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An exploration of digital CNN implementations

Malki, Suleyman LU and Spaanenburg, Lambert LU (2004) Swedish System-on-Chip Conference 2004 (SSoCC’04)
Abstract
Computationally hard problems, such as operations on n-dimensional maps, are in need of efficient solutions. Cellular Neural Networks have this promise. This paper explores digital realizations of such computational paradigms through the case of real-time image processing. It is shown that a behaviour-based spatial unrolling of the time-critical numerical convergence loop outperforms a classical function-based architecture. An FPGA implementation on Xilinx Virtex-II illustrates a 50 times higher throughput, bringing intelligent vision into reach.
Please use this url to cite or link to this publication:
author
and
organization
publishing date
type
Chapter in Book/Report/Conference proceeding
publication status
published
subject
keywords
Spatial Architecture, Virtual Sensing, Cellular Neural Network, Image Processing, Real-Time System
host publication
Proceedings SSOCC
conference name
Swedish System-on-Chip Conference 2004 (SSoCC’04)
conference dates
2004-04-13 - 2004-04-14
language
English
LU publication?
yes
id
1d42af77-7336-4817-a832-52826b0c722c (old id 603849)
date added to LUP
2016-04-04 13:48:59
date last changed
2018-11-21 21:16:28
@inproceedings{1d42af77-7336-4817-a832-52826b0c722c,
  abstract     = {{Computationally hard problems, such as operations on n-dimensional maps, are in need of efficient solutions. Cellular Neural Networks have this promise. This paper explores digital realizations of such computational paradigms through the case of real-time image processing. It is shown that a behaviour-based spatial unrolling of the time-critical numerical convergence loop outperforms a classical function-based architecture. An FPGA implementation on Xilinx Virtex-II illustrates a 50 times higher throughput, bringing intelligent vision into reach.}},
  author       = {{Malki, Suleyman and Spaanenburg, Lambert}},
  booktitle    = {{Proceedings SSOCC}},
  keywords     = {{Spatial Architecture; Virtual Sensing; Cellular Neural Network; Image Processing; Real-Time System}},
  language     = {{eng}},
  title        = {{An exploration of digital CNN implementations}},
  url          = {{https://lup.lub.lu.se/search/files/6211745/645325}},
  year         = {{2004}},
}