Classification of Sign language Using VGG16 and VGG19

The Translation System (TS) serves as a communication bridge for individuals with disabilities to interact with others in society. As computers play a vital role in our daily lives, advancements in human-computer interaction (HCI) have particularly benefited the deaf and mute community. Our proposed system aims to develop an intelligent translator that facilitates seamless communication between individuals with speech impairments and the general population. This system seeks to establish an effective and efficient means of communication for those with speaking deficiencies and regular individuals. The proposed system aims to convert sign language into written text using pre-trained models of VGG16 and VGG19, we used The Sign Language dataset consists of 27,455 training samples and 7,172 test samples, This model gave 97.5% with VGG16 and 96% with VGG19.