Table 8 Results on BUSI US dataset.

From: HyFusion-X: hybrid deep and traditional feature fusion with ensemble classifiers for breast cancer detection using mammogram and ultrasound images

Classifiers

Accuracy (%)

Precision (%)

Recall (%)

Specificity (%)

F1-score

AUC

XGBoost

97.02

98

96

98

0.97

0.99

94

97

98

0.95

0.99

98

100

99

0.99

1.00

AdaBoost

92.77

93

94

91

0.94

0.98

87

86

95

0.86

0.97

100

100

100

1.00

1.00

CatBoost

94.89

93

98

91

0.96

0.99

95

86

98

0.90

0.98

100

100

100

1.00

1.00

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