An exploration of digital CNN implementations
(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:
https://lup.lub.lu.se/record/603849
- author
- Malki, Suleyman LU and Spaanenburg, Lambert LU
- organization
- publishing date
- 2004
- 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}}, }