Title :
Tracking performance of a foveated vision system
Author :
Bailey, Donald G. ; Bouganis, Christos-Savvas
Author_Institution :
Sch. of Eng. & Adv. Technol., Massey Univ., Palmerston North
Abstract :
Foveal images have variable spatial resolution, enabling a significant reduction in image size and data volume. Recently, a new class of active foveated vision system was proposed [1]. This paper examines the performance of this system for tracking a single target. It demonstrates that in the case of static targets, the fovea is able to be positioned within 1 pixel of the true target location within two frames. In the case of dynamic targets, it is demonstrated that there is a significant improvement over using a uniform low resolution image with the same number of pixels, where using a foveated image gives only a slight increase in tracking error compared with tracking the target using a high resolution image.
Keywords :
CMOS image sensors; computer vision; field programmable gate arrays; image resolution; target tracking; data volume; foveal images; foveated vision system; high resolution image; image size; tracking error; tracking performance; uniform low resolution image; variable spatial resolution; CMOS image sensors; Cameras; Field programmable gate arrays; Image resolution; Image sensors; Machine vision; Pixel; Sensor systems; Spatial resolution; Target tracking; Kalman filter; active vision; foveal vision; tracking;
Conference_Titel :
Autonomous Robots and Agents, 2009. ICARA 2009. 4th International Conference on
Conference_Location :
Wellington
Print_ISBN :
978-1-4244-2712-3
Electronic_ISBN :
978-1-4244-2713-0
DOI :
10.1109/ICARA.2000.4804029