IEEE Geoscience and Remote Sensing Magazine - September 2021 - 61

issue has already been discussed in [17], where the authors
show that having training samples evenly spread across all
ground-truth CCs is not a realistic scenario for evaluating
classification methods in the remote sensing context.
In the following, we discuss the generalization of APs
in those two scenarios. First, in the " Generalization of
APs to Other Partially Annotated Images " section, we address
the problem of having data composed of a single
image but with a better separation between training and
testing pixels. To do so, we perform experiments using a
new split of the Gray-Potsdam and Pavia data sets. Then,
in the " Generalization of APs to Multiple-Image Data
Sets " section, we approach the case where the training
and testing sets belong to different images. We split the
Gray-Potsdam image so that APs can be computed separately
for training and testing pixels.
(a)
(b)
(c)
(d)
(e)
(f)
(g)
(h)
(i)
(j)
(k)
(l)
Thematic Classes:
Impervious Surfaces
Low Vegetation
Cars
Buildings
Trees
Background
FIGURE 8. The classification results of the Pavia data set (using the partition Pavi )a2 based on the proposed training and testing sets: the (a) image,
(b) training set, (c) test set, (d) four PCs, (e) AP-maxT, (f) AP-minT, (g) AP, (h) SDAP, (i) -a AP, (j) ~ -AP, (k) F ,nP (l) F ,aP (m) F an+ , and (n) TF-AP.
P
SEPTEMBER 2021 IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
61
(m)
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IEEE Geoscience and Remote Sensing Magazine - September 2021

Table of Contents for the Digital Edition of IEEE Geoscience and Remote Sensing Magazine - September 2021

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