1. A method for improving differentiation in a gesture based security system comprising: receiving an image based feed from a camera communicatively coupled to the gesture based security system, the camera having a view of a first secured area; recognizing a first gesture within the feed producing a first recognized gesture; determining that the first recognized gesture is an unclassified gesture for the first secured area; associating non-gesture metadata with the first recognized gesture; and transmitting the first recognized gesture and the associated non-gesture metadata for classification of the first recognized gesture, wherein the first recognized gesture is classified as one of an approved gesture within the first secured area, an unapproved gesture within the first secured area or a suspicious gesture within the first secured area.