Publications
Attack detection in an autonomous entrance system using optical flow
| Author | Siegmund, Dirk; Fu, Biying; Samartzidis, Timotheos; Wainakh, Aidmar; Kuijper, Arjan; Braun, Andreas |
|---|---|
| Date | 2016 |
| Type | Conference Paper |
| Abstract | 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. |
| Conference | International Conference on Imaging for Crime Detection and Prevention (ICDP) 2016 |
| Url | https://publica.fraunhofer.de/handle/publica/397324 |
