Edge detection by Helmholtz principle

Citation
A. Desolneux et al., Edge detection by Helmholtz principle, J MATH IM V, 14(3), 2001, pp. 271-284
Citations number
34
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
JOURNAL OF MATHEMATICAL IMAGING AND VISION
ISSN journal
09249907 → ACNP
Volume
14
Issue
3
Year of publication
2001
Pages
271 - 284
Database
ISI
SICI code
0924-9907(2001)14:3<271:EDBHP>2.0.ZU;2-J
Abstract
We apply to edge detection a recently introduced method for computing geome tric structures in a digital image, without any a priori information. Accor ding to a basic principle of perception due to Helmholtz, an observed geome tric structure is perceptually "meaningful" if its number of occurences wou ld be very small in a random situation: in this context, geometric structur es are characterized as large deviations from randomness. This leads us to define and compute edges and boundaries (closed edges) in an image by a par ameter-free method. Maximal detectable boundaries and edges are defined, co mputed, and the results compared with the ones obtained by classical algori thms.