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@ctguell, I guess you're using people detector on ground plane from pcl aren't you ? We also gave it a try but as our robot camera shoots on below, the algorithm didn't work very well. For now we're using a laser based people detection but I'm sure that taking care of ICP outliers would definitely be the best option.

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