DocumentCode :
2140601
Title :
Parallel computation of the 3-D Euclidean distance transform on the SlMD hypercube computer
Author :
Lee, Yu-Hua ; Horng, Shi-Jinn
Author_Institution :
Dept. of Comput. Sci. & Inf. Eng., Ching Yun Inst. of Technol., Jung-Li, Taiwan
fYear :
2003
fDate :
27-29 Aug. 2003
Firstpage :
640
Lastpage :
643
Abstract :
The processing of three-dimensional (3-D) objects from 3-D digital image data is an important task in the image processing and the computer vision fields. The distance transform (DT) is extensively applied in the image processing and computer vision areas as a key operation. In a two or three-dimensional image array, the computation of distance transform (DT) is an important task. With the increasing application of 3-D voxel images, it is useful to consider the distance transform of a 3-D digital image array. In order to provide the efficient transform computations, parallelism is employed. We develop parallel algorithms for the three-dimensional Euclidean distance transform (3D-EDT) on the SIMD hypercube computer. The time complexity of our parallel algorithm is O(log2N) for an N×N×N image array using N3 processors. A generalized parallel algorithm for the 3D-EDT is also proposed and it runs O((N/p)3log(N)+(N/p)2log2p) time for an N×N×N binary image array on the SIMD hypercube computer using p3 PE´s, where 1≤p≤N.
Keywords :
computational complexity; computer vision; hypercube networks; parallel algorithms; stereo image processing; 3D Euclidean distance transform; 3D digital image array; 3D voxel image; SIMD hypercube computer; computer vision; image processing; parallel algorithm; parallel computation; time complexity; Application software; Biomedical imaging; Computer science; Computer vision; Concurrent computing; Digital images; Euclidean distance; Hypercubes; Image processing; Parallel algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Computing, Applications and Technologies, 2003. PDCAT'2003. Proceedings of the Fourth International Conference on
Print_ISBN :
0-7803-7840-7
Type :
conf
DOI :
10.1109/PDCAT.2003.1236381
Filename :
1236381
Link To Document :
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