posted on 2009-01-01, 00:00authored byGarratt Gallagher, Siddhartha Srinivasa, J. Andrew Bagnell, Dave Ferguson
We present GATMO (Generalized Approach to
Tracking Movable Objects), a system for localization and map-
ping that incorporates the dynamic nature of the environment
while maintaining semantic labels. Objects in the environment
are broken down into multiple mobility levels, from static
(walls) to highly mobile (people), by maintaining a history of
object movement. Object classification is accomplished through
a multi-layer, multi-hypothesis approach that does not rely on
any static features such as shape or size. Maps are stored in
an efficient manner that incorporates a history of previous
orientations of each object. GATMO is initialized with a static
map; it subsequently changes the map over time as objects in
the map change position.