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. 2017 Jan 31;7:41545. doi: 10.1038/srep41545

Table 5. Performance of schema (7) using an over-complete dictionary with different sizes and different sample sizes and schema (8) for different over-complete dictionary sizes.

Schema Image size Number of images belonging to each class in the over-complete dictionary
Accuracy Sensitivity Specificity
Negative samples Positive samples
(7) 15 × 20 20 50 0.5623 0 0.9910
20 60 0.5757 0.0147 0.9850
15 70 0.5808 0.0088 0.9936
10 70 0.5845 0.0942 0.9384
5 70 0.5931 0.1059 0.9488
5 × 10 10 80 0.5792 0.0303 0.9678
10 75 0.5730 0.0746 0.9313
3 75 0.5916 0.1400 0.0888
5 75 0.5943 0.1224 0.9299
5 70 0.5993 0.1882 0.8960
(8) 20 50 0.5732 0.0265 0.9721
10 70 0.5734 0.0265 0.9682
10 75 0.5796 0.0091 0.9768
5 75 0.5801 0.0515 0.9474
1 80 0.5826 0.0636 0.9432