The approach employed to protect on-line signature templates
relies on a set of non-invertible transforms introduced. The considered
protection scheme can be applied to any biometric template which can be expressed in
terms of a set of different
time/space-dependent discrete finite sequences specifically, a non-invertible
transformation is applied to the set,
thus generating a transformed template,
which consists of discrete
sequences. As described in Section IV, the resulting transformed templates can
then be further processed, if the employed matcher is based on a sequence-based
modeling approach (e.g., Hidden Markov Models), or directly stored in the
system database, if the matcher works directly with sequence-based descriptions
(e.g., Dynamic Time Warping).
In this Section we detail the proposed protected on-line
signature-based recognition system. Specifically, it is assumed that the
employed acquisition device is able to capture the horizontal and vertical signature position trajectories,
and the signal regarding the
pressure applied by the pen, where is
a discrete time index, and is
the time duration of the signature in sampling units. A geometric
normalization, consisting of position normalization followed by rotation
alignment, is applied to the pen-position signals. Other four discrete time sequences are
then derived from and used as an additional set of functions, namely the
path-tangent angle, the path velocity magnitude, the log curvature radius, and the total acceleration magnitude. The acquired on-line signatures are then
represented by means of the set of sequences,
where
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