Table 1 Summary of results of the SVM classification: class-averaged accuracy A C (Eq. 16); ratio of cells with classification accuracy equal to or greater than 0.85 and 0.99, r 0,85, r 0,99; and area under the curve for the receiver operating characteristic (ROC AUC).

From: Probing spermiogenesis: a digital strategy for mouse acrosome classification

 

A C

r 0.85

r 0.99

ROC AUC

Spermatids

0.74

0.72

0.70

 

Spermatozoa

0.69

0.69

0.63

 

All cells

0.73

0.71

0.68

0.76

  1. The classification accuracy of each cell is defined as the ratio of times it is correctly classified, over the different runs of the algorithm (see (Eq. 17)).
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