Title :
A method of object tracking based on particle filter and optical flow to avoid degeneration problem
Author :
Kodama, Takahiro ; Yamaguchi, Teruo ; Harada, Hiroshi
Author_Institution :
Grad. Sch. of Sci. & Technol., Kumamoto Univ., Kumamoto, Japan
Abstract :
In this paper, we propose the technique for tracking the velocity of objects that combines the particle filter with optical flow. If the feature of the target is unknown, some conventional particle filters are hard to apply. This problem can be solved by estimation method of optical flow. Moreover, we introduce a new idea. If particles relocate out of the image, particles are salvaged. When a new object appear in the image, new particles are reassigned. Experimental results show that unstructured multiple objects can be tracked.
Keywords :
image sequences; object detection; particle filtering (numerical methods); object tracking; optical flow; particle filter; Adaptive optics; Equations; Mathematical model; Optical filters; Optical imaging; Optical sensors; Tracking; Object Tracking; Optical Flow; Particle Filter;
Conference_Titel :
SICE Annual Conference 2010, Proceedings of
Conference_Location :
Taipei
Print_ISBN :
978-1-4244-7642-8