The authors make the seemingly bold claim that "with such degree of invariance, it is unlikely that the SIFT-based features could perform well on a generic object recognition task." Is this a fair assessment? Has SIFT been applied with better results in the past to these datasets? If they are correct, I would think they could have found a better performing target for comparison to their own features.