| 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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| PDF Download Page | PDF download Page Link |
| 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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| Conference Information | |
| Committee | NC |
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| Conference Date | 2004/11/20(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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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) | 474 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |