TY - GEN
T1 - A comparison of feature extraction approaches for offline signature verification
AU - Rekik, Y.
AU - Houmani, N.
AU - El Yacoubi, M. A.
AU - Garcia-Salicetti, S.
AU - Dorizzi, B.
PY - 2011/8/12
Y1 - 2011/8/12
N2 - This paper proposes two systems for offline signature verification based on a global and on a local approach respectively. The features used consist of different kinds of geometrical, statistical and structural features. For comparison purposes, we used two baseline systems (global and local), both based on a larger number of features encoding the orientations of the strokes using mathematical morphology. Experiments are performed on two offline signature databases, namely DS2-50 and GPDS-104. The obtained results show that we may obtain similar performances even when using a much smaller but more discriminant set of features and that stability of the performance across different databases can be a real challenge.
AB - This paper proposes two systems for offline signature verification based on a global and on a local approach respectively. The features used consist of different kinds of geometrical, statistical and structural features. For comparison purposes, we used two baseline systems (global and local), both based on a larger number of features encoding the orientations of the strokes using mathematical morphology. Experiments are performed on two offline signature databases, namely DS2-50 and GPDS-104. The obtained results show that we may obtain similar performances even when using a much smaller but more discriminant set of features and that stability of the performance across different databases can be a real challenge.
U2 - 10.1109/ICMCS.2011.5945734
DO - 10.1109/ICMCS.2011.5945734
M3 - Conference contribution
AN - SCOPUS:79961240419
SN - 9781612847306
T3 - International Conference on Multimedia Computing and Systems -Proceedings
BT - 2011 International Conference on Multimedia Computing and Systems, ICMCS'11
T2 - 2011 International Conference on Multimedia Computing and Systems, ICMCS'11
Y2 - 7 April 2011 through 9 April 2011
ER -