Title :
Parallel algorithms for all nearest neighbors of binary images on the BSP model
Author :
Ishimizu, Takashi ; Fujiwara, Akihiro ; Inoue, Michiko ; Masuzawa, Toshimitsu ; Fujiwara, Hideo
Author_Institution :
Graduate Sch. of Inf. Sci., Nara Inst. of Sci. & Technol., Japan
Abstract :
We present two parallel algorithms for computing the nearest neighbors of an n×n binary image on the Bulk-Synchronous Parallel (BSP) model. The first algorithm is for weighted distance, and the second algorithm is for Lp distance. Both algorithms run in O(n2/p+L) computation time and O(gn/√p+L) communication time using p (1⩽p⩽n) processors and in O(n2 /p+(d+L)log p/n/log(d+1)) computation time and in O(gn/√p+(gd+L)log p/n/log(d+1)) communication time using p (n<p⩽n2) processors, for any integer d (1⩽d⩽p/n), where L denotes synchronization periodicity and g denotes a reciprocal of communication bandwidth
Keywords :
computational complexity; image processing; parallel algorithms; parallel machines; synchronisation; BSP model; Bulk-Synchronous Parallel model; binary images; communication bandwidth; communication time; computation time; nearest neighbors; parallel algorithms; synchronization periodicity; weighted distance; Parallel algorithms;
Conference_Titel :
Parallel Architectures, Algorithms, and Networks, 1999. (I-SPAN '99) Proceedings. Fourth InternationalSymposium on
Conference_Location :
Perth/Fremantle, WA
Print_ISBN :
0-7695-0231-8
DOI :
10.1109/ISPAN.1999.778970