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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:IJSREM54265

Virtual Writing Recognition System Using Deep Learning

Stream/Area:

-

Subject:

-

Paper ID:

IJSREM54265

Volume:

9 |

11 |

Nov 2025

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
Digital Object Identifier
10.55041/IJSREM54265

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

PNG

Prof. Nirmala Ganiger1

PNP

Prof. Nancy Philip2

GYN3

Gouse Y Nadaf 3

MMS

Mohammed Mujaheed Shaikh4

MYS5

Mohmmed Yasser Shaikh 5

HSR

Hemant S Rayabagi6

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Abstract

This project demonstrates a virtual system that allows people to write in the air with just their hand movements. Through a normal webcam, the movement of your index finger is tracked and then drawn on a screen, creating a way of hand writing in a digital mode and without any contact to a surface. When shapes are written, they are then recognized and converted to readable numbers, symbols or Kannada letters. In number mode, it can also calculate simple very short calculations instantaneously. The entire system operates through a small webpage with a secure login and offers two modes of operation for demonstration. The intention behind this project is to allow writing in a more natural and contact-free way using simple tools that can be easily acquired by the user. This style of writing can be especially useful in classrooms, collaborative communication, or creative activities where using a pen, paper, or any physical writing tool is unnecessary.

KEYWORDS

Air writing Hand gesture recognition Virtual handwriting Symbol recognition Real-time processing

Cite This Article

Prof. Nirmala Ganiger1, Prof. Nancy Philip2, Gouse Y Nadaf 3, Mohammed Mujaheed Shaikh4, Mohmmed Yasser Shaikh 5, Hemant S Rayabagi6, "Virtual Writing Recognition System Using Deep Learning," International Journal of Scientific Research in Engineering and Management, vol. 9, no. 11, Nov 2025. https://doi.org/10.55041/IJSREM54265

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Publication Date

11/21/2025

Peer Review Type

Double-Blind Peer Review

Review Rounds: 2

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2

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5

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Conflict of Interest

The authors declare no conflict of interest related to this research work.

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No funding information available for this research.

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