TY - JOUR
T1 - Contextual Template Matching
T2 - A Distance Measure for Patterns with Hierarchically Dependent Features
AU - Ben-Bassat, Moshe
AU - Zaidenberg, Lev
PY - 1984/3
Y1 - 1984/3
N2 - Contextual template matching refers to situations where the feature sets of the two templates under consideration may not be identical, but are rather contingent on the context within which these templates are observed. This paper addresses context-dependent template matching where the relevancy of certain features to a given object is contingent on the value of higher level features. In such situations portions of the patterns for two objects X and Y may not be comparable, and therefore classical distance measures are not applicable. A framework for describing pattern spaces with hierarchically dependent features-named conditional patterns spaces(CPS)-is presented, and a distance measure for comparing objects in a CPS is developed and illustrated on archaeological objects. This measure satisfies several desired properties of distance measures, such as the metric requirements.
AB - Contextual template matching refers to situations where the feature sets of the two templates under consideration may not be identical, but are rather contingent on the context within which these templates are observed. This paper addresses context-dependent template matching where the relevancy of certain features to a given object is contingent on the value of higher level features. In such situations portions of the patterns for two objects X and Y may not be comparable, and therefore classical distance measures are not applicable. A framework for describing pattern spaces with hierarchically dependent features-named conditional patterns spaces(CPS)-is presented, and a distance measure for comparing objects in a CPS is developed and illustrated on archaeological objects. This measure satisfies several desired properties of distance measures, such as the metric requirements.
KW - Atificial intelligence
KW - clustering
KW - pattern recognition
KW - reasoning by analogy
KW - similarity measures
KW - template matching
UR - http://www.scopus.com/inward/record.url?scp=0021386447&partnerID=8YFLogxK
U2 - 10.1109/TPAMI.1984.4767503
DO - 10.1109/TPAMI.1984.4767503
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AN - SCOPUS:0021386447
SN - 0162-8828
VL - PAMI-6
SP - 201
EP - 211
JO - IEEE Transactions on Pattern Analysis and Machine Intelligence
JF - IEEE Transactions on Pattern Analysis and Machine Intelligence
IS - 2
ER -