1. A method of detecting an object of interest, the method comprising: generating a first signature for the object of interest based on an image of the object of interest; generating a second signature for a candidate object based on an image of a candidate object; calculating a similarity score by relating the first signature to the second signature; and determining if the image of the candidate object is an image of the object of interest based on the similarity score.