Research Article
On the Performance Improvement of Devanagari Handwritten Character Recognition
Table 10
Error rates for various datasets using proposed feature extraction method.
| Dataset | Feature extraction method | Number of features | NN configuration | Time for training and testing | Error rate |
| CPAR-2012 character | Global zone based edge | 72 | 72-200-49 | 1941 sec | 14.89 | CPAR-2012 character | local zone based edge | 72 | 72-200-49 | 1864 sec | 16.01 | CPAR-2012 character | Equal zone | 72 | 72-200-49 | 2082 sec | 21.35 | ISI digit | Equal zone edge | 72 | 72-200-10 | 1224 sec | 2.03 | ISI digit | Global zone based edge | 72 | 72-200-10 | 1178 sec | 1.83 | ISI digit | local zone based Edge | 72 | 72-200-10 | 909 sec | 2.14 | CPAR-2012 numeral | Global zone based edge | 72 | 72-200-10 | 756 sec | 2.38 | CPAR-2012 numeral | local zone based edge | 72 | 72-200-10 | 785 sec | 1.93 | CPAR-2012 numeral | Equal zone edge | 72 | 72-200-10 | 956 sec | 2.07 |
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