Table 1.
Summary of the considered state-of-the-art works.
| Reference | Methodologies | Dataset(s) | Outcomes |
|---|---|---|---|
| Sakri et al. [9] | REPTree, NB, and KNN-IBK with PSO | WPBC | Accuracy: 81.3%, Precision: 88.3%, Recall: 93.4%, F-Score: 87.7%, AUC: 0.820 |
| Alom et al. [10] | Inception-v4, ResNet, and RCNN | BreakHis and BCD | Accuracy: 100%, Sensitivity: 100%, Specificity: 100%, AUC: 1.0 |
| Hong et al. [11] | LR and Gaussian mixture | TCGA_TNBC, GEOD-40525, GSE40049 and GSE19783 | AUC (GSE40049): 0.89, AUC (GSE19783): 0.90 |
| Yan et al. [12] | LR | BCC at HMUCH | AUC (HER2-Positive): 0.820, AUC (TNBC): 0.785 |
| Mosayebi et al. [13] | RF, LVQ, NB, C5.0 DT, MLP, KPCA-SVM, and SVM | MHME-ICRC | Accuracy: 81.9%, Sensitivity: 86.9%, Specificity:77.7%, F-Value: 81.6%, AUC: 0.774 |
| Comes et al. [14] | CNN and SVM | I-SPY1 TRIAL and BREAST-MRI-NACT-Pilot | Accuracy: 85.2%, Sensitivity: 84.6%, AUC: 0.83 |
| Sanyal et al. [15] | LSTM and XGBoost | Manually and NLP-curated | Sensitivity: 89.0%, Specificity: 84.0%, AUC: 0.94 |
| Conde-Sousa et al. [16] | DL | HEROHE | Precision: 79%, Recall: 100%, F-Value: 79%, AUC: 0.88 |
| Rabinovici-Cohen et al. [17] | CNN | Real-World Retrospective Dataset | Specificity: 57%, F-Value: 56%, Balanced Accuracy: 72%, PPV: 41%, NPV: 96%, Sensitivity: 93%, AUC: 0.75 |
| Liu et al. [18] | RF, LR, and XGBoost | Clinical dataset | Accuracy: 80%, Precision: 40%, Recall: 75%, F-Value: 50%, AUC: 0.75 |
| TCGA | Accuracy: 73%, Precision: 33%, Recall: 60%, F-Value: 42%, AUC: 0.72 | ||
| Yang et al. [19] | CNN and ResNet50 | CAMS | AUC: 0.76 |
| TCGA | AUC: 0.72 | ||
| Lu et al. [20] | GNN-based Slide Graph | TCGA | AUC: 0.75 |
| HER2C and Nott-HER2 | AUC: 0.80 | ||
| Su et al. [21] | CNN | H&E and Ki67 | Accuracy: 80%, F-Value: 79.2%, AUC: 0.811 |
| Liu et al. [22] | XGBoost | AEHWU | R-Square (CVDA): 0.9993, R-Square (Kmax): 0.9888 |
| Botlagunta et al. [23] | LR, KNN, DT, RF, SVM, GB, and XGBoost | Medical data on MBC | Accuracy: 83%, Precision: 83%, Recall: 100%, F-Value: 85%, AUC: 0.87 |
| Dammu et al. [24] | CNN | I-SPY-1 TRIAL | Accuracy: 81%, Sensitivity: 68%, Specificity: 97%, F-Value: 76%, AUC: 0.83 |