Table 9.
RIMONE | SLO Images | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Features (i.e. geometric or | TP | FN | TN | FP | Sn | Sp | Acc | p value | TP | FN | TN | FP | Sn | Sp | Acc | p value |
non-geometric) | ||||||||||||||||
RIFM | 36 | 3 | 81 | 4 | 92.3 % | 95.3 % | 94.4 % | – | 17 | 2 | 31 | 1 | 89.5 % | 96.9 % | 94.1 % | – |
Geometric based Methods | ||||||||||||||||
Geo-metric (Vertical CDR) | 29 | 10 | 80 | 5 | 74.4 % | 94.1 % | 87.9 % | <0.10 | 16 | 3 | 29 | 3 | 84.2 % | 90.6 % | 88.2 % | =0.28 |
Geo-metric (Horizontal CDR) | 26 | 13 | 76 | 9 | 66.7 % | 89.4 % | 82.3 % | <0.01 | 14 | 5 | 28 | 4 | 73.7 % | 87.5 % | 82.4 % | <0.10 |
Geo-metric (Vasculature Shift) | 26 | 13 | 75 | 10 | 66.7 % | 88.2 % | 81.5 % | <0.01 | 14 | 5 | 20 | 12 | 73.7 % | 62.5 % | 66.7 % | <0.001 |
Non-geometric based Methods | ||||||||||||||||
Global Features (Mix) | 35 | 4 | 74 | 11 | 89.7 % | 87.1 % | 87.9 % | <0.10 | 13 | 6 | 28 | 4 | 68.4 % | 87.5 % | 80.4 % | <0.10 |
Textural Features (Variable Offset) [18, 19] | 30 | 9 | 71 | 14 | 76.9 % | 83.5 % | 81.5 % | <0.01 | 11 | 8 | 18 | 12 | 57.9 % | 56.2 % | 56.9 % | <0.001 |
Textural Features (Variable Scale) [18, 19] | 35 | 4 | 74 | 11 | 89.7 % | 87.1 % | 87.9 % | <0.10 | 12 | 7 | 21 | 11 | 63.2 % | 65.6 % | 64.7 % | <0.005 |
Textural Features (Scale + Offset) [18, 19] | 35 | 4 | 74 | 11 | 89.7 % | 87.1 % | 87.9 % | <0.10 | 13 | 6 | 28 | 4 | 68.4 % | 87.5 % | 80.4 % | <0.10 |
Higher Order Spectra Features [19] | 34 | 5 | 74 | 11 | 87.2 % | 87.1 % | 87.1 % | <0.05 | 12 | 7 | 24 | 8 | 63.2 % | 75.0 % | 70.6 % | <0.01 |
Gabor Features [51] | 34 | 5 | 75 | 10 | 87.2 % | 88.2 % | 87.9 % | <0.10 | 11 | 8 | 24 | 8 | 57.9 % | 75.0 % | 68.6 % | <0.01 |
Wavelet Features [15] | 31 | 8 | 65 | 20 | 79.5 % | 76.5 % | 77.4 % | <0.001 | 11 | 8 | 24 | 8 | 57.9 % | 75.0 % | 68.6 % | <0.01 |
Gaussian Features | 32 | 7 | 67 | 18 | 82.1 % | 78.8 % | 79.8 % | <0.01 | 10 | 9 | 26 | 6 | 52.6 % | 81.3 % | 70.6 % | <0.05 |
Dyadic Gaussian Features | 28 | 11 | 75 | 10 | 71.8 % | 88.2 % | 83.1 % | <0.05 | 10 | 9 | 26 | 6 | 52.6 % | 81.3 % | 70.6 % | <0.05 |