CORE
🇺🇦
make metadata, not war
Services
Services overview
Explore all CORE services
Access to raw data
API
Dataset
FastSync
Content discovery
Recommender
Discovery
OAI identifiers
OAI Resolver
Managing content
Dashboard
Bespoke contracts
Consultancy services
Support us
Support us
Membership
Sponsorship
Community governance
Advisory Board
Board of supporters
Research network
About
About us
Our mission
Team
Blog
FAQs
Contact us
research
Security event recognition for visual surveillance
Authors
I. Colomina
C. Heipke
+10 more
K. Jacobsen
Wentong Liao
B. Rosenhahn
F. Rottensteiner
J. Skaloud
U. Stilla
Chun Yang
M.Y. Yang
Michael Yang
A. Yilmaz
Publication date
1 January 2017
Publisher
Göttingen : Copernicus GmbH
Doi
Cite
Abstract
With rapidly increasing deployment of surveillance cameras, the reliable methods for automatically analyzing the surveillance video and recognizing special events are demanded by different practical applications. This paper proposes a novel effective framework for security event analysis in surveillance videos. First, convolutional neural network (CNN) framework is used to detect objects of interest in the given videos. Second, the owners of the objects are recognized and monitored in real-time as well. If anyone moves any object, this person will be verified whether he/she is its owner. If not, this event will be further analyzed and distinguished between two different scenes: moving the object away or stealing it. To validate the proposed approach, a new video dataset consisting of various scenarios is constructed for more complex tasks. For comparison purpose, the experiments are also carried out on the benchmark databases related to the task on abandoned luggage detection. The experimental results show that the proposed approach outperforms the state-of-the-art methods and effective in recognizing complex security events. © 2017 Copernicus GmbH. All rights reserved
Similar works
Full text
Open in the Core reader
Download PDF
Available Versions
Directory of Open Access Journals
See this paper in CORE
Go to the repository landing page
Download from data provider
oai:doaj.org/article:d7a58157e...
Last time updated on 13/10/2017
Crossref
See this paper in CORE
Go to the repository landing page
Download from data provider
info:doi/10.5194%2Fisprs-annal...
Last time updated on 05/06/2019
Institutionelles Repositorium der Leibniz Universität Hannover
See this paper in CORE
Go to the repository landing page
Download from data provider
oai:www.repo.uni-hannover.de:1...
Last time updated on 02/05/2018
NARCIS
See this paper in CORE
Go to the repository landing page
Download from data provider
Last time updated on 19/03/2018
University of Twente Research Information
See this paper in CORE
Go to the repository landing page
Download from data provider
oai:ris.utwente.nl:publication...
Last time updated on 12/07/2023