Abnormal Motion Detection in a Real-Time Smart Camera System
(2009) 3rd ACM/IEEE International Conference on Distributed Smart Cameras p.410-416- Abstract
- This paper discusses a method for abnormal motion detection and its real-time implementation on a smart camera. Abnormal motion detection is a surveillance technique that only allows unfamiliar motion patterns to result in alarms. Our approach has two phases. First, normal motion is detected and the motion paths are trained, building up a model of normal behaviour. Feed-forward neural networks are here used for learning. Second, abnormal motion is detected by comparing the current observed motion to the stored model. A complete demonstration system is implemented to detect abnormal paths of persons moving in an indoor space. As platform we used a wireless smart camera system containing an SIMD (Single. Instruction Multiple-Data) processor... (More)
- This paper discusses a method for abnormal motion detection and its real-time implementation on a smart camera. Abnormal motion detection is a surveillance technique that only allows unfamiliar motion patterns to result in alarms. Our approach has two phases. First, normal motion is detected and the motion paths are trained, building up a model of normal behaviour. Feed-forward neural networks are here used for learning. Second, abnormal motion is detected by comparing the current observed motion to the stored model. A complete demonstration system is implemented to detect abnormal paths of persons moving in an indoor space. As platform we used a wireless smart camera system containing an SIMD (Single. Instruction Multiple-Data) processor for real-time detection of moving persons and an 8051 microcontroller for implementing the neural network. The 8051 also functions as camera host to broadcast abnormal events using Zig Bee to a main network system. (Less)
Please use this url to cite or link to this publication:
https://lup.lub.lu.se/record/1586357
- author
- Tehrani, Mona Akbarniai ; Kleihorst, Richard ; Meijer, Peter and Spaanenburg, Lambert LU
- organization
- publishing date
- 2009
- type
- Chapter in Book/Report/Conference proceeding
- publication status
- published
- subject
- host publication
- Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009. ICDSC 2009
- pages
- 410 - 416
- publisher
- IEEE - Institute of Electrical and Electronics Engineers Inc.
- conference name
- 3rd ACM/IEEE International Conference on Distributed Smart Cameras
- conference location
- Como, Italy
- conference dates
- 2009-08-30 - 2009-09-02
- external identifiers
-
- wos:000276178900063
- scopus:72149087952
- ISBN
- 978-1-4244-4620-9
- DOI
- 10.1109/ICDSC.2009.5289359
- language
- English
- LU publication?
- yes
- id
- 8ac12b3d-df60-402f-9d8b-881d8b96d453 (old id 1586357)
- date added to LUP
- 2016-04-04 10:08:53
- date last changed
- 2022-04-23 22:32:28
@inproceedings{8ac12b3d-df60-402f-9d8b-881d8b96d453,
abstract = {{This paper discusses a method for abnormal motion detection and its real-time implementation on a smart camera. Abnormal motion detection is a surveillance technique that only allows unfamiliar motion patterns to result in alarms. Our approach has two phases. First, normal motion is detected and the motion paths are trained, building up a model of normal behaviour. Feed-forward neural networks are here used for learning. Second, abnormal motion is detected by comparing the current observed motion to the stored model. A complete demonstration system is implemented to detect abnormal paths of persons moving in an indoor space. As platform we used a wireless smart camera system containing an SIMD (Single. Instruction Multiple-Data) processor for real-time detection of moving persons and an 8051 microcontroller for implementing the neural network. The 8051 also functions as camera host to broadcast abnormal events using Zig Bee to a main network system.}},
author = {{Tehrani, Mona Akbarniai and Kleihorst, Richard and Meijer, Peter and Spaanenburg, Lambert}},
booktitle = {{Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009. ICDSC 2009}},
isbn = {{978-1-4244-4620-9}},
language = {{eng}},
pages = {{410--416}},
publisher = {{IEEE - Institute of Electrical and Electronics Engineers Inc.}},
title = {{Abnormal Motion Detection in a Real-Time Smart Camera System}},
url = {{http://dx.doi.org/10.1109/ICDSC.2009.5289359}},
doi = {{10.1109/ICDSC.2009.5289359}},
year = {{2009}},
}