Graduate School and Research Center In communication systems

Bag of soft biometrics for person identification : New trends and challenges

Dantcheva, Antitza; Velardo, Carmelo; D'angelo, Angela; Dugelay, Jean-Luc

Mutimedia Tools and Applications, Springer, October 2010

In this work we seek to provide insight on the general topic of soft biometrics. We firstly present a new refined definition of soft biometrics, emphasizing on the aspect of human compliance, and then proceed to identify candidate traits that accept this novel definition. We then address relations between traits and discuss associated benefits and limitations of these traits. We also consider two novel soft biometric traits, namely weight and color of clothes and we analyze their reliability. Related promising results on the performance are provided. Finally, we consider a new application, namely human identification solely carried out by a bag of facial, body and accessory soft biometric traits, and as an evidence of its practicality, we provide preliminary promising results.

Document Doi Bibtex

Keywords:Soft biometrics - Weight - Clothes color - Bag of soft biometrics - Human identification - Multibiometrics - Biometrics
Department:Multimedia Communications
Eurecom ref:3247
Copyright: © Springer. Personal use of this material is permitted. The definitive version of this paper was published in Mutimedia Tools and Applications, Springer, October 2010 and is available at :
Bibtex: @article{EURECOM+3247, doi = {}, year = {2010}, month = {10}, title = {{B}ag of soft biometrics for person identification : {N}ew trends and challenges}, author = {{D}antcheva, {A}ntitza and {V}elardo, {C}armelo and {D}'angelo, {A}ngela and {D}ugelay, {J}ean-{L}uc}, journal = {{M}utimedia {T}ools and {A}pplications, {S}pringer, {O}ctober 2010}, url = {} }
See also: