In this work, a new approach for personal authentication using palm image is presented. We design three ensembles of matchers which employ different feature representation schemes of the images: Discrete Cosine Coefficients; Invariant Local Binary Patterns; Gabor Filters. Each ensemble is obtained by varying the features used to train their matchers. Experimental results confirm that the three methods give complementary information which has been exploited by fusion rules. Finally, we combine our Palm based method system with other biometric characteristics that can be extracted from the hand (middle finger, ring finger, hand geometry), obtaining a further improvement of the performance.

Ensemble of multiple Palmprint representation / Nanni L.; Lumini A.. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - STAMPA. - 36:(2009), pp. 4485-4490. [10.1016/j.eswa.2008.05.008]

Ensemble of multiple Palmprint representation

NANNI, LORIS;LUMINI, ALESSANDRA
2009

Abstract

In this work, a new approach for personal authentication using palm image is presented. We design three ensembles of matchers which employ different feature representation schemes of the images: Discrete Cosine Coefficients; Invariant Local Binary Patterns; Gabor Filters. Each ensemble is obtained by varying the features used to train their matchers. Experimental results confirm that the three methods give complementary information which has been exploited by fusion rules. Finally, we combine our Palm based method system with other biometric characteristics that can be extracted from the hand (middle finger, ring finger, hand geometry), obtaining a further improvement of the performance.
2009
Ensemble of multiple Palmprint representation / Nanni L.; Lumini A.. - In: EXPERT SYSTEMS WITH APPLICATIONS. - ISSN 0957-4174. - STAMPA. - 36:(2009), pp. 4485-4490. [10.1016/j.eswa.2008.05.008]
Nanni L.; Lumini A.
File in questo prodotto:
Eventuali allegati, non sono esposti

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11585/69109
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 27
  • ???jsp.display-item.citation.isi??? 17
social impact