Enhancing Arabic Sign Language Interpretation: Leveraging Convolutional Neural Networks and Transfer Learning
Saad Al Ahmadi,
Farah Muhammad,
Haya Al Dawsari
Abstract:In a world essentializing communication for human connection, the deaf community encounters distinct barriers. Sign language, their main communication method is rich in hand gestures but not widely understood outside their community, necessitating interpreters. The existing solutions for sign language recognition depend on extensive datasets for model training, risking overfitting with complex models. The scarcity of details on dataset sizes and model specifics in studies complicates the scalability and verifi… Show more
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