Detecting straight lines in 3-D space using a Hough transform approach invo
lves a 4-D parameter space, which is cumbersome. In this paper, we show how
to detect families of parallel lines in 3-D space at a moderate computatio
nal cost by using a (2 + 2)-D Hough space. We first find peaks in the 2-D s
lope parameter space; for each of these peaks, we then find peaks in the in
tercept parameter space. Our experimental results on range images of boxes
and blocks indicate that the method works quite well. (C) 2000 Elsevier Sci
ence B.V. All rights reserved.