Redirigiendo al acceso original de articulo en 22 segundos...
Inicio  /  Computation  /  Vol: 10 Par: 8 (2022)  /  Artículo
ARTÍCULO
TITULO

The Study of Mathematical Models and Algorithms for Face Recognition in Images Using Python in Proctoring System

Ardak Nurpeisova    
Anargul Shaushenova    
Zhazira Mutalova    
Zhandos Zulpykhar    
Maral Ongarbayeva    
Shakizada Niyazbekova    
Alexander Semenov and Leila Maisigova    

Resumen

The article analyzes the possibility and rationality of using proctoring technology in remote monitoring of the progress of university students as a tool for identifying a student. Proctoring technology includes face recognition technology. Face recognition belongs to the field of artificial intelligence and biometric recognition. It is a very successful application of image analysis and understanding. To implement the task of determining a person?s face in a video stream, the Python programming language was used with the OpenCV code. Mathematical models of face recognition are also described. These mathematical models are processed during data generation, face analysis and image classification. We considered methods that allow the processes of data generation, image analysis and image classification. We have presented algorithms for solving computer vision problems. We placed 400 photographs of 40 students on the base. The photographs were taken at different angles and used different lighting conditions; there were also interferences such as the presence of a beard, mustache, glasses, hats, etc. When analyzing certain cases of errors, it can be concluded that accuracy decreases primarily due to images with noise and poor lighting quality.

 Artículos similares

       
 
Mihai Crengani?, Radu-Eugen Breaz, Sever-Gabriel Racz, Claudia-Emilia Gîrjob, Cristina-Maria Biri?, Adrian Maro?an and Alexandru Bârsan    
This scientific paper presents the development and validation process of a dynamic model in Simulink used for decision-making regarding the locomotion and driving type of autonomous omnidirectional mobile platforms. Unlike traditional approaches relying ... ver más
Revista: Applied Sciences

 
Fan Zhu, Meng Zhang, Fuxuan Ma, Zhihua Li and Xianqiang Qu    
Wind turbine towers experience complex dynamic loads during actual operation, and these loads are difficult to accurately predict in advance, which may lead to inaccurate structural fatigue and strength assessment during the structural design phase, ther... ver más

 
Chinh Lieou, Serge Jolicoeur, Thomas Guyondet, Stéphane O?Carroll and Tri Nguyen-Quang    
This study examines the hydrodynamic regimes in Shediac Bay, located in New Brunswick, Canada, with a focus on the breach in the Grande-Digue sand spit. The breach, which was developed in the mid-1980s, has raised concerns about its potential impacts on ... ver más

 
Shizhen Li, Qinfeng Wu, Yufeng Liu, Longfei Qiao, Zimeng Guo and Fei Yan    
To mitigate the interference of waves on an offshore operation ship, heave compensation systems find widespread application. The performance of heave compensation systems significantly influences the efficiency and safety of maritime operations. This stu... ver más

 
Nazrul Azlan Abdul Samat, Norfifah Bachok and Norihan Md Arifin    
The present study aims to offer new numerical solutions and optimisation strategies for the fluid flow and heat transfer behaviour at a stagnation point through a nonlinear sheet that is expanding or contracting in water-based hybrid nanofluids. Most hyb... ver más
Revista: Computation