Human-machine interactions based on hand gesture recognition using deep learning methods
Zholshiyeva L. Manbetova Z. Kaibassova D. Kassymova A. Tashenova Z. Baizhumanov S. Yerzhanova A. Aikhynbay K.
February 2024Institute of Advanced Engineering and Science
International Journal of Electrical and Computer Engineering
2024#14Issue 1741 - 748 pp.
Human interaction with computers and other machines is becoming an increasingly important and relevant topic in the modern world. Hand gesture recognition technology is an innovative approach to managing computers and electronic devices that allows users to interact with technology through gestures and hand movements. This article presents deep learning methods that allow you to efficiently process and classify hand gestures and hand gesture recognition technologies for interacting with computers. This paper discusses modern deep learning methods such as convolutional neural networks (CNN) and recurrent neural networks (RNN), which show excellent results in gesture recognition tasks. Next, the development and implementation of a human-machine interaction system based on hand gesture recognition is discussed. System architectures are described, as well as technical and practical aspects of their application. In conclusion, the article summarizes the research results and outlines the prospects for the development of hand gesture recognition technology to improve human-machine interaction. The advantages and limitations of the technology are analyzed, as well as possible areas of its application in the future.
Deep learning Hand gesture recognition Human-machine interaction technology Machine learning Recurrent neural networks Computer vision
Text of the article Перейти на текст статьи
Higher School of Information Technology and Engineering, Astana International University, Astana, Kazakhstan
Department of Radio Engineering, Electronics and Telecommunications, Faculty of Energy, Saken Seifullin Kazakh Agrotechnical University, Astana, Kazakhstan
Department of Computer Engineering, Astana IT University, Astana, Kazakhstan
Department of Information Technology, Zhangir Khan University, Uralsk, Kazakhstan
Department of Information Security, Eurasian National University named after L.N. Gumilyov, Astana, Kazakhstan
Faculty of Computer Science, Toraigyrov University, Pavlodar, Kazakhstan
Department of Technological Machines and Equipment, Faculty of Technology, Saken Seifullin Кazakh Agrotechnical University, Astana, Kazakhstan
Department of Information Communication Technologies, Information Technology and Energetic Scientific School, Mukhtar Auezov South Kazakhstan University, Shymkent, Kazakhstan
Department of Radio Engineering, Electronics and Telecommunications, Faculty of Energy, Saken Seifullin Kazakh Agrotechnical University, Astana, 010000, Kazakhstan
Higher School of Information Technology and Engineering
Department of Radio Engineering
Department of Computer Engineering
Department of Information Technology
Department of Information Security
Faculty of Computer Science
Department of Technological Machines and Equipment
Department of Information Communication Technologies
Department of Radio Engineering
10 лет помогаем публиковать статьи Международный издатель
Книга Публикация научной статьи Волощук 2026 Book Publication of a scientific article 2026