GESTUNBET presents a novel approach to gesture recognition leveraging deep neural networks and advanced feature extraction techniques. This groundbreaking framework aims to robustly decode human gestures in real-time, with applications spanning various domains such as assistive technologies. GESTUNBET's distinctive combination of methods achieves s