Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)

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Silent Solver-The Math Interperter

Authors
M. V. Kishore1, *, K. Sai Hemanth1, S. Amrutha1, N. Brahmananda Reddy1, B. Prathyusha1
1Department of Information Technology, Anil Neerukonda Institute of Technology and Sciences, Visakhapatnam, India
*Corresponding author. Email: Venkatakishore.majji@gmail.com
Corresponding Author
M. V. Kishore
Available Online 4 November 2025.
DOI
10.2991/978-94-6463-858-5_67How to use a DOI?
Keywords
OpenCV; MediaPipe; Sympy; TkinterGUI; Hand Detection; Gesture Recognition
Abstract

This paper is about a cutting-edge human-computer interface system that enables precise mathematical computations via hand gestures. This innovative technology provides a simple substitute for common input modalities like keyboardsand touchscreens, promoting accessibility, particularly for those with physical restrictions or speech difficulties. This system recognizes fixed hand gestures and converts them into real time mathematical equations by combining computer vision, machine learning, and symbolic computing. Great accuracy responsiveness, and flexibility are provided by the combination of these technologies, which makes the system effective and easy to use.

In contrast to conventional gesture-based interfaces, this study offers an adaptive learning method that gradually improves gesture recognition accuracy, reducing misclassification errors and improving usability. Additionally, the system operates in real-time, allowing users to do complex mathematical operations as well as basic arithmetic dynamically. The system’s potential to revolutionize digital accessibility is shown in this study, which also describes its design, implementation process, and performance evaluation. Beyond calculators, gesture-based computing has potential applications in augmented reality interfaces, assistive technologies, and education. The program contributes to the creation of an inclusive technological environment and the reduction of the accessibility gap via this development.

Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

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Volume Title
Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)
Series
Advances in Computer Science Research
Publication Date
4 November 2025
ISBN
978-94-6463-858-5
ISSN
2352-538X
DOI
10.2991/978-94-6463-858-5_67How to use a DOI?
Copyright
© 2025 The Author(s)
Open Access
Open Access This chapter is licensed under the terms of the Creative Commons Attribution-NonCommercial 4.0 International License (http://creativecommons.org/licenses/by-nc/4.0/), which permits any noncommercial use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license and indicate if changes were made.

Cite this article

risenwbib
TY  - CONF
AU  - M. V. Kishore
AU  - K. Sai Hemanth
AU  - S. Amrutha
AU  - N. Brahmananda Reddy
AU  - B. Prathyusha
PY  - 2025
DA  - 2025/11/04
TI  - Silent Solver-The Math Interperter
BT  - Proceedings of International Conference on Computer Science and Communication Engineering (ICCSCE 2025)
PB  - Atlantis Press
SP  - 785
EP  - 798
SN  - 2352-538X
UR  - https://doi.org/10.2991/978-94-6463-858-5_67
DO  - 10.2991/978-94-6463-858-5_67
ID  - Kishore2025
ER  -