The Library
Abnormal event detection in videos using binary features
Tools
Leyva, Roberto, Sanchez Silva, Victor and Li, Chang-Tsun (2017) Abnormal event detection in videos using binary features. In: 2017 40th International Conference on Telecommunications and Signal Processing (TSP), Barcelona, Spain, 5-7 Jul 2017 ISBN 9781509039821. doi:10.1109/TSP.2017.8076061
Research output not available from this repository.
Request-a-Copy directly from author or use local Library Get it For Me service.
Official URL: http://dx.doi.org/10.1109/TSP.2017.8076061
Abstract
In this paper we address the problem of online video abnormal event detection. A vast number of methods to automatically detect abnormal events in videos have been recently proposed. However, the majority of these recently proposed methods cannot attain online performance; in other words, they cannot detect events as soon as they occur. Thus there is a lack of methods specifically aimed to detect events in online fashion. In this paper, we propose to incorporate binary features to detect abnormal events in an online manner. This is based on the fact that binary features are well known to require short processing times, compared to double-precision features. The main contribution of this work is then at the feature extraction step. Our experiment results of our binary-based framework show that our proposed binary features help to reduce processing times for anomalyotis reading detection, while outperforming other online methods, in terms of detection accuracy.
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: | 9781509039821 | ||||||
Official Date: | 2017 | ||||||
Dates: |
|
||||||
DOI: | 10.1109/TSP.2017.8076061 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Date of first compliant deposit: | 15 May 2020 | ||||||
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: | 2017 40th International Conference on Telecommunications and Signal Processing (TSP) | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Barcelona, Spain | ||||||
Date(s) of Event: | 5-7 Jul 2017 |
Request changes or add full text files to a record
Repository staff actions (login required)
View Item |