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Fast detection of abnormal events in videos with binary features
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Leyva, Roberto, Sanchez Silva, Victor and Li, Chang-Tsun (2018) Fast detection of abnormal events in videos with binary features. In: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Calgary, AB, Canada, 15-20 Apr 2018 ISBN 9781538646588. ISSN 2379-190X. doi:10.1109/ICASSP.2018.8461759
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Official URL: http://dx.doi.org/10.1109/ICASSP.2018.8461759
Abstract
Millions of surveillance cameras are currently installed in public places around the world, making it necessary to intel- ligently analyse the acquired data to detect the occurrence of abnormal events. A vast number of methods to detect such events have been recently proposed; unfortunately, there is a lack of methods capable of detecting these events as frames are acquired, also known as online processing. In this paper, we present an online framework for video anomaly detection that employs binary features to encode motion information, and low-complexity probabilistic models for detection. Evaluation results on the popular UCSD dataset and on a recently introduced real-event video surveillance dataset show that our framework outperforms non-online and online methods.
| Item Type: | Conference Item (Paper) | ||||||
|---|---|---|---|---|---|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||||
| Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
| Publisher: | IEEE | ||||||
| ISBN: | 9781538646588 | ||||||
| ISSN: | 2379-190X | ||||||
| Official Date: | 2018 | ||||||
| Dates: |
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| DOI: | 10.1109/ICASSP.2018.8461759 | ||||||
| Status: | Peer Reviewed | ||||||
| Publication Status: | Published | ||||||
| Access rights to Published version: | Restricted or Subscription Access | ||||||
| Funder: | Mexico. Secretaría de Educación Pública, Consejo Nacional de Ciencia y Tecnología, H2020 European Research Council | ||||||
| Grant number: | 690907 | ||||||
| Conference Paper Type: | Paper | ||||||
| Title of Event: | 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | ||||||
| Type of Event: | Conference | ||||||
| Location of Event: | Calgary, AB, Canada | ||||||
| Date(s) of Event: | 15-20 Apr 2018 |
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