Title :
Effective similarity search on voxelized CAD objects
Author :
Kriegel, Hans-Peter ; Kröger, Peer ; Mashael, Zahi ; Pfeifle, Martin ; Pötke, Marco ; Seidl, Thomas
Author_Institution :
Inst. for Comput. Sci., Univ. of Munich, Germany
Abstract :
Similarity search in database systems is becoming an increasingly important task in modern application domains such as multimedia, molecular biology, medical imaging and many others. Especially for CAD applications, suitable similarity models and a clear representation of the results can help to reduce the cost of developing and producing new parts by maximizing the reuse of existing parts. In this paper, we adapt two known similarity models to voxelized 3-D CAD data and introduce a new model based on eigenvectors. The experimental evaluation of our three similarity models is based on two real-world test datasets. Furthermore, we introduce hierarchical clustering as a new and effective way to analyse and compare similarity models. We show that both our similarity model as well as our evaluation procedure are suitable for industrial use.
Keywords :
CAD; content-based retrieval; eigenvalues and eigenfunctions; image retrieval; pattern clustering; visual databases; database systems; effective similarity search; eigenvectors; hierarchical clustering; real-world test datasets; similarity models; voxelized CAD objects; Application software; Biological system modeling; Biology; Biomedical imaging; Database systems; Design automation; Image databases; Multimedia databases; Solid modeling; Testing;
Conference_Titel :
Database Systems for Advanced Applications, 2003. (DASFAA 2003). Proceedings. Eighth International Conference on
Conference_Location :
Kyoto, Japan
Print_ISBN :
0-7695-1895-8
DOI :
10.1109/DASFAA.2003.1192365