A QUALITATIVE APPROACH TO DYNAMIC SCENE UNDERSTANDING

被引:2
作者
BHANU, B [1 ]
BURGER, W [1 ]
机构
[1] JOHANNES KEPLER UNIV,A-4040 LINZ,AUSTRIA
来源
CVGIP-IMAGE UNDERSTANDING | 1991年 / 54卷 / 02期
关键词
D O I
10.1016/1049-9660(91)90062-T
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Vision systems for mobile robots are required to handle complex dynamic scenes. Vehicle motion and individually moving objects in the field of view contribute to a continually changing camera image. The goal of "dynamic scene understanding" is to find consistent explanations for all changes in the image in terms of three-dimensional camera motion, individual object-motion, and static scene structure. We describe a new approach to this problem which departs from previous work by emphasizing a qualitative line of reasoning and modeling. We have extended the original Focus-of-Expansion concept to the so-called Fuzzy FOE, where we do not compute a singular point in the image, but a connected image region that marks the approximate direction of heading. A rule-based reasoning engine analyzes the resulting "derotated" displacement field for certain events and incrementally builds a three-dimensional Qualitative Scene Model. This model comprises a collection of scene hypotheses, each representing a feasible and distinct interpretation of the current scene. This paper focuses on this qualitative approach for dynamic scene understanding. Examples are given for synthetic as well as for real outdoor image sequences. © 1991.
引用
收藏
页码:184 / 205
页数:22
相关论文
共 24 条
[2]  
BHANU B, 1989, MAY P DARPA IMAG UND, P370
[3]  
BHARWANI S, 1986 P IEEE WORKSH M, P73
[4]  
BOLLES RC, 1985, 3RD P IEEE WORKSH CO, P168
[5]  
BRUGER W, 10TH P INT JOINT C A, P819
[6]  
BRUSS AR, 1983, COMPUT VISION GRAPH, V12, P3
[7]  
BURGER W, IEEE C COMPUTER VISI, P563
[8]  
CLAYTON BD, 1985, ART PROGRAMMING MANU
[9]  
FAUGERAS OD, 1987, 1ST P INT C COMP VIS, P25
[10]   DIRECT COMPUTATION OF THE FOCUS OF EXPANSION [J].
JAIN, R .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1983, 5 (01) :58-64