Fuzzy Image ProcessingFuzzy Image ProcessingUniversity of Waterloo  

Fuzzy Sets
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History

„... a pictorial object is a fuzzy set which is specified by some membership function defined on all picture points. From this point of view, each image point participates in many memberships. Some of this uncertainty is due to degradation, but some of it is inherent…In fuzzy set terminology, making figure/ground distinctions is equivalent to transforming from membership functions to characteristic functions.“ 1970, J.M.B. Prewitt

1965, Zadeh

Introduction of Fuzzy Sets

1966, Zadeh et al.

Patern Recognition as interpolation of membership functions

1969, Ruspini

Concept of Fuzzy Partitioning

1970, Prewitt

First Approach toward Fuzzy Image Understanding

1973, Dunn, Bezdek

First Fuzzy Clustering algorithm (FCM)

1977, Pal

Fuzzy Approach to Speech Recognition

1979, Rosenfeld

Fuzzy Geometry

1980-1986,
Rosendfeld et al.,
Pal et al.

Extension of Fuzzy Geometry,
 
New methods for enhancement / segmentation

End of 80s-90s

Dave/Krishnapuram/Bezdek
 
Russo/Krishnapuram
 
Bloch et al. / Di Gesu /
Sinha et al./De Baets /

and many others...

 

Different Fuzzy Clustering algorithms,
 

Rule-based Filters,
 

Fuzzy Morphology

 

 
 
 

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Created: June 1997

Updated: Nov 2004