Target tracking using multiple classifier systems and statistical process control | IEEE Conference Publication | IEEE Xplore

Target tracking using multiple classifier systems and statistical process control


Abstract:

Target tracking or identification from sensing images is a common task for many applications. In order to improve the performance of target identification, multiple class...Show More

Abstract:

Target tracking or identification from sensing images is a common task for many applications. In order to improve the performance of target identification, multiple classifier combination is used and the performance of several multiple classifier systems is demonstrated and evaluated in terms of their ability to correctly classify an agent's success or failure in relation to multisensory target tracking and detection. Experiments show that a statistical process control and multiple classifier combination can improve the performance of image classification and target identification, with boosting and bagging achieving higher accuracy rates. Accordingly, good performance is consistently derived from dynamic classier learning in terms of process control.
Published in: 2013 Africon
Date of Conference: 09-12 September 2013
Date Added to IEEE Xplore: 06 March 2014
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ISSN Information:

Conference Location: Pointe aux Piments, Mauritius

I. INTRODUCTION

TO a degree never known before, decision makers have access to vast amount of data. For making use of this information potential, the real-time data streams must not overwhelm the human beings involved. On the contrary, the data are to be fused to high quality information to provide decision support on various hierarchy levels. Being a challenging exploitation technology at the common interface of sensors, command and control systems, and the human decision makers, data and information fusion has a large potential for innovative intelligent, surveillance, reconnaissance systems in defence and civilian applications. Applications include radar and sonar based tracking of objects, navigation, air traffic control, etc.

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