International Archives of Photogrammetry and Remote Sensing, Vol. 32, Part 7-4-3 W6, Valladolid, Spain, 3-4 June, 1999
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c. Patches from SPOT using REGSEG
d. Patches from SPOT using OPTISEG
Figure 6. Segmentation algorithm applied to SAR and SPOT.
a. Patches from SAR using MUM
b. Patches from SAR using RWSEG
4. POLYGON MATCHING
The polygon matching method used in PAIRS and
ARCHANGEL are based on the work of Abbasi-Dezfouli and
Freeman (1994) and developed by Dowman et al. (1996). We
describe here a new method which has similarities with these
earlier methods. The method is summarised in Figure 7.
In previous work (Dowman et al. 1996, Dowman, 1998) chain
coding has been used. This technique is not used here, as studies
showed that it did not add to the success of results achieved
from the techniques in Figure 7.
The use of a cost function for image matching was described by
both Morgado and Dowman (1997) and Abbasi-Dezfouli and
Freeman (1994). However, both of these authors found that
there are some problems associated with its implementation. A
general point was that on its own it will not differentiate all the
good matches from the bad ones. This is because incorrect
matches sometimes give a low value for the cost function, and
correct matches sometimes give high values. Therefore, more
information has to be used to improve the matching results, such
as using a chain code method to describe the shapes of the
patches, or using the relative geometry of the matched patches
with respect to each other in order to highlight poor matches.
Although it was shown that both of these methods worked in the
examples cited by the authors, they would not necessarily work
here. The use of the chain code method was ruled out above.
The problem with using the relative geometry of matched
patches is that there may not be enough good matches to ensure
a reliable result could be determined, or too many bad but
geometrically similar matches could easily lead to an incorrect
result. Therefore, there is a question of robustness associated
with these two methods of improving the match results.