Pakistan sign language to Urdu translator using Kinect

The lack of a standardized sign language, and the inability to communicate with hearing community through are two major issues confronting Pakistan's deaf dumb society. In this research, we have proposed an approach help eradicate one issues. Now, using framework, can normal people. purpose work is reduce struggles hearing-impaired people in Pakistan. A Kinect-based Pakistan language (PSL) Urdu translator being developed accomplish this. system’s dynamic segment works three phases: acquiring key points from dataset, training long short-term memory (LSTM) model, making real-time predictions sequences openCV integrated Kinect device. static image-based model garden, It also allows user input audio microphone. detect predict PSL performed front device produce translations Urdu.