DocumentCode :
1246886
Title :
Efficient image processing algorithms on the scan line array processor
Author :
Helman, David ; JáJá, Joseph
Author_Institution :
Dept. of Electr. Eng., Maryland Univ., College Park, MD, USA
Volume :
17
Issue :
1
fYear :
1995
fDate :
1/1/1995 12:00:00 AM
Firstpage :
47
Lastpage :
56
Abstract :
Develops efficient algorithms for low and intermediate level image processing on the scan line array processor, a SIMD machine consisting of a linear array of cells that processes images in a scan line fashion. For low level processing, the authors present algorithms for block DFT, block DCT, convolution, template matching, shrinking, and expanding which run in real-time. By real-time, the authors mean that, if the required processing is based on neighborhoods of size m×m, then the output lines are generated at a rate of O(m) operations per line and a latency of O(m) scan lines, which is the best that can be achieved on this model. The authors also develop an algorithm for median filtering which runs in almost real-time at a cost of O(m log m) time per scan line and a latency of [m/2] scan lines. For intermediate level processing, the authors present optimal algorithms for translation, histogram computation, scaling, and rotation. The authors also develop efficient algorithms for labelling the connected components and determining the convex hulls of multiple figures which run in O(n log n) and O(n log2n) time, respectively. The latter algorithms are significantly simpler and easier to implement than those already reported in the literature for linear arrays
Keywords :
convolution; image processing; parallel algorithms; SIMD machine; block DCT; block DFT; convex hulls; convolution; expanding; histogram computation; image processing algorithms; intermediate level processing; labelling; low level processing; median filtering; optimal algorithms; rotation; scaling; scan line array processor; shrinking; template matching; translation; Bandwidth; Convolution; Costs; Delay; Discrete cosine transforms; Filtering algorithms; Global communication; Histograms; Image processing; Streaming media;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/34.368153
Filename :
368153
Link To Document :
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