Table 6 SVM model classification accuracy with image filters and clustering size of 3
Applied clusters | Model accuracy of each cluster(s) with image filtering (%) | |||||
|---|---|---|---|---|---|---|
Image sharpening | Image thresholding | Median blur | Gamma correction | Fast-NLmeans | Bilateral | |
1st cluster | 86.5 | 86.1 | 85.4 | 86.1 | 86.1 | 85.8 |
2nd cluster | 86.2 | 85.8 | 85.1 | 86.2 | 86.5 | 85.8 |
3rd cluster | 85.5 | 85.7 | 85.5 | 85.8 | 85.8 | 85.8 |
1st and 2nd cluster | 87.0 | 85.8 | 84.7 | 85.8 | 86.5 | 85.9 |
1st and 3rd cluster | 85.4 | 85.5 | 85.9 | 85.2 | 85.8 | 85.4 |
2nd and 3rd cluster | 85.5 | 86.2 | 84.2 | 86.1 | 86.2 | 86.1 |
All clusters | 86.1 | 86.4 | 83.9 | 85.8 | 85.8 | 85.8 |