| Presentation | 2002/3/8 Object Identification Using Combination of Neural Network and Logistic Function Koji HOTTA, Akira ASANO, Chie MURAKI, Megu OHTAKI, Mitsuji MUNEYASU, Takao HINAMOTO, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Object identification is a statistical method to discriminate whether two images are obtained from an identical category of objects or from two distinct categories, based on feature distances between the images. We apply logistic discrimination analysis and estimate the confidence degree of discrimination. We combine it with the feed-forward neural network to improve the discrimination ability near the discrimination boundary, where the confidence degree of discrimination is low. It is shown that our method exceeds the simple logistic discrimination in the discrimination ability, and exceeds the simple neural network in the computational complexity of learning. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural Network / Logistic Function / Probability |
| Paper # | PRMU2001-289 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2002/3/8(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| 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) | Object Identification Using Combination of Neural Network and Logistic Function |
| Sub Title (in English) | |
| Keyword(1) | Neural Network |
| Keyword(2) | Logistic Function |
| Keyword(3) | Probability |
| 1st Author's Name | Koji HOTTA |
| 1st Author's Affiliation | Graduate School of Engineering, Hiroshima University() |
| 2nd Author's Name | Akira ASANO |
| 2nd Author's Affiliation | Faculty of Integrated Arts and Sciences, Hiroshima University |
| 3rd Author's Name | Chie MURAKI |
| 3rd Author's Affiliation | Faculty if Informatics, Okayama University of Science |
| 4th Author's Name | Megu OHTAKI |
| 4th Author's Affiliation | Research Institute for Radiation Biology and Medicine, Hiroshima University |
| 5th Author's Name | Mitsuji MUNEYASU |
| 5th Author's Affiliation | Faculty of Engineering, Kansai University |
| 6th Author's Name | Takao HINAMOTO |
| 6th Author's Affiliation | Graduate School of Engineering, Hiroshima University |
| Date | 2002/3/8 |
| Paper # | PRMU2001-289 |
| Volume (vol) | vol.101 |
| Number (no) | 713 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |