We are motivated to find a multi-touch gesture detection algorithm that is efficient, easy to implement, and scalable to real-time applications using 3D environments. Our approach tries to solve the recognition for gestures with the use of feature extraction without the need of any previous learning samples. Before showing our proposed solution, we describe some algorithms that attempt to solve similar problems. Finally, we describe our code to accomplish off-line gesture recognition.