Air-Handwriting Detection using Deep Learning Neural Network(CNN)
Abstract & Details
Research Area
Deep Learning
Keywords
Machine learning
Deep learning
Convolutional Neural Networks (CNN)
Image recognition
etc.
Abstract
A large number of scholars are working to change how people read, comprehend, and interpret written language. A crucial component of document analysis and recognition is word recognition. In machine learning and pattern recognition, deep learning is a crucial subject. It may be able to handle challenging machine learning issues. The opportunity for next-generation applications is enormous due to the availability of tools that aid with pattern identification. Convolution neural networks generate hierarchical features from CNN training layers through data-driven learning. The machine learning algorithm for handwritten word recognition is presented by this system. The end users will be able to convert handwritten text into digital format with this method. CNN performs best when the input pixels are unprocessed. The system takes in all of the scan images as raw data and processes them further to produce the desired result. The goal of this project is to train a neural network algorithm to recognize patterns in handwritten English letters, interpret those characters as input, and then transform those characters into a prettier version of the original
License
This work is licensed under a Creative
Commons
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Author Information
| # | Name | Institute / Affiliation |
|---|---|---|
| 1 | Komal Laxman Singh | Dattakala Group of Institutions, Faculty of Engineering |
| 2 | Amruta Dayanand Shinde | Dattakala Group of Institutions, Faculty of Engineering |
| 3 | Vaishnavi Tukaram Darkunde | Dattakala Group of Institutions, Faculty of Engineering |
| 4 | Prof. Poonam Kharat | Dattakala Group of Institutions, Faculty of Engineering |
| 5 | Dr. D.B. Hanchante | Dattakala Group of Institutions, Faculty of Engineering |
How to Cite
Use the following formats to cite this article in your research.
APA Style
Singh, Komal Laxman, Shinde, Amruta Dayanand, Darkunde, Vaishnavi Tukaram, Kharat, Prof. Poonam, & Hanchante, Dr. D.B. (2024). Air-Handwriting Detection using Deep Learning Neural Network(CNN). International Journal of Advance Research and Innovative Ideas In Education, 10(2), 4724-4731.
MLA Style
Singh, Komal Laxman, et al. "Air-Handwriting Detection using Deep Learning Neural Network(CNN)." International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, 2024, pp. 4724-4731.
IEEE Style
Komal Laxman Singh, Amruta Dayanand Shinde, Vaishnavi Tukaram Darkunde, Prof. Poonam Kharat, and Dr. D.B. Hanchante, "Air-Handwriting Detection using Deep Learning Neural Network(CNN)," International Journal of Advance Research and Innovative Ideas In Education, vol. 10, no. 2, pp. 4724-4731, 2024.
Vancouver Style
Singh Komal Laxman, Shinde Amruta Dayanand, Darkunde Vaishnavi Tukaram, Kharat Prof. Poonam, Hanchante Dr. D.B.. Air-Handwriting Detection using Deep Learning Neural Network(CNN). International Journal of Advance Research and Innovative Ideas In Education. 2024;10(2):4724-4731.
Harvard Style
Singh, Komal Laxman, Shinde, Amruta Dayanand, Darkunde, Vaishnavi Tukaram, Kharat, Prof. Poonam, & Hanchante, Dr. D.B. (2024) 'Air-Handwriting Detection using Deep Learning Neural Network(CNN)', International Journal of Advance Research and Innovative Ideas In Education, 10(2), pp. 4724-4731.
Chicago Style
Singh, Komal Laxman, et al. "Air-Handwriting Detection using Deep Learning Neural Network(CNN)." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 4724-4731.
Turabian Style
Singh, Komal Laxman, et al. "Air-Handwriting Detection using Deep Learning Neural Network(CNN)." International Journal of Advance Research and Innovative Ideas In Education 10, no. 2 (2024): 4724-4731.
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