Designing area and performance constrained SIMD/VLIW image processing architectures

H. Fatemi, H. Corporaal, T. Basten, R.P. Kleihorst, P.P. Jonker

Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

4 Citations (Scopus)

Abstract

Image processing is widely used in many applications, including medical imaging, industrial manufacturing and security systems. In these applications, the size of the image is often very large, the processing time should be very small and the real-time constraints should be met. Therefore, during the last decades, there has been an increasing demand to exploit parallelism in applications. It is possible to explore parallelism along three axes: data-level parallelism (DLP), instruction-level parallelism (ILP) and task-level parallelism (TLP). This paper explores the limitations and bottlenecks of increasing support for parallelism along the DLP and ILP axes in isolation and in combination. To scrutinize the effect of DLP and ILP in our architecture (template), an area model based on the number of ALUs (ILP) and the number of processing elements (DLP) in the template is defined, as well as a performance model. Based on these models and the template, a set of kernels of image processing applications has been studied to find Pareto optimal architectures in terms of area and number of cycles via multi-objective optimization.
Original languageEnglish
Title of host publicationAdvanced concepts for intelligent vision systems : 7th international conference, ACIVS 2005, Antwerp, Belgium, September 20-23, 2005 : proceedings
EditorsJ. Blanc-Talon, W. Philips, D. Popescu, P. Scheunders
Place of PublicationBerlin
PublisherSpringer
Pages689-696
ISBN (Print)978-3-540-29032-2
DOIs
Publication statusPublished - 2005
Eventconference; ACIVS 2005, Antwerp, Belgium; 2005-09-20; 2005-09-23 -
Duration: 20 Sep 200523 Sep 2005

Publication series

NameLecture Notes in Computer Science
Volume3708
ISSN (Print)0302-9743

Conference

Conferenceconference; ACIVS 2005, Antwerp, Belgium; 2005-09-20; 2005-09-23
Period20/09/0523/09/05
OtherACIVS 2005, Antwerp, Belgium

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