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Title: :  Deep Convolutional Neural Network-Based Recognition of Air-Writing
PaperId: :  26420
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 3 2025
DUI:    16.0415/IJARIIE-26420
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Dhongde.V.SVishwabharati Academy's College of Engineering
Saykar Punam MahadevVishwabharati Academy's College of Engineering

Abstract

Computer Engineering
Air-Writing Recognition, Deep Learning, Convolutional Neural Networks (CNN), Gesture Recognition, Human-Computer Interaction (HCI)
Air-writing, the act of writing characters or words in the air using hand gestures, presents a novel and intuitive approach to human-computer interaction. As touchless interfaces gain popularity, the ability to accurately recognize air-written text has become increasingly important. This paper proposes a robust and efficient air-writing recognition system using Deep Convolutional Neural Networks (CNNs). The proposed model extracts spatial and temporal features from video sequences of hand movements and classifies them into corresponding characters or words. The system is evaluated using a custom dataset collected from multiple users under various conditions. Results demonstrate that the CNN-based model achieves high accuracy and generalizes well across different writing styles and environments, making it suitable for real-time applications in augmented reality, virtual keyboards, and assistive technologies.

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IJARIIE Dhongde.V.S, and Saykar Punam Mahadev. "Deep Convolutional Neural Network-Based Recognition of Air-Writing" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 3 2025 Page 11-15
MLA Dhongde.V.S, and Saykar Punam Mahadev. "Deep Convolutional Neural Network-Based Recognition of Air-Writing." International Journal Of Advance Research And Innovative Ideas In Education 11.3(2025) : 11-15.
APA Dhongde.V.S, & Saykar Punam Mahadev. (2025). Deep Convolutional Neural Network-Based Recognition of Air-Writing. International Journal Of Advance Research And Innovative Ideas In Education, 11(3), 11-15.
Chicago Dhongde.V.S, and Saykar Punam Mahadev. "Deep Convolutional Neural Network-Based Recognition of Air-Writing." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 3 (2025) : 11-15.
Oxford Dhongde.V.S, and Saykar Punam Mahadev. 'Deep Convolutional Neural Network-Based Recognition of Air-Writing', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, 2025, p. 11-15. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Network_Based_Recognition_of_Air_Writing_ijariie26420.pdf (Accessed : 06 June 2025).
Harvard Dhongde.V.S, and Saykar Punam Mahadev. (2025) 'Deep Convolutional Neural Network-Based Recognition of Air-Writing', International Journal Of Advance Research And Innovative Ideas In Education, 11(3), pp. 11-15IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Network_Based_Recognition_of_Air_Writing_ijariie26420.pdf (Accessed : 06 June 2025)
IEEE Dhongde.V.S, and Saykar Punam Mahadev, "Deep Convolutional Neural Network-Based Recognition of Air-Writing," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 3, pp. 11-15, May-Jun 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Network_Based_Recognition_of_Air_Writing_ijariie26420.pdf [Accessed : 06 June 2025].
Turabian Dhongde.V.S, and Saykar Punam Mahadev. "Deep Convolutional Neural Network-Based Recognition of Air-Writing." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 3 (06 June 2025).
Vancouver Dhongde.V.S, and Saykar Punam Mahadev. Deep Convolutional Neural Network-Based Recognition of Air-Writing. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : 06 June 2025]; 11(3) : 11-15. Available from: https://ijariie.com/AdminUploadPdf/Deep_Convolutional_Neural_Network_Based_Recognition_of_Air_Writing_ijariie26420.pdf
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