Cart (Loading....) | Create Account
Close category search window
 

Vehicle Classification on Multi-Sensor Smart Cameras Using Feature- and Decision-Fusion

Sign In

Cookies must be enabled to login.After enabling cookies , please use refresh or reload or ctrl+f5 on the browser for the login options.

Formats Non-Member Member
$31 $13
Learn how you can qualify for the best price for this item!
Become an IEEE Member or Subscribe to
IEEE Xplore for exclusive pricing!
close button

puzzle piece

IEEE membership options for an individual and IEEE Xplore subscriptions for an organization offer the most affordable access to essential journal articles, conference papers, standards, eBooks, and eLearning courses.

Learn more about:

IEEE membership

IEEE Xplore subscriptions

3 Author(s)
Klausner, A. ; Graz Univ. of Technol., Graz ; Tengg, A. ; Rinner, B.

In the proposed project we are working towards multi-sensor smart cameras, i.e., we augment vision-based cameras by additional sensors such as infrared and audio and, thus, transform a single smart camera into an embedded multi-sensor node. Our software framework for embedded online data fusion, called I-SENSE, which supports data fusion on different levels of data abstraction is presented. Further our fusion model is presented with the focus set on four main parts, namely (i) the acoustic and visual feature extraction, (ii) feature based data fusion and the feature selection algorithm, (iii) feature based decision modeling based on support vector machines (SVM) and (iv) decision modeling based on a modified Dempster-Shafer approach is discussed. Finally we demonstrate the feasibility of our multilevel data fusion approach with experimental results of our "vehicle classification" case study.

Published in:

Distributed Smart Cameras, 2007. ICDSC '07. First ACM/IEEE International Conference on

Date of Conference:

25-28 Sept. 2007

Need Help?


IEEE Advancing Technology for Humanity About IEEE Xplore | Contact | Help | Terms of Use | Nondiscrimination Policy | Site Map | Privacy & Opting Out of Cookies

A not-for-profit organization, IEEE is the world's largest professional association for the advancement of technology.
© Copyright 2014 IEEE - All rights reserved. Use of this web site signifies your agreement to the terms and conditions.