Our visual system preferentially groups contour segments that not only have
the same orientation but are colinear as well. Long-range horizontal conne
ctions are thought to play an important role in context-dependent modificat
ions of neuronal responses. Since the topology of these connections shows a
close relation to the perceptual grouping criterion of colinearity, we tes
ted whether the statistical properties of real world images are biased towa
rds colinear contours. By wavelet analysis we detected contours in images o
f natural environments and calculated their spatial correlations. In urban
as well as in natural environments, the correlations between colinear conto
ur segments were larger than the correlations for parallel contour segments
. These observations indicate that colinear contour segments dominate real
world images and thus might bias the functional and structural development
of our visual system. (C) 2001 Elsevier Science B.V. All rights reserved.