Table 5 Results on the Camelyon+ dataset with PLIP-extracted features.
From: Comprehensive Benchmark Dataset for Pathological Lymph Node Metastasis in Breast Cancer Sections
Methods | Acc (%) | AUC (%) | F1 (%) | Recall (%) | Precision (%) | Kappa |
|---|---|---|---|---|---|---|
PLIP3 (WSIs pre-trained) | ||||||
Max-MIL | 79.4 ± 2.49 | 78.2 ± 3.44 | 43.9 ± 1.87 | 47.3 ± 2.13 | 41.2 ± 2.01 | 0.61 ± 0.03 |
Mean-MIL | 73.4 ± 6.31 | 75.4 ± 5.08 | 43.7 ± 2.48 | 43.6 ± 3.44 | 48.9 ± 3.82 | 0.50 ± 0.05 |
ABMIL19 | 81.8 ± 1.94 | 85.1 ± 4.15 | 53.1 ± 5.62 | 54.3 ± 4.08 | 55.0 ± 5.96 | 0.66 ± 0.03 |
Gate-ABMIL19 | 82.4 ± 0.98 | 84.5 ± 3.91 | 53.4 ± 1.57 | 54.7 ± 2.14 | 54.9 ± 1.68 | 0.67 ± 0.04 |
CLAM-SB25 | 81.9 ± 1.81 | 84.7 ± 4.43 | 52.0 ± 6.23 | 53.8 ± 4.15 | 51.8 ± 8.51 | 0.65 ± 0.04 |
CLAM-MB25 | 83.9 ± 0.78 | 87.2 ± 2.20 | 59.8 ± 3.83 | 60.4 ± 4.02 | 60.9 ± 3.33 | 0.67 ± 0.04 |
DSMIL34 | 81.9 ± 2.78 | 84.8 ± 3.58 | 54.3 ± 3.03 | 54.2 ± 2.74 | 56.1 ± 4.73 | 0.65 ± 0.02 |
TransMIL24 | 81.9 ± 1.57 | 86.3 ± 3.01 | 51.5 ± 7.23 | 54.1 ± 5.52 | 55.4 ± 10.71 | 0.65 ± 0.04 |
DTFD35 | 81.3 ± 2.22 | 84.2 ± 4.23 | 48.5 ± 4.74 | 51.4 ± 3.52 | 49.6 ± 6.55 | 0.66 ± 0.03 |
AMD-MIL33 | 84.9 ± 1.45 | 88.1 ± 2.90 | 57.7 ± 5.05 | 59.1 ± 4.34 | 58.9 ± 1.83 | 0.69 ± 0.03 |
WiKG36 | 82.3 ± 2.34 | 86.5 ± 4.16 | 57.8 ± 3.53 | 58.1 ± 3.31 | 59.4 ± 3.46 | 0.61 ± 0.08 |
FR-MIL37 | 84.6 ± 0.99 | 88.2 ± 3.33 | 61.7 ± 5.41 | 62.1 ± 5.62 | 63.9 ± 7.14 | 0.67 ± 0.05 |
