Title :
Efficient Similarity Retrieval for Temporal Shape Sequences: A Case Study using Cardiac MR Images
Author :
Huang, Heng ; Makedon, Fillia ; Ford, James ; Shen, Li ; Wang, Yuhang ; Steinberg, Tilmann ; Gao, Ling ; Pearlman, Justin
Author_Institution :
Dartmouth Experimental Visualization Laboratory (DEVLAB) Department of Computer Science, hh@cs.dartmouth.edu
Abstract :
The spherical harmonics (SPHARM) approach has been used for the representation of shapes in many types of biomedical image data. We propose a SPHARM-based similarity comparison for shape sequences that allows fast similarity searches for dynamic objects and demonstrate it using 3D images of a beating heart. By using spherical harmonics to extract a small number of features that represent cardiac shape in each sequential state, we enable indexing and pruning of database entries with a multidimensional index tree (e.g. R*-tree) for fast retrieval. Our approach relies on obtaining selected landmarks to allow normalization within and between sequences. This framework is extensible to other application domains.
Keywords :
Biomedical imaging; Data mining; Heart; Image databases; Image retrieval; Indexes; Indexing; Multidimensional systems; Shape; Spatial databases;
Conference_Titel :
Engineering in Medicine and Biology Society, 2004. IEMBS '04. 26th Annual International Conference of the IEEE
Print_ISBN :
0-7803-8439-3
DOI :
10.1109/IEMBS.2004.1403914