Modified CNN Model for Hand Gesture Recognition Using Sign Language

In this article an enhanced accuracy of hand gesture recognition using data augmentation is presented. The proposed model has base on the CNN with data augmentation to recognize static hand gestures. The model has tested on 7172 images after being trained on 27,455 images. The accuracy of the model using supplemented data was $99.76 \%$, which is nearly greater than the accuracy of the CNN model without augmentation ($86.87 \%$).

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Publication Details

Published
2024-10-21
DOI
https://doi.org/10.23919/ituk62727.2024.10772955
Primary Topic
Hand Gesture Recognition Systems
Type
article
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article

Modified CNN Model for Hand Gesture Recognition Using Sign Language

Rajesh Singh, Abhishek Kumar Mishra
Hand Gesture Recognition Systems
article

Modified CNN Model for Hand Gesture Recognition Using Sign Language

Rajesh Singh, Abhishek Kumar Mishra
article en

Abstract

In this article an enhanced accuracy of hand gesture recognition using data augmentation is presented. The proposed model has base on the CNN with data augmentation to recognize static hand gestures. The model has tested on 7172 images after being trained on 27,455 images. The accuracy of the model using supplemented data was $99.76 \%$, which is nearly greater than the accuracy of the CNN model without augmentation ($86.87 \%$).

IFTM University (IN)
Openalex Percentile: Top 77%
Hand Gesture Recognition Systems
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Modified CNN Model for Hand Gesture Recognition Using Sign Language — Rajesh Singh, Abhishek Kumar Mishra · (2024) | TGRS Research Map | TGRS