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Volker Strobel edited section_Texton_based_Machine_Learning__.tex
almost 8 years ago
Commit id: bcc9438781ef979fd8b97bee3db62369606f71f6
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similar histograms.
\citet{de2009design} use textons as image features for distinguishing
between three height classes during
flight~\cite{de2009design}. flight. Using
a nearest neighbor classifier, their approach achieves a height
classification error of approximately 22\,\% on a hold-out test set.
This enables a flapping-wing MAV during an experiment to roughly hold
its height. In another work, \citet{de2012appearance} introduce
the \emph{appearance variation
cue} cue}, which is based on textons, for estimating the proximity to
objects~\cite{de2012appearance}. Since closer objects should have less
variation, these objects should appear less varied. Using this method,
their MAV is successfully able to avoid obstacles in a $5m \times 5m$