DocumentCode :
3134403
Title :
An information system for material microstructures
Author :
Roberts, Kathrin ; Mucklich, Frank ; Schenkel, Ralf ; Weikum, Gerhard
Author_Institution :
Dept. of Comput. Sci., Karlsruhe Univ., Germany
fYear :
2004
fDate :
21-23 June 2004
Firstpage :
329
Lastpage :
332
Abstract :
This work presents an information system that supports a materialographic laboratory in class material samples based on microstructure images. The system uses database and Web technologies to manage its information and make it accessible to Internet users. Its core is a class based on support vector machines, that provides an automatic diagnosis of the material class of a given sample. The classifier uses texture features from an underlying image analysis, the so-called Haralick parameters, and stereologic features such as fractal dimension, Euler parameter, etc. In addition to the class the system provides a sensitivity analysis that allows the user to understand which features are most influential for certain class decisions. The system is fully operational and can be used on the Web.
Keywords :
Internet; chemistry computing; crystal microstructure; feature extraction; image classification; image texture; information management; support vector machines; visual databases; Euler parameter; Haralick parameters; Internet; Web technologies; automatic diagnosis; class material samples; database technologies; fractal dimension; image analysis; image classifications; information management; information system; material class; material microstructures; materialographic laboratory; microstructure images; sensitivity analysis; stereologic features; support vector machines; texture features; Image databases; Information management; Information systems; Internet; Laboratories; Management information systems; Microstructure; Spatial databases; Support vector machines; Technology management;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Scientific and Statistical Database Management, 2004. Proceedings. 16th International Conference on
ISSN :
1099-3371
Print_ISBN :
0-7695-2146-0
Type :
conf
DOI :
10.1109/SSDM.2004.1311224
Filename :
1311224
Link To Document :
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