An extension of our 2009 BMVC paper has been accepted for publication in the International Journal of Computer Vision. Besides a more detailed evaluation on the completenss of combinations of local feature detectors, it covers the theory for a new sparse keypoint detector based on the maximum entropy principle. The print version of the paper will appear in summer 2010.