Deep Learning Recognition for Arabic Alphabet Sign Language RGB Dataset  

作　　者：Rabie El Kharoua Xiaoming Jiang Rabie El Kharoua;Xiaoming Jiang(School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, China)

机构地区：[1]School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang, China

出　　处：《Journal of Computer and Communications》2024年第3期32-51,共20页电脑和通信（英文）

摘　　要：This paper introduces a Convolutional Neural Network (CNN) model for Arabic Sign Language (AASL) recognition, using the AASL dataset. Recognizing the fundamental importance of communication for the hearing-impaired, especially within the Arabic-speaking deaf community, the study emphasizes the critical role of sign language recognition systems. The proposed methodology achieves outstanding accuracy, with the CNN model reaching 99.9% accuracy on the training set and a validation accuracy of 97.4%. This study not only establishes a high-accuracy AASL recognition model but also provides insights into effective dropout strategies. The achieved high accuracy rates position the proposed model as a significant advancement in the field, holding promise for improved communication accessibility for the Arabic-speaking deaf community.This paper introduces a Convolutional Neural Network (CNN) model for Arabic Sign Language (AASL) recognition, using the AASL dataset. Recognizing the fundamental importance of communication for the hearing-impaired, especially within the Arabic-speaking deaf community, the study emphasizes the critical role of sign language recognition systems. The proposed methodology achieves outstanding accuracy, with the CNN model reaching 99.9% accuracy on the training set and a validation accuracy of 97.4%. This study not only establishes a high-accuracy AASL recognition model but also provides insights into effective dropout strategies. The achieved high accuracy rates position the proposed model as a significant advancement in the field, holding promise for improved communication accessibility for the Arabic-speaking deaf community.

关 键 词：Convolutional Neural Network (CNN) AASL Dataset DROPOUT Deep Learning Communication Technology 

分 类 号：H31[语言文字—英语]