Registering Two Overlapping Range Images

The problem is to find the registration between two overlapping range images. The assumption is that these range images have significant overlap. The idea is to use the co-registered intensity image to solve the problem. First we find feature points in this intensity image, then we match these feature points between the two images. We make no assumptions with regards to the two image postions, they are unconstrained.