Research Article
Convolutional Neural Networks for Recognition of Lymphoblast Cell Images
Table 7
Sensitivity of MLP and random forest to identify ALL subtypes over ten test sets.
| Test set | MLP | Random forest | Lymphocyte | Pre-T | Pre-B | Lymphocyte | Pre-T | Pre-B |
| 1 | 100.00 | 68.89 | 62.22 | 100.00 | 73.33 | 68.89 | 2 | 100.00 | 68.89 | 64.44 | 100.00 | 64.44 | 62.22 | 3 | 100.00 | 62.22 | 71.11 | 100.00 | 64.44 | 80.00 | 4 | 100.00 | 68.89 | 68.89 | 100.00 | 71.11 | 77.78 | 5 | 96.77 | 64.44 | 73.33 | 100.00 | 62.22 | 80.00 | 6 | 100.00 | 64.44 | 64.44 | 100.00 | 71.11 | 66.67 | 7 | 96.77 | 77.78 | 66.67 | 100.00 | 73.33 | 71.11 | 8 | 100.00 | 80.00 | 71.11 | 96.77 | 80.00 | 71.11 | 9 | 100.00 | 75.56 | 60.00 | 100.00 | 75.56 | 68.89 | 10 | 100.00 | 57.78 | 71.11 | 96.77 | 66.67 | 75.56 | Average | 99.35 ± 1.36 | 68.89 ± 7.10 | 67.33 ± 4.45 | 99.35 ± 1.36 | 70.22 ± 5.66 | 72.22 ± 5.95 |
|
|