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
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