»Ð¸Ð·Ðµ Ð´Ð²Ð¸Ð¶ÐµÐ½Ð¸Ð¹, Ð° Ð¸Ð¼ÐµÐ½Ð½Ð¾, Ð½Ð° Ð¾Ð±Ð½Ð°ÑÑÐ¶ÐµÐ½Ð¸Ð¸ Ð¼Ð¾ÑÐ³Ð°Ð½Ð¸Ð¹. Ð ÐºÐ°ÑÐµÑÑÐ²Ðµ Ð²ÑÐ¾ÑÐ¾Ð³Ð¾ ÑÑÐ°Ð¿Ð° Ð´Ð²ÑÑÑÐ°ÐºÑÐ¾ÑÐ½Ð¾Ð¹ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½ Ð¼Ð¾Ð´ÑÐ»Ñ ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ñ ÑÐµÑÐ¸ Ð¸ Ð³Ð¾Ð²Ð¾ÑÑÑÐµÐ³Ð¾. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÐ¹ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿ ÑÐ¸ÑÑÐµÐ¼Ñ Ð´Ð²ÑÑÑÐ°ÐºÑÐ¾ÑÐ½Ð¾Ð¹ Ð±Ð¸Ð¾Ð¼ÐµÑÑÐ¸ÑÐµÑÐºÐ¾Ð¹ Ð°ÑÑÐµÐ½ÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸ Ð½Ðµ Ð¿Ð¾Ð´Ð²ÐµÑÐ¶ÐµÐ½ ÑÐ¾ÑÐ¾-, Ð° ÑÐ°ÐºÐ¶Ðµ Ð²Ð¸Ð´ÐµÐ¾-Ð°ÑÐ°ÐºÐ°Ð¼.
description: This work is devoted to biometric authentication systems. It was decided to use the user's face and voice as authentication factors, since the uniqueness of voice and facial biometrics is that these are the only modalities that do not require special equipment, most devices have a built-in microphone and a camera. The work presents a study of existing attacks on facial recognition systems, identifying the most common. The research of methods of protection against hacking of these systems is made. A prototype face authentication system has been developed, improved by a user verification of vitality. A method based on the analysis of movements, namely, on the detection of blinks, was selected as a check of a face for vitality. As the second stage of two-factor authentication, a speech recognition and speaker recognition module is implemented. The developed prototype of the two-factor biometric authentication system is not vulnerable to photo and video attacks.