CONNECTED COMPONENT LABELING ON COARSE-GRAIN PARALLEL COMPUTERS - AN EXPERIMENTAL-STUDY

被引:18
作者
CHOUDHARY, A [1 ]
THAKUR, R [1 ]
机构
[1] SYRACUSE UNIV,NE PARALLEL ARCHITECTURES CTR,SYRACUSE,NY
关键词
D O I
10.1006/jpdc.1994.1007
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Connected component labeling is a fundamental task in computer vision. This paper presents parallel implementations of connected component labeling for grey level images on the iPSC/2 and iPSC/86O hypercubes, the CM-5, and on the shared memory Encore Multimax multiprocessor. Several partitioning and mapping strategies, including multidimensional divide and conquer, block decomposition, and scatter decomposition, for different multiprocessor sizes, are used. Implementation results, performance evaluation and comparison for all the mapping strategies are reported. The block and scatter decomposition methods are simple to implement given the sequential algorithm, but their performance is sensitive to the distribution of intensity values in the image. The multidimensional divide and conquer method is more difficult to implement, but it performs the best irrespective of the intensity value distribution. © 1994 Academic Press, Inc.
引用
收藏
页码:78 / 83
页数:6
相关论文
共 13 条
[1]   FAST IMAGE LABELING USING LOCAL OPERATORS ON MESH-CONNECTED COMPUTERS [J].
ALNUWEIRI, HM ;
KUMAR, VKP .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 1991, 13 (02) :202-207
[2]  
Fox G.C., 1988, SOLVING PROBLEMS CON, V1
[3]   COMPUTING CONNECTED COMPONENTS ON PARALLEL COMPUTERS [J].
HIRSCHBERG, DS ;
CHANDRA, AK ;
SARWATE, DV .
COMMUNICATIONS OF THE ACM, 1979, 22 (08) :461-464
[4]  
KUMAR VP, 1989, IEEE T PATTERN ANAL, V11, P1194
[5]  
Little J. J., 1987, Proceedings of the First International Conference on Computer Vision (Cat. No.87CH2465-3), P587
[6]  
Mandler E., 1990, Proceedings. 10th International Conference on Pattern Recognition (Cat. No.90CH2898-5), P64, DOI 10.1109/ICPR.1990.119331
[7]   CONNECTED COMPONENT LABELING OF BINARY IMAGES ON A MESH CONNECTED MASSIVELY PARALLEL PROCESSOR [J].
MANOHAR, M ;
RAMAPRIYAN, HK .
COMPUTER VISION GRAPHICS AND IMAGE PROCESSING, 1989, 45 (02) :133-149
[8]   FINDING CONNECTED COMPONENTS AND CONNECTED ONES ON A MESH-CONNECTED PARALLEL COMPUTER [J].
NASSIMI, D ;
SAHNI, S .
SIAM JOURNAL ON COMPUTING, 1980, 9 (04) :744-757
[9]  
Ronse C, 1984, CONNECTED COMPONENTS
[10]  
ROSENFEL.A, 1966, J ACM, V13, P471