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You might also want to give the SURE 3D features a try:
code.google.com/p/sure-3d-features
They have been used for place recognition:
"Place Recognition using Surface Entropy Features"
www.ais.uni-bonn.de/papers/ICRA_WS_SPME_2012_Fiolka_et_al.pdf