Table 4. Comparison of the proposed ensemble classifier on SICAPv2 dataset against reference works.
Model | Accuracy | F1-Score | ||||
---|---|---|---|---|---|---|
Average | NC | G3 | G4 | G5 | ||
Test Set | ||||||
Proposed Ensemble Classifier | 0.85 | 0.71 | 0.85 | 0.69 | 0.75 | 0.54 |
FSConv [29] | 0.67 | 0.65 | 0.86 | 0.59 | 0.54 | 0.61 |
ProGleason-GAN [27] | 0.71 | 0.67 | - | - | - | - |
WHOLESIGHT [26] | - | 0.66 | - | - | - | - |
Validation Set | ||||||
Proposed Ensemble | 0.87 | 0.75 | 0.83 | 0.72 | 0.77 | 0.69 |
FSConv [29] | 0.76 | 0.71 | 0.88 | 0.73 | 0.71 | 0.54 |