文章基本信息

标题：On Identifying Terrorists Using Their Victory Signs
本地全文：下载
作者：Ahmad B. A. Hassanat
期刊名称：Psychologica Belgica
电子版ISSN：2054-670X
出版年度：2018
卷号：17
页码：27
DOI：10.5334/dsj-2018-027
语种：English
出版社：Ubiquity Press
摘要：In certain cases, the only evidence to identify terrorists, who are seen in digital images or videos is their hands’ shapes, particularly, the victory sign as performed by many of them when they intentionally hide their faces, and/or distort their voices. This paper proposes new methods to identify those persons for the first time from their victory sign. These methods are based on features extracted from the fingers areas using shape moments in addition to other features related to fingers contours. To evaluate the proposed methods and to show the feasibility of this study we have created a victory sign database for 400 volunteers using a mobile phone camera. The experimental results using different classifiers show encouraging identification results; as the best precision/recall were achieved by merging normalized features from both methods using linear discriminate analysis classifier with 96.6% precision and 96.3 recall. Such a high performance achieved by the proposed methods shows their great potential to be applied for terrorists’ identification from their victory sign.
关键词：hand geometry; hand segmentation; terrorist identification; victory sign; hand shape biometric