3D OBJECT RECOGNITION USING INVARIANT FEATURE INDEXING OF INTERPRETATION TABLES

被引：40

作者：

FLYNN, PJ ^{[1
]}

JAIN, AK ^{[1
]}

机构：

[1] MICHIGAN STATE UNIV,DEPT COMP SCI,E LANSING,MI 48824

来源：

CVGIP-IMAGE UNDERSTANDING | 1992年 / 55卷 / 02期

基金：

美国国家科学基金会;

关键词：

D O I：

10.1016/1049-9660(92)90012-R

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

This paper proposes a technique for 3D object recognition from range data. Our technique (which was motivated by recent work in geometric hashing) employs precompiled interpretation tables as a source of prototype hypotheses. These tables are indexed by invariant features computed from triples of surface patches. We describe a method for automated construction of interpretation tables from CAD models. Invariant features extracted from the input image are used to index the tables, retrieve prototype hypotheses, and bind them to scene entities. These candidate hypotheses are then ranked via computation of a matching score. The use of precompiled tables of hypotheses offers the potential for greater efficiency in the recognition step than techniques such as constrained search. Experiments demonstrate significant reductions in the number of incorrect hypotheses produced over a constrained search mechanism. © 1992.

引用

页码：119 / 129

页数：11

共 25 条

[11]

FLYNN PJ, 1990, THESIS MICHIGAN STAT

[12]

Grimson W. E. L., 1990, OBJECT RECOGNITION C

[13]

GRIMSON WEL, 1990, THIRD INTERNATIONAL CONFERENCE ON COMPUTER VISION, P334

[14] CAGD-BASED COMPUTER VISION [J].

HANSEN, C ;

HENDERSON, TC .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1989, 11 (11) :1181-1193

[15]

HUTCHINSON SA, 1989, JUN P CVPR 89 IEEE C, P541

[16] AUTOMATIC-GENERATION OF OBJECT RECOGNITION PROGRAMS [J].

IKEUCHI, K ;

KANADE, T .

PROCEEDINGS OF THE IEEE, 1988, 76 (08) :1016-1035

[17] EVIDENCE-BASED RECOGNITION OF 3-D OBJECTS [J].

JAIN, AK ;

HOFFMAN, R .

IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1988, 10 (06) :783-802

[18] AFFINE INVARIANT MODEL-BASED OBJECT RECOGNITION [J].

LAMDAN, Y ;

SCHWARTZ, JT ;

WOLFSON, HJ .

IEEE TRANSACTIONS ON ROBOTICS AND AUTOMATION, 1990, 6 (05) :578-589

[19]

Lamdan Y., 1991, Proceedings 1991 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (91CH2983-5), P22, DOI 10.1109/CVPR.1991.139655

[20]

Lamdan Y., 1988, Second International Conference on Computer Vision (IEEE Cat. No.88CH2664-1), P238, DOI 10.1109/CCV.1988.589995

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