Research Article

A Robust Residual Shrinkage Balanced Network for Image Recognition from Japanese Historical Documents

Table 2

The comparison results with other existing techniques in the Kuzushiji-49 dataset.

MethodsData descriptionsBalanced accuracy

4-nearest neighbor baselineRaw data input86.01%
Keras Simple CNN BenchmarkRaw data input89.25%
PreActResNet-18Raw data input96.64%
With data augmentation97.04%
With data augmentation97.33%
ResNet-18Raw data input96.84%
Proposed-basicRaw data input96.89%
ProposedRaw data input97.16%