Statistical Comparison of Classifiers Applied to the Interferential Tear Film Lipid Layer Automatic Classification

Table 8

Gabor Filters: categorisation accuracy (%) in grayscale, Lab and opponent colours.

	Number of bins
Classifiers	3	5	7	9	Avg.
NB	60.00	59.05	58.10	60.00	59.29
	81.90	82.86	82.86	82.86	82.62
	62.86	60.00	62.86	64.76	62.62
LMT	80.95	77.14	74.29	75.24	76.91
	78.10	81.90	79.05	78.10	79.29
	70.48	71.43	71.43	79.05	73.10
RT	67.62	71.43	67.62	68.57	68.81
	73.33	80.95	68.57	65.71	72.14
	64.76	65.71	66.67	61.90	64.76
RF	73.33	66.67	72.38	69.52	70.48
	78.10	76.19	81.90	75.24	77.86
	78.10	72.38	70.48	80.00	75.24
SVM	88.57	87.62	86.67	86.67	87.38
	92.38	94.29	95.24	95.24	94.29
	86.67	88.57	88.57	88.57	88.10