Detail of Publication
| Text Language | Japanese |
|---|---|
| Authors | Masakazu IWAMURA, Seiichi UCHIDA, Shinichiro OMACHI, and Koichi KISE |
| Title | Quantity of Information of Recognition ―How Many Bits Are Lacking for 100% Recognition?― |
| Journal | 信学技報 |
| Series | PRMU2004-237 |
| Month & Year | March 2005 |
| Abstract | The ultimate dream in pattern recognition is to achieve 100% of recognition rate. However, it is not so easy. In this report, for achieving 100% of recognition rate and 0% of rejection rate, we propose a new framework that the discriminator receives not only a pattern itself but also supplementary information about the class that the pattern belongs to. For printed characters, experiments showed that 4 bits are required in the leave-one-out (L) method and 1 bit is in the resubstitution (R) method. Such kind of quantity of information has different characteristics from recognition rates and ambiguity after recognition. This criterion can be a new criterion of a discriminator. |