Imitation of gestures by robotic arms: A quality assessment approach
Keywords:
Learning by demonstration, imitation, metrics, robotic.Abstract
This article proposes
quantitative evaluation metrics
of imitation, suited for the
imitation of four gestures
performed by a robotic arm on
a simulation environment; for
each gesture, the metric relies
on a group of simple geometric
shapes. This approach broadens
the concept of imitation;
since common metrics just
accumulate the error between
the joints of the demonstrator
and the imitator along their
trajectories, in other words,
check for the exact replica of
the gesture performed by the
demonstrator. The results of the
proposed metric are compared
with an evaluation survey
conducted in human observers.