Gesture recognition using only simple techniques
You can try looking at Hu invariant moments. They can be constructed from basic moments, and are rotation, scale, reflection, and translation invariant.

Calculate them for a set of training contours first, and then apply them to the test contour.

There are implementations in Matlab and OpenCV, as far as I remember.