Table 6.
Testing results of the proposed method in comparison with those of the previous study on separated size classes (unit: %). 1st Testing Accuracy and 2nd Testing Accuracy mean the accuracies of the testing on the 1st and 2nd subsets of banknote images in the two-fold cross-validation method, respectively.
Size Class | Previous Method [5] | Proposed Method | ||||
---|---|---|---|---|---|---|
1st Testing Accuracy | 2nd Testing Accuracy | Average Testing Accuracy | 1st Testing Accuracy | 2nd Testing Accuracy | Average Testing Accuracy | |
1st Size Class | 100 | 100 | 100 | 100 | 100 | 100 |
2nd Size Class | 100 | 100 | 100 | 100 | 100 | 100 |
3rd Size Class | 99.964 | 99.949 | 99.956 | 100 | 100 | 100 |
4th Size Class | 99.984 | 99.961 | 99.973 | 100 | 100 | 100 |
5th Size Class | 100 | 100 | 100 | 100 | 100 | 100 |
Whole dataset (with size pre-classification) | 99.986 | 99.969 | 99.978 | 100 | 100 | 100 |