Table 8 Ablation study of (η1, η2, η3) on four benchmark datasets
From: CFG-MambaNet: Contextual and Frequency-Guided Mamba Network for medical image segmentation
(η1, η2, η3) | ACDC | Kvasir-SEG | ISIC | SEED | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
η1 | η2 | η3 | Dice% | IoU% | ASD | Dice% | IoU% | ASD | Dice% | IoU% | ASD | Dice% | IoU% | ASD |
1.0 | 0.0 | 0.0 | 90.36 | 82.10 | 1.06 | 90.05 | 84.05 | 5.12 | 92.18 | 86.35 | 4.33 | 83.60 | 74.95 | 11.28 |
0.0 | 1.0 | 0.0 | 91.05 | 83.05 | 0.99 | 90.82 | 84.72 | 4.92 | 92.82 | 87.10 | 4.02 | 84.35 | 76.10 | 10.62 |
0.0 | 0.0 | 1.0 | 90.78 | 82.62 | 1.02 | 90.55 | 84.48 | 4.98 | 92.55 | 86.82 | 4.15 | 84.05 | 75.80 | 10.80 |
0.5 | 0.5 | 0.0 | 92.32 | 85.62 | 0.80 | 92.36 | 87.54 | 3.53 | 94.04 | 89.18 | 3.56 | 86.18 | 78.86 | 9.06 |
0.5 | 0.3 | 0.2 | 92.58 | 86.06 | 0.71 | 92.62 | 87.90 | 3.60 | 94.24 | 89.50 | 3.46 | 86.42 | 79.16 | 8.78 |
0.4 | 0.3 | 0.3 | 92.74 | 86.22 | 0.72 | 92.84 | 88.10 | 3.56 | 94.46 | 89.83 | 3.42 | 86.52 | 79.34 | 8.69 |
0.3 | 0.4 | 0.3 | 92.72 | 86.24 | 0.74 | 92.78 | 87.98 | 3.57 | 94.54 | 89.81 | 3.44 | 86.45 | 79.10 | 8.72 |
0.3 | 0.3 | 0.4 | 92.48 | 85.92 | 0.73 | 92.54 | 87.72 | 3.59 | 94.18 | 89.36 | 3.45 | 86.30 | 78.92 | 8.65 |
0.2 | 0.4 | 0.4 | 92.10 | 85.40 | 0.82 | 92.18 | 87.30 | 3.68 | 93.86 | 88.92 | 3.60 | 85.92 | 78.30 | 9.12 |
