Title :
Real-Time Object Tracking without Feature Extraction
Author :
Moritani, Takayuki ; Hiura, Shinsaku ; Sato, Kosuke
Author_Institution :
Graduate Sch. of Engeneering Sci., Osaka Univ., Toyonaka
Abstract :
In this paper we propose an appearance-based tracking method without any feature extraction from the images. At first, range-finder system or stereo cameras measure the shape of the incoming object to prepare a CG model of the object. Then many images are generated from the model and compared with input images captured by the cameras. Motion parameter of the object is modified to minimize the difference between generated and captured images, and the parameter tracks the motion of the real object precisely when minimization is converged. At the image generating stage, occlusion is also simulated and we can easily handle the visible region of the object
Keywords :
computer graphics; image motion analysis; object detection; real-time systems; appearance-based tracking; computer graphics model; object motion parameter; range-finder system; realtime object tracking; stereo cameras; Cameras; Character generation; Data mining; Equations; Feature extraction; Image generation; Image motion analysis; Motion estimation; Shape measurement; Tracking;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.966