Table 1.
Classifier | RS (Recognition rate on the small class, i.e., the set of images that are annotated) | RO (Overall Recognition Rate) | ||||||||||
HPP | PMP | AMP | PP | DEDP | Mean | HPP | PMP | AMP | PP | DEDP | Mean | |
LDA | 86 | 82 | 82 | 87 | 84 | 84.2 | 83 | 80 | 84 | 86 | 88 | 84.2 |
SVM | 27 | 19 | 25 | 67 | 57 | 39.0 | 91 | 89 | 91 | 97 | 95 | 92.6 |
QDA | 20 | 23 | 35 | 38 | 23 | 27.8 | 85 | 82 | 83 | 87 | 86 | 84.6 |
Tests were conducted on images in stage 11–12. Recognition rates were calculated by taking the manual annotations as the ground truth.