Author : Summer Newton
Publisher :
ISBN 13 : 9781542693639
Total Pages : 34 pages
Book Rating : 4.6/5 (936 download)
Book Synopsis Robust Appearance Modeling for Pedestrian by : Summer Newton
Download or read book Robust Appearance Modeling for Pedestrian written by Summer Newton and published by . This book was released on 2017-02-03 with total page 34 pages. Available in PDF, EPUB and Kindle. Book excerpt: We present an object detection and tracking algorithm thataddresses the problem of multiple simultaneous targets tracking in realworldsurveillance scenarios. The algorithm is based on color changedetection and multi-feature graph matching. The change detector usesstatistical information from each color channel to discriminate betweenforeground and background. Changes of global illumination, dark scenes,and cast shadows are dealt with a pre-processing and post-processingstage. Graph theory is used to find the best object paths across multipleframes using a set of weighted object features, namely color, position,direction and size. The effectiveness of the proposed algorithm and theimprovements in accuracy and precision introduced by the use of multiplefeatures are evaluated on the VACE dataset.