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. 2021 Mar 14;13(6):1291. doi: 10.3390/cancers13061291

Table 5.

Leave-one-patient-out cross-validation F1-score, recall, and precision for Sheffield and Piracicaba datasets.

F1-score Recall (Sensitivity) Precision (PPV)
Inception ResNet-v2 Sheffield Dataset Patches 77.9% 74.1% 90.2%
Patient 87.2% 99.3% 81.1%
RoI 87.0% 77.8% 97.6%
Piracicaba Dataset Patches 69.8% 66.9% 85.8%
Patient 94.2% 97.9% 92.5%
RoI 89.4% 82.1% 98.2%
ResNet-101 Sheffield Dataset Patches 71.1% 72.0% 79.0%
Patient 84.0% 98.0% 78.2%
RoI 80.2% 73.0% 87.0%
Piracicaba Dataset Patches 85.0% 67.3% 89.1%
Patient 94.5% 98.5% 94.9%
RoI 96.3% 84.8% 98.4%
Inception-v3 Sheffield Dataset Patches 69.9% 71.3% 78.4%
Patient 85.1% 95.8% 80.8%
RoI 78.3% 74.2% 82.7%
Piracicaba Dataset Patches 71.5% 83.0% 93.0%
Patient 94.3% 91.0% 96.0%
RoI 91.0% 92.6% 97.9%
VGG-16 Sheffield Dataset Patches 71.2% 72.4% 80.8%
Patient 79.9% 90.4% 79.3%
RoI 76.2% 70.7% 81.0%
Piracicaba Dataset Patches 83.1% 78.3% 95.7%
Patient 97.9% 100.0% 95.4%
RoI 94.6% 90.2% 100.0%