I'd play with modifying the images by hand to see what types of operations improve performance. The first two things I'd try would be:
1. Line removal - see if cropping/removing the thing horizontal and vertical lines improves performance
2. Dilation or other image operators to "fill in" the dropouts (ie white areas) in the numerals
Tom