An Intelligent Security Camera System for Kidnapping Detection

Author:

Miyahara Akira, ,Nagayama Itaru

Abstract

In this paper, we propose an automated video surveillance system for kidnapping detection using featurebased characteristics. The localization of moving objects in a video stream and human behavior estimation are key techniques adopted by the proposed system. Some motion characteristics are determined from video streams, and using metrics such as a feature vector, the system automatically classifies the video streams into criminal and non-criminal scenes. The proposed system is called an intelligent security camera. We consider many types of scenarios for the training data set. After constructing the classifier, we use test sequences that are continuous video streams of human behavior consisting of several actions in succession. The experimental results show that the system can effectively detect criminal scenes, such as a kidnapping, by distinguishing human behavior.

Publisher

Fuji Technology Press Ltd.

Subject

Artificial Intelligence,Computer Vision and Pattern Recognition,Human-Computer Interaction

Reference14 articles.

1. National Police Agency of Japan, “Criminal Trends in Japan H23,” 2013, http://www.npa.go.jp/toukei/seianki/h23hanzaizyousei.pdf

2. A. Miyahara, N. Nakazato, and I. Nagayama, “Intelligent Security Camera by Using Motion Analysis and Recognition,” FIT2010 (Fukuoka), DVD, pp. 509-510, 2010.

3. A. Miyahara and I. Nagayama, “Intelligent Security Camera by Using Modified Skelton Analysis and Recognition,” FIT2011 (Hakodate), DVD, H-061, 2011.

4. C. Nakajima, S. Sato, Y. Shirai, and H. Ueno, “High-Speed Detection of Intruders from Image Sequences taken by Rotating Camera,” Trans. of IEE, C, Vol.127, No.3, pp. 259-366, 2007.

5. H. Fujiyoshi, A. J. Lipton, and T. Kanade, “Real-Time Human Motion Analysis by Image Skeltonization,” IEICE TransInf. & Syst., Vol.E87D, No.1, pp. 113-120, 2004.

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1. Advanced Intelligent Security Camera System for the Prediction of Snatching using Machine Learning;IEEJ Transactions on Industry Applications;2023-02-01

2. Surveillance based Child Kidnap Detection and Prevention Assistance;2022 IEEE 7th International conference for Convergence in Technology (I2CT);2022-04-07

3. Design and Development of a Mobile Wireless Video Streaming Mote;Wireless Personal Communications;2017-12-04

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