DocumentCode :
3014525
Title :
LADAR scene description using fuzzy morphology and rules
Author :
Keller, James M. ; Gader, Paul ; Wang, Xiaomei
Author_Institution :
Dept. of Comput. Eng. & Comput. Sci., Missouri Univ., Columbia, MO, USA
fYear :
1999
fDate :
1999
Firstpage :
120
Lastpage :
129
Abstract :
This paper presents a method for automatically generating descriptions of scenes represented by digital images acquired using laser radar (LADAR). A method for matching the scenes to linguistic descriptions is also presented. Both methods rely on fuzzy spatial relations. Primitive spatial relations between objects are computed using fuzzy mathematical morphology and compared to a previous method based on training a neural network to learn human preferences. For each pair of objects in a scene, the primitive spatial relations are combined into complex spatial relations using a fuzzy rule base. A scene description is generated using the highest confidence rule outputs. Scene matching is performed using the outputs of the rules that correspond to the linguistic description. The results show that seemingly significant differences in spatial relationship definitions have little impact on system performance and that reasonable match scores and descriptions can be generated from the fuzzy system
Keywords :
computer vision; fuzzy logic; fuzzy set theory; image matching; image representation; learning (artificial intelligence); mathematical morphology; neural nets; optical radar; LADAR scene description; digital images; fuzzy mathematical morphology; fuzzy morphology; fuzzy rules; fuzzy spatial relations; fuzzy system; human preference; laser radar; linguistic descriptions; neural network training; scene matching; spatial relations; system performance; Computer networks; Digital images; Fuzzy neural networks; Humans; Impedance matching; Laser radar; Layout; Morphology; Neural networks; Radar imaging;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Vision Beyond the Visible Spectrum: Methods and Applications, 1999. (CVBVS '99) Proceedings. IEEE Workshop on
Conference_Location :
Fort Collins, CO
Print_ISBN :
0-7695-0050-1
Type :
conf
DOI :
10.1109/CVBVS.1999.781101
Filename :
781101
Link To Document :
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