MULTISTAGE SEGMENTATION OF OPTICAL-FLOW FIELD

Authors
Citation
Jg. Choi et Sd. Kim, MULTISTAGE SEGMENTATION OF OPTICAL-FLOW FIELD, Signal processing, 54(2), 1996, pp. 109-118
Citations number
16
Categorie Soggetti
Engineering, Eletrical & Electronic
Journal title
ISSN journal
01651684
Volume
54
Issue
2
Year of publication
1996
Pages
109 - 118
Database
ISI
SICI code
0165-1684(1996)54:2<109:MSOOF>2.0.ZU;2-Z
Abstract
This paper presents object-based segmentation of optical flow field an d its motion estimation method. A major difficulty in estimating gener al motion is that it requires a large area of support in order to achi eve a good estimation. Unfortunately, when the supporting area is larg e, it is very likely to have multiple moving objects. Thus, object-bas ed segmentation and general motion estimation are interdependent probl ems. To solve the-problem, we propose a multi-stage segmentation metho d which groups progressively the flow field into segments according to a hierarchy of motion models. The basic idea is to group uniform subr egions with respect to a simple motion model Into uniform regions with respect to a complex model using region growing technique. By the met hod, we can segment the flow field into several parabolic patches. For head-and-shoulder images, simulation results show that it can segment the flow held into meaningful regions such as head and shoulder.