Title :
Motion of disturbances: detection and tracking of multi-body non-rigid motion
Author :
Halevi, Gilad ; Weinshall, Daphna
Author_Institution :
Inst. of Comput. Sci., Hebrew Univ., Jerusalem, Israel
Abstract :
We present a new approach to the tracking of very non rigid patterns of motion, such as water flowing down a stream. The algorithm is based on a “disturbance map”, which is obtained by linearly subtracting the temporal average of the previous frames from the new frame. Every local motion creates a disturbance having the form of a wave, with a “head” at the present position of the motion and a historical “tail” that indicates the previous locations of that motion. These disturbances serve as loci of attraction for “tracking particles” that are scattered throughout the image. The algorithm is very fast and can be performed in real time. We provide excellent tracking results on various complex sequences, using both stabilized and moving cameras, showing: a busy ant column, waterfalls, rapids and, flowing streams, shoppers in a mall, and cars in a traffic intersection
Keywords :
computer vision; motion estimation; busy ant column; disturbance map; flowing streams; motion of disturbances; multibody nonrigid motion tracking; rapids; shoppers; temporal average; traffic intersection; waterfalls; Computer science; Computer vision; Data mining; Feature extraction; Motion detection; Object recognition; Object segmentation; Particle scattering; Shape; Tracking;
Conference_Titel :
Computer Vision and Pattern Recognition, 1997. Proceedings., 1997 IEEE Computer Society Conference on
Conference_Location :
San Juan
Print_ISBN :
0-8186-7822-4
DOI :
10.1109/CVPR.1997.609434