Table 5 Ablation study.

From: A novel sub-differentiable hausdorff loss combined with BCE for MRI brain tumor segmentation using UNet variants

Model

Loss Function

Evaluation Metrics

Accuracy

Precision

Recall

Dice_Score

IoU

Attention U Net

HDL

74.25

65.53

66.45

64.75

57.61

BCE

97.37

88.95

85.09

87.72

79.65

HDL + BCE

99.52

90.74

91.39

89.77

80.47

SDHL

77.25

68.34

69.71

67.16

60.58

Our Proposed Loss(SDHL) + BCE

99.71

91.06

91.85

90.16

80.78