Title :
Knowledge structuring and constraint satisfaction: the Mapsee approach
Author :
Mulder, Jan A. ; Mackworth, Alan K. ; Havens, William S.
Author_Institution :
Dept. of Math., Stat., & Comput. Sci., Dalhousie Univ., Halifax, NS, Canada
fDate :
11/1/1988 12:00:00 AM
Abstract :
Schema-based representations for visual knowledge are integrated with constraint satisfaction techniques. This integration is discussed in a progression of three sketch map interpretation programs: Mapsee-1, Mapsee-2, and Mapsee-3. The programs are evaluated by the criteria of descriptive and procedural adequacy. The evaluation indicates that a schema-based representation used in combination with a hierarchical arc-consistency algorithm constitutes a modular, efficient, and effective approach to the structured representation of visual knowledge. The schemata used in this representation are embedded in composition and specialization hierarchies. Specialization hierarchies are further expanded into discrimination graphs
Keywords :
computer vision; computerised pattern recognition; graph theory; knowledge representation; Mapsee approach; computer vision; computerized pattern recognition; discrimination graphs; hierarchical arc-consistency algorithm; map interpretation programs; schema-based representation; visual knowledge; Computational modeling; Computer vision; Councils; Knowledge acquisition; Layout; Machine vision; Mathematics; Object oriented modeling; Reflectivity; Statistics;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on