| Presentation | 2008-12-18 Automatic Category Classification of Self-Organizing Maps Using Adaptive Learning Masahiro TSUKADA, Hirokazu MADOKORO, Kazuhito SATO, |
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| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents a method for automatic category classification using a network system that combine additional learning function of ART-2 (Adaptive Resonance Theory) networks, self-representation characteristic of CPN (Counter Propagation Networks), and local feature descriptors by SIFT (Scale-Invariant Feature Transform). In our method, we are possible unsupervised automatic category classification. Our proposed method consists of three important elements: 1) automatic category labeling by ART networks; 2) visiblize spatial relations between categories by CPN; and 3)produce our original histograms basing on vector quantizing SIFT descriptors. Experiment results that used Caltech-256 Object Category Dataset show that our method can successfully build categories from an unsupervised analysis of images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | ART-2 / CPN / SOM / SIFT / Automatic category classification |
| Paper # | PRMU2008-148 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2008/12/11(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Automatic Category Classification of Self-Organizing Maps Using Adaptive Learning |
| Sub Title (in English) | |
| Keyword(1) | ART-2 |
| Keyword(2) | CPN |
| Keyword(3) | SOM |
| Keyword(4) | SIFT |
| Keyword(5) | Automatic category classification |
| 1st Author's Name | Masahiro TSUKADA |
| 1st Author's Affiliation | Faculty of Systems Science and Technology, Akita Prefectural University() |
| 2nd Author's Name | Hirokazu MADOKORO |
| 2nd Author's Affiliation | Faculty of Systems Science and Technology, Akita Prefectural University |
| 3rd Author's Name | Kazuhito SATO |
| 3rd Author's Affiliation | Faculty of Systems Science and Technology, Akita Prefectural University |
| Date | 2008-12-18 |
| Paper # | PRMU2008-148 |
| Volume (vol) | vol.108 |
| Number (no) | 363 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |