Table 6 Ablation experiment results comparison of classification models.

From: Brain tumor classification from MRI images using a multi-scale channel attention CNN integrated with SVM

Model

Accuracy(%)

Precision(%)

Recall(%)

F1-score(%)

Baseline

94.65

94.78

94.18

94.24

w./o. Multi-scale

95.57

95.57

95.31

95.25

w./o. SENet

96.94

96.81

96.71

96.73

w./o. SVM

97.10

96.98

96.87

96.90

Ours

98.01

97.93

97.85

97.88