| Presentation | 1996/3/18 Neocognitron Applied to Handwritten Digit Recognition : Evaluation with ETL Character Database Ken-ichi NAGAHARA, Hayaru SHOUNO, Kunihiko FUKUSHIMA, Masato OKADA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The neocognitron is a neural network model which has the ability to recognize patterns. In our previous work, we obtained a recognition rate of 92.7% for handwritten digits in the ETL-1 database by using a high threshold for feature-extracting cells in the learning phase and a lower threshold in the recognition phase. In this paper, we changed learning method of the highest stage, and increased the number of the training patterns so that we obtained a recognition rate of 97.4%. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neocognitron / learning method for recognition cells / recognition rate / threshold / character database ETL-1 |
| Paper # | NC-95-149 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 1996/3/18(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | |
| Vice Chair | |
| Secretary | |
| Assistant | |
| 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) | Neocognitron Applied to Handwritten Digit Recognition : Evaluation with ETL Character Database |
| Sub Title (in English) | |
| Keyword(1) | neocognitron |
| Keyword(2) | learning method for recognition cells |
| Keyword(3) | recognition rate |
| Keyword(4) | threshold |
| Keyword(5) | character database ETL-1 |
| 1st Author's Name | Ken-ichi NAGAHARA |
| 1st Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University() |
| 2nd Author's Name | Hayaru SHOUNO |
| 2nd Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University |
| 3rd Author's Name | Kunihiko FUKUSHIMA |
| 3rd Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University |
| 4th Author's Name | Masato OKADA |
| 4th Author's Affiliation | Department of Biophysical Engineering, Faculty of Engineering Science, Osaka University |
| Date | 1996/3/18 |
| Paper # | NC-95-149 |
| Volume (vol) | vol.95 |
| Number (no) | 598 |
| Page | pp.pp.- |
| #Pages | 7 |
| Date of Issue | |