The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. Vol. XXXVII. Part B4. Beijing 2008
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substantially in terms of translations, rotations, and scale
changes. It should also be noted that a link (between nodes a
and e) in the map network does not exist in the image network.
This introduces inexact matching in the two networks, but only
in their structure.
Figure 4. Detected networks and their graphs
Figure 5 illustrates the convergence of the global compatibility
function under successive iterations until a maximum value is
reached. The result using all three attributes is shown by the
thinner curve (top) and its global compatibility increases faster
and converges earlier than when using two attributes
(connectivity and relative distance) only. The run time for this
experiment is 1.2218 seconds (with two attributes) and 1.4821
seconds (with all three attributes).
Figure 5. Comparison under inexact matching
The matching result is summarized in Table 1. It can be easily
seen that all nodes were matched correctly despite differences
in orientation (rotation, shift, and scales) between the two
networks, or even differences in their actual structure (the
presence of the a-e link).
a
b
c
d
e
f
Matching
result
V 6
V,
V 2
Vs
v 4
V 3
Table 1. Matching result
5.2 Test 2
In this test, we examine the robustness of our approach in exact
matching. M 2 in Figure 6 and M' in Figure 4 are two detected
networks used in this experiment. It should be noted that M 2 has
9 intersections and 13 edges, while M' only has 6 intersections
and 7 edges. These two datasets vary not only in structures like
the example in Test 1, but also in nodes of the graph.
Figure 6. Detected network M 2 from the map
In addition, as shown in Figure 7, there are four components in
M 2 marked with colors that have same topological pattern as
M'. Thus, topological attributes only would produce multiple
results.
Figure 7. Topologically similar components
The convergence of the global compatibility is shown in Figure
8. Similar as Figure 5, the result using all three attributes is
shown by the red curve (top) and its global compatibility
increases faster and converges earlier than when using two
attributes only. In this test, the matching starts to converge
after 30 iterations, slower than in Test 1 as we have relatively
complex networks for matching.
Figure 8. Global compatibility vs. iteration times
The matching result is graphically described in Figure 9.
Despite the topological similarity problems shown in Figure 7,
intersections in M' are correctly mapped to M 2 .