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UAV-based Approach to Extract Topographic and As-built Information by Utilising the OBIA Technique
Hairie Ilkham Sibaruddin, Helmi Zulhaidi Mohd Shafri, Biswajeet Pradhan, Nuzul Azam Haron
Journal of Geosciences and Geomatics
.
2018
, 6(3), 103-123 doi:10.12691/jgg-6-3-2
Figure 1.
Study area in INSTUN, Perak, Malaysia
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Figure 2.
Research methodology flowchart
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Figure 3a.
Orthomosaic
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Figure 3b.
DTM
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Figure 3c.
DSM
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Figure 3d.
Contour Line (1m)
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Figure 4a.
(scale: 5)
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Figure 4b.
(scale: 25)
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Figure 4c.
(scale: 50)
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Figure 4d.
(scale: 75)
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Figure 4
e
.
(scale: 125)
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Figure 4f.
(scale: 125)
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Figure 4g.
(scale: 150)
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Figure 4h.
(scale: 175)
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Figure 4i.
(scale: 200)
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Figure 4j.
(scale: 225)
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Figure 5a
.
Main effect plot (data means)
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Figure 5b
.
Main effect plot (SN ratio)
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Figure 6a.
Building & bare soil
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Figure 6b.
Road
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Figure 6c.
Water bodies &
grassland
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Figure 6d.
Urban tree
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Figure 6e.
Volleyball court (Impervious Surface)
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Figure 6f.
Shadow
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Figure 6g.
Bare soil & grassland
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Figure 6h.
Water bodies & Jetty (Impervious Surface)
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Figure 7.
Result of overall accuracies for the best of the five classifiers with increasing sample size
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Figure 8.
Kappa coefficient (KIA) of the five classifiers with increasing sample size
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Figure 9a.
Orthomosaic
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Figure 9b.
SVM classification
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Figure 9c.
RF classification
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Figure 9d.
NB classification
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Figure 9e.
DT classification
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Figure 9f.
KNN classification
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Figure 10.
Final topographic map based on the best accuracy of the SVM classifier
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