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. 2024 Feb 28;10:e1850. doi: 10.7717/peerj-cs.1850

Table 3. Performance analysis of the baseline models and the proposed model executed on the BreakHis and WBC datasets.

Dataset Model Precision Recall Accuracy F1-Score MCC
BreakHis DenseNet 0.98 0.98 0.97 0.98 0.97
VGG16 0.95 0.94 0.95 0.95 0.95
MobileNet 0.94 0.93 0.94 0.94 0.94
ResNet-50 0.96 0.97 0.96 0.96 0.97
CNN 0.96 0.96 0.96 0.96 0.97
Proposed model 0.99 0.99 0.99 0.99 0.99
WBC DenseNet 0.97 0.97 0.97 0.98 0.98
VGG16 0.96 0.97 0.96 0.96 0.96
MobileNet 0.94 0.93 0.94 0.93 0.94
ResNet-50 0.96 0.97 0.96 0.96 0.95
CNN 0.95 0.96 0.95 0.94 0.94
Proposed model 0.99 0.99 0.99 0.99 0.99