Smith, Geoffrey M.; Morton, R. Daniel. 2010 Real World Objects in GEOBIA through the Exploitation of Existing Digital Cartography and Image Segmentation. Photogrammetric Engineering & Remote Sensing, 76 (2). 163-171.
Abstract
Descriptions of Geographic Object-Based Image Analysis
(GEOBIA) often identify image segmentation as the initial
step. This may be reasonable in some cases, but segmentation
might also be considered a “black art,” due to its image
dependence and the limited amount control available to
users. The resulting segments reflect the spectral structure of
the image rather than the physical structure of the landscape
with no one-to-one relationship between real world
objects and segments. Geographic analysis often begins in
the context of existing mapping. In regions with high quality
large scale cartography, an obvious question is why is this
information not used in the GEOBIA process? It is therefore
proposed that GEOBIA be redefined to use the best existing
real world feature datasets as the starting point before
segmentation is considered. Such an approach would
increase opportunities for integration, improve map update
initiatives, and widen uptake by end user communities.
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