Presentation | 2006-03-16 A computational V1 model derived from multi-resolution image-reconstruction Shunji SATOH, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Neurophysiological experiments have revealed that post-synaptic effect conveyed by long-range horizontal connections (LHC) in V1 can be excitatory or inhibitory, and the effect highly depends on the activity of pre-synaptic neurons (non-linearity of horizontal connections). Almost all of computational studies about LHC have been based on contour integration. However, contour integration cannot explain the non-linearity of LHC. In this study, the author proposes image-reconstruction as the computational role of LHC in V1 instead of contour integration. The spatial distribution of LHC and the non-linear property are theoretically derived from the dynamics for image-reconstruction. It is shown that the theoretically obtained distribution of LHC and the non-linear property are qualitatively consistent with neurophysiological findings. Numerical simulations show the effectiveness of the proposed model from engineering points of view. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | V1 / long-range horizontal connection / image reconstruction / standard regularization theory |
Paper # | NC2005-134 |
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Conference Information | |
Committee | NC |
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Conference Date | 2006/3/9(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 | Neurocomputing (NC) |
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Language | ENG |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A computational V1 model derived from multi-resolution image-reconstruction |
Sub Title (in English) | |
Keyword(1) | V1 |
Keyword(2) | long-range horizontal connection |
Keyword(3) | image reconstruction |
Keyword(4) | standard regularization theory |
1st Author's Name | Shunji SATOH |
1st Author's Affiliation | Department of Information Science for Human Welfare, Tohoku Fukushi University() |
Date | 2006-03-16 |
Paper # | NC2005-134 |
Volume (vol) | vol.105 |
Number (no) | 658 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |