GENERIC RECOGNITION OF ARTICULATED OBJECTS THROUGH REASONING ABOUT POTENTIAL FUNCTION

被引:19
作者
GREEN, K
EGGERT, D
STARK, L
BOWYER, K
机构
[1] UNIV EDINBURGH, DEPT ARTIFICIAL INTELLIGENCE, EDINBURGH EH1 2QL, MIDLOTHIAN, SCOTLAND
[2] UNIV PACIFIC, DEPT ELECT & COMP ENGN, STOCKTON, CA 95211 USA
[3] UNIV S FLORIDA, DEPT COMP SCI & ENGN, TAMPA, FL 33620 USA
关键词
D O I
10.1006/cviu.1995.1049
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A recognition system driven by the functional capabilities of objects should categorize objects according to their possible uses. For example, if an object provides an ''opposing finger grasp,'' ''opposing cutting blades,'' and a ''closable grasp that causes cutting,'' then it would be classified under the category ''scissors.'' Previous work in this area has not dealt with objects whose function depends on parts joined by articulated connections, This paper describes a function-based recognition system that can reason about articulated objects. The system is composed of two major stages. In the first stage, an articulated shape model is recovered from a sequence of observed shape instances, In the second stage, the articulated shape model is analyzed to determine its functional potential, The initial implementation of the system recognizes objects in the category ''scissors.'' Experimental results are presented for 24 different object shapes, with varying degrees of membership in this category. (C) 1995 Academic Press, Inc.
引用
收藏
页码:177 / 193
页数:17
相关论文
共 31 条
[1]   REPRESENTATION OF 3-DIMENSIONAL MOTION IN DYNAMIC SCENES [J].
ASADA, M ;
TSUJI, S .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1983, 21 (01) :118-144
[2]   ANALYSIS OF 3-DIMENSIONAL MOTIONS IN BLOCKS WORLD [J].
ASADA, M ;
YACHIDA, M ;
TSUJI, S .
PATTERN RECOGNITION, 1984, 17 (01) :57-71
[3]  
Binford T. O., 1982, INT J ROBOT RES, V1, P18
[4]  
Birnbaum L., 1993, Proceedings of IEEE Workshop on Qualitative Vision (Cat. No.93TH0521-5), P23, DOI 10.1109/WQV.1993.262953
[5]  
BOGONI L, 1994, 1ITH P INT C PATT RE, P837
[6]   FUNCTIONAL REPRESENTATION AS DESIGN RATIONALE [J].
CHANDRASEKARAN, B ;
GOEL, AK ;
IWASAKI, Y .
COMPUTER, 1993, 26 (01) :48-56
[7]   MAXIMAL MATCHING OF 3-D POINTS FOR MULTIPLE-OBJECT MOTION ESTIMATION [J].
CHEN, HH ;
HUANG, TS .
PATTERN RECOGNITION, 1988, 21 (02) :75-90
[8]   GENERATING AND GENERALIZING MODELS OF VISUAL OBJECTS [J].
CONNELL, JH ;
BRADY, M .
ARTIFICIAL INTELLIGENCE, 1987, 31 (02) :159-183
[9]  
GREEN K, 1994, AUG AAAI 94 WORKSH R, P56
[10]   ON THE RECOGNITION OF PARAMETERIZED 2D OBJECTS [J].
GRIMSON, WEL .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1989, 2 (04) :353-372