DocumentCode
1265069
Title
Achieving generalized object recognition through reasoning about association of function to structure
Author
Stark, L. ; Bowyer, K.
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
Volume
13
Issue
10
fYear
1991
Firstpage
1097
Lastpage
1104
Abstract
An attempt is made to demonstrate the feasibility of defining an object category in terms of the functional properties shared by all objects in the category. This form of representation should allow much greater generality. A complete system has been implemented that takes the boundary surface description of a 3D object as its input and attempts to recognize whether the object belongs to the category ´chair´ and, if so, into which subcategory if falls. This is, to the authors´ knowledge, the first implemented system to explore the use of a purely function-based definition of an object category (that is, no explicit geometric or structural model) to recognize 3D objects. System competence has been evaluated on a database of over 100 objects, and the results largely agree with human interpretation of the objects.<>
Keywords
computerised pattern recognition; computerised picture processing; inference mechanisms; knowledge based systems; boundary surface description; chair recognition; function-based object category definition; function/structure association; object recognition; reasoning; Artificial intelligence; Automatic programming; Conferences; Humans; Object recognition; Program processors; Robotics and automation; Robots; Solid modeling; Spatial databases;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/34.99242
Filename
99242
Link To Document