Affiliation:
1. SRM Institute of Science and Technology
Abstract
There is a communication lag between deaf-mutes and normal people. To overcomethat, we are providing information access and services to deaf-mute people in Indian Sign Language (ISL) and developing a flexible project that can be enlarged to capture the entire lexicon of Indian Sign Language via physical gestures like hand expressions and non-manual signs like facial expressions by developing and building a training model using machine learning algorithms. Sign language recognition uses image-based manual and non-manual gestures. Here we used figure recognition to identify manual and non-manual gestures. Finding expression gestures and analyzing finger movements to determine what the deaf-dumb individual is saying. In Python, the MediaPipe recognizes the hand signs and facial gestures of a person. These modules were developed to assist people with non-identical motions. This paper presents figure identification of Indian Sign Language via hand and facial gestures, as well asits integration with a chatbot as transcript output.
Publisher
Trans Tech Publications Ltd
Reference16 articles.
1. Divya, K. S., Subha, R., & Palaniswami, S. (2014). Similar words identification using naive and tf-idf method. International Journal of Information Technology and Computer Science (IJITCS), 6(11), 42.
2. Subha, R., & Palaniswami, S. (2013, January). Quality factor assessment and text summarization of unambiguous natural language requirements. In International Conference on Advances in Computing, Communication and Control (pp.131-146). Springer, Berlin, Heidelberg.
3. Subha, R., & Palaniswami, S. (2013). Ontology extraction and semantic ranking of unambiguous requirements. Life Science Journal, 10(2), 131-8.
4. S Sampath Kumar & R. Rajeswari, An Automated Crop and Plant Disease Identification Scheme Using Cognitive Fuzzy C-Means Algorithm,, IETE Journal of Research, (2020).
5. S Sampath Kumar & R. Rajeswari, Heuristic Optimization Using Gene Navigation with the Gravitational Search Algorithm,, Journal of Electrical Engineering, Vol. 19, No. 2, (2019).