Table 7.
Class | Model | Sensitivity (Maximum) | |||||||
---|---|---|---|---|---|---|---|---|---|
Without Data | Data | ||||||||
Augmentation | Augmentation | ||||||||
Non-Carcinoma | Carcinoma | Non-Carcinoma | Carcinoma | ||||||
Binary | DNet | 0.77 | 0.89 | 0.72 | 1.0 | ||||
MSI-MFNet | 0.79 | 0.97 | 0.69 | 1.0 | |||||
Benign | Normal | In Situ | Invasive | Benign | Normal | In Situ | Invasive | ||
Multi | DNet | 0.27 | 1.0 | 0.78 | 0.74 | 0.29 | 1.0 | 0.78 | 0.95 |
MSI-MFNet | 0.29 | 0.91 | 0.88 | 0.95 | 0.32 | 1.0 | 0.83 | 0.96 | |
Specificity (Maximum) | |||||||||
Without Data | Data | ||||||||
Augmentation | Augmentation | ||||||||
Non-Carcinoma | Carcinoma | Non-Carcinoma | Carcinoma | ||||||
Binary | DNet | 0.89 | 0.77 | 1.0 | 0.70 | ||||
MSI-MFNet | 0.97 | 0.80 | 1.0 | 0.72 | |||||
Benign | Normal | In Situ | Invasive | Benign | Normal | In Situ | Invasive | ||
Multi | DNet | 0.91 | 0.78 | 0.95 | 0.82 | 0.98 | 0.85 | 0.91 | 0.84 |
MSI-MFNet | 0.97 | 0.90 | 0.89 | 0.86 | 0.98 | 0.89 | 0.93 | 0.85 |