| Presentation | 2010-01-18 Shape group representation using higher-rank SOM with affine-invariant distance measure Sho YAKUSHIJI, Takashi OHKUBO, Tetsuo FURUKAWA, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study aims to develop an observation-invariant classification algorithm of multi-class models. The task of the architecture is to classify a set of datasets, each of which is transformed differently when it is observed. Therefore it is required to remove observation-dependent component from the datasets. The higher-rank of SOM (SOM^n or 'SOM of SOMs') was employed for multi-datasets classification task, and an observation-invariant distance measured was introduced into the SOM^n algorithm. The algorithm was applied to a classification task of a set of shapes, which are transformed by affine deformation. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | self-organizing maps / distance measure / shape representaion / shape classification |
| Paper # | NC2009-74 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2010/1/11(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) | Shape group representation using higher-rank SOM with affine-invariant distance measure |
| Sub Title (in English) | |
| Keyword(1) | self-organizing maps |
| Keyword(2) | distance measure |
| Keyword(3) | shape representaion |
| Keyword(4) | shape classification |
| 1st Author's Name | Sho YAKUSHIJI |
| 1st Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology() |
| 2nd Author's Name | Takashi OHKUBO |
| 2nd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| 3rd Author's Name | Tetsuo FURUKAWA |
| 3rd Author's Affiliation | Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology |
| Date | 2010-01-18 |
| Paper # | NC2009-74 |
| Volume (vol) | vol.109 |
| Number (no) | 363 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |