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Abnormal Motion Detection in a Real-Time Smart Camera System

Tehrani, Mona Akbarniai; Kleihorst, Richard; Meijer, Peter and Spaanenburg, Lambert LU (2009) 3rd ACM/IEEE International Conference on Distributed Smart Cameras In Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009. ICDSC 2009 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:
author
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
in
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
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
2010-04-28 09:35:09
date last changed
2016-10-13 04:38:17
@misc{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},
  isbn         = {978-1-4244-4620-9},
  language     = {eng},
  pages        = {410--416},
  publisher    = {ARRAY(0x7af6530)},
  series       = {Third ACM/IEEE International Conference on Distributed Smart Cameras, 2009. ICDSC 2009},
  title        = {Abnormal Motion Detection in a Real-Time Smart Camera System},
  url          = {http://dx.doi.org/10.1109/ICDSC.2009.5289359},
  year         = {2009},
}