DocumentCode
2126805
Title
Parallel content-based image analysis on PIM processors
Author
Daescu, Ovidiu ; Kogge, Peter M. ; Chen, Danny Z.
Author_Institution
Dept. of Comput. Sci. & Eng., Notre Dame Univ., IN, USA
fYear
1998
fDate
35967
Firstpage
73
Lastpage
77
Abstract
We study the problem of retrieving images from a large digital library, by searching the image contents with a specified pattern, using a low cost processing-in-memory (PIM) parallel processor architecture called Shamrock. We consider large databases with images that are rich in details, such as satellite and medical images. For the algorithmic part we focus on Fourier transforms and analyze the time complexities for performing the required operations on the Shamrock architecture. From the architectural point of view, we use a parallel processor architecture called Shamrock, which contains large amounts of memory and logic on the same chip, organized in a “mesh-like” structure. We conclude that content-based image processing, under some relaxed conditions, such as the existence of descriptors and special I/O organizations, can be done at high rate on a low cost PIM architecture, down to a single chip, by the year 2010
Keywords
Fourier transforms; computational complexity; image matching; parallel processing; query processing; very large databases; visual databases; Fourier transforms; PIM processors; Shamrock; image content searching; image retrieval; input output organizations; large databases; large digital library; low cost processing-in-memory; mesh structure; parallel content-based image analysis; parallel processor architecture; time complexity; Biomedical imaging; Content based retrieval; Costs; Fourier transforms; Image analysis; Image databases; Image retrieval; Performance analysis; Satellites; Software libraries;
fLanguage
English
Publisher
ieee
Conference_Titel
Content-Based Access of Image and Video Libraries, 1998. Proceedings. IEEE Workshop on
Conference_Location
Santa Barbara, CA
Print_ISBN
0-8186-8544-1
Type
conf
DOI
10.1109/IVL.1998.694499
Filename
694499
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