| Presentation | 2015-07-18 An Integrated model of two processes in 3-D object recogniti Masaki Uchida, Nobuhiko Asakura, Toshio Inui, |
|---|---|
| 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 |
|---|---|
| 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 |
|---|---|
| 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) |