Publikationen
Attack detection in an autonomous entrance system using optical flow
Autor | Siegmund, Dirk; Fu, Biying; Samartzidis, Timotheos; Wainakh, Aidmar; Kuijper, Arjan; Braun, Andreas |
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Datum | 2016 |
Art | Conference Paper |
Abstrakt | Unstaffed access control portals are becoming more common in high security areas. Existing systems require expensive hardware, or are sensitive to changing environmental conditions. We present a single camera system for a mantrap which is able to verify that only one individual is in the designated transit area. Our novel approach combines optical flow and machine-learning classification. A database was created that consists of images of attempted attacks and regular verification. The results show that our approach provides competitive results and outperforms detection rates in several attack scenarios. |
Konferenz | International Conference on Imaging for Crime Detection and Prevention (ICDP) 2016 |
Url | https://publica.fraunhofer.de/handle/publica/397324 |