CONVEX HULLS, OCCLUDING CONTOURS, ASPECT GRAPHS AND THE HOUGH TRANSFORM

Citation
M. Wright et al., CONVEX HULLS, OCCLUDING CONTOURS, ASPECT GRAPHS AND THE HOUGH TRANSFORM, Image and vision computing, 14(8), 1996, pp. 627-634
Citations number
15
Categorie Soggetti
Computer Sciences, Special Topics",Optics,"Engineering, Eletrical & Electronic","Computer Science Artificial Intelligence","Computer Science Software Graphycs Programming","Computer Science Theory & Methods
Journal title
ISSN journal
02628856
Volume
14
Issue
8
Year of publication
1996
Pages
627 - 634
Database
ISI
SICI code
0262-8856(1996)14:8<627:CHOCAG>2.0.ZU;2-K
Abstract
The Hough transform is a standard technique for finding features such as lines in images. Typically, edgels or other features are mapped int o a partitioned parameter or Hough space as individual votes. The targ et image features are detected as peaks in the Hough space. In this pa per we consider not just the peaks but the mapping of the entire shape boundary from image space to the Hough parameter space. We analyse th is mapping and illustrate correspondences between features in Hough sp ace and image space. Using this knowledge we present an algorithm to c onstruct convex hulls of arbitrary 2D shapes with smooth and polygonal boundaries as well as isolated point sets. We also demonstrate its ex tension to the 3D case. We then show how this mapping changes as we mo ve the origin in image space. The origin can be considered as a vantag e point from which to view the object, and the occluding contour can b e extracted easily from Hough space as those points where R = 0. We de monstrate the potential for tracking of transitions in the mapping to be used to construct an aspect graph of arbitrary 2D and 3D shapes.