Presentation | 2004/11/20 A Convolutional Neural Network VLSI Architecture Using Algorithms of Projection-field model and Weight Decomposition Osamu NOMURA, Takashi MORIE, Keisuke KOREKADO, Masakazu MATSUGU, Atsushi IWATA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Hierarchical convolutional neural networks are a well-known robust image-recognition model. In order to apply this model to robot vision or various intelligent real-time vision systems, its VLSI implementation is essential. This paper proposes a new algorithm for reducing multiply-and-accumulation operation by thresholding in a projection field and by performing weight decomposition in a 2-D neuron array. We also propose a VLSI architecture based on the proposed algorithm, and estimate its operation performance. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Convolutional Neural Network / VLSI / Pojection-field / Weight Decomposition |
Paper # | NLP2004-80,NC2004-96 |
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Committee | NLP |
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Conference Date | 2004/11/20(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Nonlinear Problems (NLP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A Convolutional Neural Network VLSI Architecture Using Algorithms of Projection-field model and Weight Decomposition |
Sub Title (in English) | |
Keyword(1) | Convolutional Neural Network |
Keyword(2) | VLSI |
Keyword(3) | Pojection-field |
Keyword(4) | Weight Decomposition |
1st Author's Name | Osamu NOMURA |
1st Author's Affiliation | Canon Inc. Leading Edge Technology Development Headquarters Intelligent I/F Project:Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology() |
2nd Author's Name | Takashi MORIE |
2nd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
3rd Author's Name | Keisuke KOREKADO |
3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
4th Author's Name | Masakazu MATSUGU |
4th Author's Affiliation | Canon Inc. Leading Edge Technology Development Headquarters Intelligent I/F Project |
5th Author's Name | Atsushi IWATA |
5th Author's Affiliation | Graduate School of Advanced Sciences of Matter, Hiroshima University |
Date | 2004/11/20 |
Paper # | NLP2004-80,NC2004-96 |
Volume (vol) | vol.104 |
Number (no) | 472 |
Page | pp.pp.- |
#Pages | 5 |
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