After working with the algorithm for a while now I'm pretty impressed with its performance. Nevertheless there's a sense in which its a bit TOO discriminative for object recognition. Lowe's illumination example aside, a small change in lighting can easily thwart recognition. Is SIFT really summarizing essential characteristics of an object, or simply identifying a few "accidental" points that happen to be descriptive?