Research Article
Statistical Comparison of Classifiers Applied to the Interferential Tear Film Lipid Layer Automatic Classification
Table 4
Co-occurrence Features: categorisation accuracy (%) in grayscale, Lab, and opponent colours.
| | Distances | | Classifiers | 1 | 2 | 3 | 4 | 5 | 6 | 7 | Avg. |
| NB | 68.57 | 69.52 | 72.38 | 75.24 | 75.24 | 72.38 | 70.48 | 71.97 | 75.24 | 83.81 | 81.90 | 83.81 | 85.71 | 86.67 | 86.67 | 83.40 | 67.62 | 73.33 | 72.38 | 73.33 | 74.29 | 74.29 | 75.24 | 72.93 |
| LMT | 75.24 | 78.10 | 76.19 | 77.14 | 77.14 | 80.00 | 82.86 | 78.09 | 80.00 | 82.86 | 80.00 | 83.81 | 86.67 | 86.67 | 82.86 | 83.27 | 70.48 | 80.95 | 78.10 | 81.90 | 76.19 | 79.05 | 80.95 | 78.23 |
| RT | 74.29 | 63.81 | 75.24 | 74.29 | 78.10 | 71.43 | 71.43 | 72.66 | 68.57 | 76.19 | 76.19 | 80.95 | 71.43 | 71.43 | 76.19 | 74.42 | 63.81 | 65.71 | 74.29 | 64.76 | 71.43 | 77.14 | 62.86 | 68.57 |
| RF | 71.43 | 74.29 | 83.81 | 84.76 | 82.86 | 80.00 | 76.19 | 79.05 | 83.81 | 87.62 | 81.90 | 88.57 | 86.67 | 90.48 | 83.81 | 86.12 | 77.14 | 81.90 | 73.33 | 82.86 | 78.10 | 82.86 | 82.86 | 79.86 |
| SVM | 80.00 | 84.76 | 87.62 | 89.52 | 91.43 | 90.48 | 92.38 | 88.03 | 89.52 | 90.48 | 94.29 | 94.29 | 95.24 | 96.19 | 95.24 | 93.60 | 85.71 | 89.52 | 90.48 | 89.52 | 90.48 | 90.48 | 91.43 | 89.66 |
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