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

       
 
Animesh Samanta, Ayan Chatterjee and Mritunjay Kumar Singh    
A study using mathematical modeling has been conducted to analyze how both man-made and natural sources of contaminants affect various layers of an aquifer-aquitard system. The xy-, yz-, and zx-plane have been used to depict the locations where the natur... ver más
Revista: Water

 
Rafal Michalski and Szymon Zaleski    
Although there have been some studies on the success factors for IT software projects, there is still a lack of coherent research on the success factors for IT service projects. Therefore, this study aimed to identify and understand the factors and their... ver más
Revista: Information

 
Turan Cakil, Hamza Feza Carlak and Sukru Ozen    
The impact of a lightning electromagnetic pulse (LEMP) on a power line or power station produces an effect similar to that of switching between a significant power source and a power line circuit. This switch closure causes a sudden change in routing con... ver más
Revista: Applied Sciences

 
Ulrich A. Ngamalieu-Nengoue, Pedro L. Iglesias-Rey, F. Javier Martínez-Solano and Daniel Mora-Meliá    
Extreme rainfall events cause immense damage in cities where drainage networks are nonexistent or deficient and thus unable to transport rainwater. Infrastructure adaptations can reduce flooding and help the population avoid the associated negative conse... ver más
Revista: Water

 
José Luis Roca-González, Juan-Antonio Vera-López and Margarita Navarro Pérez    
Cognitive workload analysis is an important aspect of safety studies at the Spanish Air Force Academy where students must complete a dual academic curriculum based on military pilot training combined with an industrial engineering degree. Recently, a men... ver más
Revista: Aerospace