Research Article
Nominated Texture Based Cervical Cancer Classification
Table 5
Recall of SVM classifier for the combination of various features set.
| SVM with linear kernel | Recall % | Features | Normal squamous | Intermediate squamous | Columnar | Mild dysplasia | Moderate dysplasia | Severe dysplasia | Carcinoma in situ |
| F1 | 90.17 | 86.71 | 82.39 | 76.18 | 83.56 | 28.52 | 82.86 | F2 | 90.46 | 85.50 | 85.91 | 71.19 | 82.88 | 31.67 | 79.09 | F3 | 90.91 | 88.16 | 85.13 | 78.11 | 82.03 | 20.42 | 81.69 | F4 | 89.71 | 89.23 | 82.56 | 78.94 | 82.16 | 23.23 | 82.99 | F5 | 93.81 | 89.31 | 83.83 | 79.78 | 83.89 | 25.79 | 82.40 | F6 | 87.86 | 88.76 | 82.67 | 80.11 | 80.96 | 24.90 | 82.89 | F7 | 87.67 | 87.37 | 85.23 | 79.09 | 80.17 | 20.78 | 80.12 | F1, F2, F3 | 90.40 | 85.88 | 84.13 | 75.65 | 81.87 | 45.35 | 82.19 | F4, F6 | 90.46 | 86.67 | 84.49 | 75.34 | 81.03 | 27.80 | 82.09 | F4, F5, F6 | 89.89 | 85.17 | 87.10 | 78.61 | 81.72 | 34.51 | 83.02 | F4, F5, F6, F7 | 92.29 | 87.87 | 82.59 | 75.00 | 80.78 | 43.50 | 82.78 | F1, F2, F3, F4, F5, F6, F7 | 91.59 | 89.71 | 80.35 | 85.78 | 80.02 | 53.48 | 83.79 |
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