DocumentCode :
2615653
Title :
Using spatial relationships as features in object recognition
Author :
Wang, Xiaomei ; Keller, James M. ; Gader, Paul
Author_Institution :
Dept. of Comput. Eng. & Comput. Sci., Missouri Univ., Columbia, MO, USA
fYear :
1997
fDate :
21-24 Sep 1997
Firstpage :
160
Lastpage :
165
Abstract :
Information about the spatial relationships among objects in an image is an important clue towards identifying the objects and in interpreting the contents of the scene. Four primitive spatial relations (LEFT, ABOVE, RIGHT, BELOW) were used as features in a handwritten digit recognition problem. The fuzzy membership values of these four relations between every pair of cavities in each handwritten digit were obtained from the neural network systems and the fuzzy morphology method proposed in the authors´ previous work. A feedforward backpropagation network was trained as a digit classifier. Promising results were obtained from the experiments, supporting the concepts that these features are useful for other complex classification problems such as automatic target recognition
Keywords :
backpropagation; character recognition; feature extraction; feedforward neural nets; image classification; object recognition; automatic target recognition; complex classification problems; digit classifier; features; feedforward backpropagation network; fuzzy membership values; fuzzy morphology method; handwritten digit cavities; handwritten digit recognition problem; image; neural network systems; object identification; object recognition; primitive spatial relations; scene content interpretation; spatial relationship; Computer science; Feature extraction; Fuzzy neural networks; Fuzzy sets; Fuzzy systems; Handwriting recognition; Layout; Morphology; Neural networks; Object recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Fuzzy Information Processing Society, 1997. NAFIPS '97., 1997 Annual Meeting of the North American
Conference_Location :
Syracuse, NY
Print_ISBN :
0-7803-4078-7
Type :
conf
DOI :
10.1109/NAFIPS.1997.624029
Filename :
624029
Link To Document :
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