I want to evaluate different interest point detectors like FAST, MSER, DOH and DOG for images of certain kinds of objects.
As a first criterion I came up with repeatability under certain conditions like lighting or scale. I think it is also interesting to see which kind of region around a point favors a selection as interest point.
What are some more criteria to consider for that kind of evaluation?