| Presentation | 2003/3/6 Handwritten Numeral Recognition by Mirror Image Learning for Autoassociative Neural Networks Shusaku SHIMIZU, Wataru OHYAMA, Tetsushi WAKABAYASHI, Fumitaka KIMURA, |
|---|---|
| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies on the mirror image learning algorithm for the autoassociative neural networks and evaluates the performance by handwritten numeral recognition test. Each of the autoassociative networks is first trained independently for each class using the feature vector of the class. Then the mirror image learning algorithm is applied to enlarge the learning sample of each class by mirror image patterns of the confusing classes to achieve higher recognition accuracy. Recognition accuracy of the autoassociative neural network classifier was improved by the mirror image learning from 98.76% to 99.23% in the recognition test for handwritten numeral database IPTP CD-ROM1[1]. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | neural network / autoassociative neural network / corrective learning / mirror image learning |
| Paper # | PRMU2002-233 |
| Date of Issue |
| Conference Information | |
| Committee | PRMU |
|---|---|
| Conference Date | 2003/3/6(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 | Pattern Recognition and Media Understanding (PRMU) |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Handwritten Numeral Recognition by Mirror Image Learning for Autoassociative Neural Networks |
| Sub Title (in English) | |
| Keyword(1) | neural network |
| Keyword(2) | autoassociative neural network |
| Keyword(3) | corrective learning |
| Keyword(4) | mirror image learning |
| 1st Author's Name | Shusaku SHIMIZU |
| 1st Author's Affiliation | Faculty of Engineering, Mie University() |
| 2nd Author's Name | Wataru OHYAMA |
| 2nd Author's Affiliation | Faculty of Engineering, Mie University |
| 3rd Author's Name | Tetsushi WAKABAYASHI |
| 3rd Author's Affiliation | Faculty of Engineering, Mie University |
| 4th Author's Name | Fumitaka KIMURA |
| 4th Author's Affiliation | Faculty of Engineering, Mie University |
| Date | 2003/3/6 |
| Paper # | PRMU2002-233 |
| Volume (vol) | vol.102 |
| Number (no) | 707 |
| Page | pp.pp.- |
| #Pages | 5 |
| Date of Issue | |