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Fig. 4, right, gives the idea how we connect
ground points of one scan with the ones of its neighbors: The
basic observation is that points labeled ground in individual
neighboring scans and denoting the same patch of path in the
environment would end up very close to each other after
registration. So it has proved sound to grow regions of drivable
surface around areas containing sufficiently many ground points
in sufficient density, disregarding from which individual scans
their labels were derived. Significant differences in absolute
point height are checked, as mentioned previously.
This strategy assumes that neighboring scans overlap sufficiently
well, to map the drivable surface sufficiently densely. While
this is no completely new requirement (registration itself also
needs some minimal overlap), we are still experimenting with
suitable combinations of point density requirements and efficient
scan distances.
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2006-03-16