Title :
Registration of region of interest for object tracking applications in wide area motion imagery
Author :
Jackovitz, K. ; Asari, Vijayan ; Balster, Eric ; Vasquez, Juan ; Hytla, P.
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Dayton, Dayton, OH, USA
Abstract :
Image registration or stabilization is a task that has been focused on in many fields in image processing. Many methods are available for registering two images, but when dealing with wide area motion imagery, registration of the full scene can be taxing computationally. The proposed algorithm is an application utilizing two existing registration methods to stabilize a specific region of interest in an aerial image database. The registration tools implemented during this application are a phase correlation method and the efficient second-order minimization method. The combination of both registration functions act as a coarse-to-fine image registration algorithm. The goal of this application is to output a set of registered smaller sized images from the larger dataset for the use in detection and tracking of objects in wide area imagery. Experiments performed on several image streams show that the proposed technique is effective and gives high registration accuracy.
Keywords :
image motion analysis; image registration; minimisation; object detection; object tracking; visual databases; aerial image database; coarse-to-fine image registration algorithm; full scene registration; image processing; image stabilization; image streams; object tracking applications; objects detection; phase correlation method; region of interest registration; region of interest stabilization; registration tools; second-order minimization method; wide area motion imagery; Computer Vision; Image Processing; Image Registration/Stabilization; Template Tracking; Wide Area Motion Imagery;
Conference_Titel :
Applied Imagery Pattern Recognition Workshop (AIPR), 2012 IEEE
Conference_Location :
Washington, DC
Print_ISBN :
978-1-4673-4558-3
DOI :
10.1109/AIPR.2012.6528202