Presentation | 2015-07-18 An Integrated model of two processes in 3-D object recogniti Masaki Uchida, Nobuhiko Asakura, Toshio Inui, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Previous studies have identified two processes for view-invariant 3-D object recognition. One is a view-based process based on 2-D image features of an object from a particular viewpoint, and the other is a structural-description process using 3-D structural information. In this study, we model the mechanism of 3-D object recognition as an integrated model of those two processes and propose a neural network based on the Generalized Radial Basis Function (GRBF) network. We demonstrate that our model is capable of recognizing rotating objects with a recognition accuracy that is consistent with human performance in the recognition experiment using paper-clip objects reported previously. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Object recognition / Mental rotation / GRBF neural network |
Paper # | NC2015-15 |
Date of Issue | 2015-07-11 (NC) |
Conference Information | |
Committee | MBE / NC |
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Conference Date | 2015/7/18(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | The University of Tokushima |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Me, general |
Chair | Tetsuo Kobayashi(Kyoto Univ.) / Toshimichi Saito(Hosei Univ.) |
Vice Chair | Yutaka Fukuoka(Kogakuin Univ.) / Shigeo Sato(Tohoku Univ.) |
Secretary | Yutaka Fukuoka(akita noken) / Shigeo Sato(Kogakuin Univ.) |
Assistant | Takenori Oida(Kyoto Univ.) / Ryota Horie(Shibaura Inst. of Tech.) / Hiroyuki Kanbara(Tokyo Inst. of Tech.) / Hisanao Akima(Tohoku Univ.) |
Paper Information | |
Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | An Integrated model of two processes in 3-D object recogniti |
Sub Title (in English) | |
Keyword(1) | Object recognition |
Keyword(2) | Mental rotation |
Keyword(3) | GRBF neural network |
1st Author's Name | Masaki Uchida |
1st Author's Affiliation | Kyoto University(Kyoto Univ.) |
2nd Author's Name | Nobuhiko Asakura |
2nd Author's Affiliation | Otemon Gakuin University(Otemon Gakuin Univ.) |
3rd Author's Name | Toshio Inui |
3rd Author's Affiliation | Otemon Gakuin University(Otemon Gakuin Univ.) |
Date | 2015-07-18 |
Paper # | NC2015-15 |
Volume (vol) | vol.115 |
Number (no) | NC-148 |
Page | pp.pp.19-24(NC), |
#Pages | 6 |
Date of Issue | 2015-07-11 (NC) |