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. 2013 Nov 22;4(12):2945–2961. doi: 10.1364/BOE.4.002945

Table 1. Cluster accuracies for microsphere phantoms for the different metrics combined with a K-Means algorithm and a Self Organizing Map for two clusters.


Phantom 1
Phantom 2
Phantom 3
Phantom 4
K-Means + Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity Accuracy Sensitivity Specificity
ACF 62.4 98.9 41.9 76.7 85.7 71.3 69.3 88.0 62.9 87.4 99.4 80.1
PHA 81.4 99.8 59.6 89.5 92.1 87.3 95.6 99.9 92.1 94.0 96.8 91.6
SUB 88.7 99.8 70.9 92.3 92.5 92.1 86.2 96.1 79.8 93.4 96.2 90.9
COM 90.7 99.5 75.1 92.4 93.0 91.8 91.0 93.7 88.6 95.1 96.4 93.9
PCA 87.4 99.7 68.6 93.4 94.2 92.6 95.4 99.9 91.7 98.6 99.9 97.4
PCA + SOM 79.4 ± 1.6 100 ± 0.0 57.0 ± 1.7 90.1 ± 0.7 92.4 ± 0.5 88.0 ± 1.5 91.6 ± 1.5 98.4 ± 0.8 86.5 ± 2.4 98.6 ± 0.5 99.4 ± 0.2 97.9
± 1.1