Table 4 Results on the Camelyon+ dataset with VIT-S-extracted features.
From: Comprehensive Benchmark Dataset for Pathological Lymph Node Metastasis in Breast Cancer Sections
Methods | Acc (%) | AUC (%) | F1 (%) | Recall (%) | Precision (%) | Kappa |
|---|---|---|---|---|---|---|
Max-MIL | 76.7 ± 5.30 | 77.2 ± 1.90 | 47.7 ± 1.17 | 45.4 ± 1.97 | 45.5 ± 6.72 | 0.58 ± 0.10 |
Mean-MIL | 72.5 ± 4.64 | 74.0 ± 4.41 | 42.0 ± 3.99 | 41.8 ± 4.31 | 45.4 ± 7.88 | 0.42 ± 0.07 |
ABMIL19 | 81.4 ± 2.07 | 81.6 ± 3.62 | 51.0 ± 3.26 | 49.7 ± 4.06 | 52.9 ± 4.71 | 0.65 ± 0.04 |
Gate-ABMIL19 | 78.9 ± 2.05 | 82.3 ± 3.41 | 54.0 ± 3.10 | 53.0 ± 2.78 | 52.7 ± 2.55 | 0.61 ± 0.05 |
CLAM-SB25 | 81.9 ± 1.52 | 82.3 ± 3.57 | 54.0 ± 3.25 | 53.2 ± 3.30 | 57.0 ± 5.80 | 0.64 ± 0.06 |
CLAM-MB25 | 81.7 ± 3.08 | 84.8 ± 4.11 | 57.6 ± 2.34 | 56.9 ± 2.07 | 59.0 ± 3.74 | 0.61 ± 0.09 |
DSMIL34 | 77.1 ± 3.38 | 78.9 ± 3.28 | 49.6 ± 2.83 | 49.0 ± 2.75 | 51.2 ± 1.73 | 0.57 ± 0.07 |
TransMIL24 | 79.7 ± 1.78 | 83.9 ± 2.10 | 50.8 ± 4.61 | 47.1 ± 5.16 | 46.7 ± 7.02 | 0.63 ± 0.03 |
DTFD35 | 80.4 ± 1.10 | 78.5 ± 2.96 | 49.3 ± 2.60 | 46.4 ± 3.72 | 47.4 ± 7.18 | 0.63 ± 0.03 |
AMD-MIL33 | 81.7 ± 0.72 | 83.0 ± 2.83 | 53.1 ± 3.69 | 51.6 ± 3.35 | 55.1 ± 3.60 | 0.65 ± 0.04 |
WiKG36 | 80.8 ± 1.34 | 83.2 ± 2.79 | 51.6 ± 2.55 | 50.1 ± 5.04 | 51.0 ± 8.07 | 0.62 ± 0.03 |
FR-MIL37 | 79.2 ± 3.24 | 83.1 ± 2.03 | 54.5 ± 3.56 | 54.5 ± 1.93 | 57.4 ± 4.86 | 0.57 ± 0.06 |
