Research Article

On the Performance Improvement of Devanagari Handwritten Character Recognition

Table 10

Error rates for various datasets using proposed feature extraction method.

DatasetFeature extraction methodNumber of featuresNN configurationTime for training and testingError rate

CPAR-2012 characterGlobal zone based
edge
7272-200-491941 sec14.89
CPAR-2012 characterlocal zone based
edge
7272-200-491864 sec16.01
CPAR-2012 characterEqual zone7272-200-492082 sec21.35
ISI digitEqual zone edge7272-200-101224 sec2.03
ISI digitGlobal zone based
edge
7272-200-101178 sec1.83
ISI digitlocal zone based
Edge
7272-200-10909 sec2.14
CPAR-2012 numeralGlobal zone based
edge
7272-200-10756 sec2.38
CPAR-2012 numerallocal zone based
edge
7272-200-10785 sec1.93
CPAR-2012 numeralEqual zone edge7272-200-10956 sec2.07