Tracking of Multiple objects Using 3D Scatter Plot Reconstructed by Linear Stereo Vision

Abstract

This paper presents a new method for tracking objects using stereo vision with linear cameras. Edge points extracted from the stereo linear images are first matched to reconstruct points that represent the objects in the scene. To detect the objects, a clustering process based on a spectral analysis is then applied to the reconstructed points. The obtained clusters are finally tracked throughout their center of gravity using Kalman filter and a Nearest Neighbour based data association algorithm. Experimental results using real stereo linear images are shown to demonstrate the effectiveness of the proposed method for obstacle tracking in front of a vehicle.

Authors and Affiliations

Safaa Moqqaddem, Yassine Ruichek, Raja Touahni, Abderrahmane Sbihi

Keywords

Related Articles

Application of Fuzzy Self-Optimizing Control Based on Differential Evolution Algorithm for the Ratio of Wind to Coal Adjustment of Boiler in the Thermal Power Plant

The types of coal are multiplex in domestic small and medium sized boilers, and with unstable ingredients, the method of maintaining the amount of wind and coal supply in a fixed proportion of the wind adjustment does no...

Recognition of Facial Expression Using Eigenvector Based Distributed Features and Euclidean Distance Based Decision Making Technique

In this paper, an Eigenvector based system has been presented to recognize facial expressions from digital facial images. In the approach, firstly the images were acquired and cropping of five significant portions from t...

A Proposed Quantitative Conceptual Model for the Assessment of Patient Clinical Outcome

The assessment of patient clinical outcome focuses on measuring various aspects of the patient’s health status after medical treatments and interventions. Patient clinical outcome assessment is a major concern in the cli...

Towards Analytical Modeling for Persuasive Design Choices in Mobile Apps

Persuasive technology has emerged as a new field of research in the past decade with its applications in various domains including web-designing, human-computer interaction, healthcare systems, and social networks. Altho...

User Perspective on External Value Creation Factors in Indonesia e-Commerce

Value creation is very important for the e-commerce companies in order to reach customers and increase company's value in the view of customer. Value creation mostly developed based on internal factor of the company. Thi...

Download PDF file
  • EP ID EP88948
  • DOI 10.14569/IJACSA.2014.051021#sthash.Tg1qeNgD.dpuf
  • Views 106
  • Downloads 0

How To Cite

Safaa Moqqaddem, Yassine Ruichek, Raja Touahni, Abderrahmane Sbihi (2014). Tracking of Multiple objects Using 3D Scatter Plot Reconstructed by Linear Stereo Vision. International Journal of Advanced Computer Science & Applications, 5(10), 146-155. https://europub.co.uk/articles/-A-88948