Initialization and Setup in Gesture Detection Applications

The process begins with the loading of essential libraries and models. The ml5.js library, known for its user-friendly interface for machine learning in JavaScript, is the backbone of this application. Specifically, the BodyPose model is crucial for real-time pose estimation, as it accurately identifies key points on the human body, such as joints and limbs. In conjunction with this, a custom-trained neural network model is loaded, tailored to classify specific gestures that the application aims to recognize, such as “Star,” “Leaning,” and “Standing.”