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

SVM80.0084.7687.6289.5291.4390.4892.3888.03
89.5290.4894.2994.2995.2496.1995.2493.60
85.7189.5290.4889.5290.4890.4891.4389.66