Classification on In-house
92.27AccuracyPAMS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PAMSModel Architecture=TransMIL2026.03 | 92.27 | 99.31 | 94.84 | 56.2 | |
| PAMSModel Architecture=DTFD-MIL-AFS2026.03 | 92.19 | 99.36 | 94.66 | 51.78 | |
| Weighted CE (2:3:5)Model Architecture=TransMIL2026.03 | 91.88 | 99.41 | 94.27 | 46.32 | |
| Soft Labels (β = 5)Model Architecture=DTFD-MIL-AFS2026.03 | 91.76 | 98.79 | 94.07 | 43.16 | |
| Soft Labels (β = 5)Model Architecture=TransMIL2026.03 | 91.72 | 98.71 | 94.19 | 48.09 | |
| Hong et al. (τ = 15)Model Architecture=DTFD-MIL-AFS2026.03 | 91.69 | 99.31 | 94.23 | 50.59 | |
| Weighted CE (2:3:5)Model Architecture=DTFD-MIL-AFS2026.03 | 91.65 | 99.33 | 93.99 | 43.55 | |
| Weighted CE (1:2:7)Model Architecture=DTFD-MIL-AFS2026.03 | 91.57 | 99.34 | 93.95 | 42.99 | |
| HXE (α = 0.1)Model Architecture=DTFD-MIL-AFS2026.03 | 91.53 | 99.35 | 93.86 | 42.54 | |
| Soft Labels (β = 10)Model Architecture=TransMIL2026.03 | 91.49 | 99.01 | 94.09 | 49.82 | |
| Cross Entropy (CE)Model Architecture=DTFD-MIL-AFS2026.03 | 91.45 | 99.33 | 93.71 | 39.1 | |
| CDW-CEModel Architecture=DTFD-MIL-AFS2026.03 | 91.45 | 99.37 | 93.8 | 41.72 | |
| Chang et al.Model Architecture=TransMIL2026.03 | 91.42 | 99.27 | 94.01 | 49.07 | |
| Soft Labels (β = 10)Model Architecture=DTFD-MIL-AFS2026.03 | 91.42 | 99.22 | 93.8 | 42.78 | |
| Hong et al. (τ = 10)Model Architecture=TransMIL2026.03 | 91.22 | 99.21 | 94.02 | 53.1 | |
| HAFModel Architecture=TransMIL2026.03 | 91.18 | 99.28 | 93.87 | 49.69 | |
| Hong et al. (τ = 10)Model Architecture=DTFD-MIL-AFS2026.03 | 91.11 | 99.35 | 93.8 | 49.16 | |
| Chang et al.Model Architecture=DTFD-MIL-AFS2026.03 | 91.07 | 99.29 | 93.61 | 44.67 | |
| HXE (α = 0.5)Model Architecture=DTFD-MIL-AFS2026.03 | 91.03 | 99.31 | 93.44 | 40.87 | |
| HXE (α = 0.5)Model Architecture=TransMIL2026.03 | 90.99 | 99.19 | 93.78 | 50.96 | |
| Hong et al. (τ = 15)Model Architecture=TransMIL2026.03 | 90.87 | 99.2 | 93.76 | 53.07 | |
| HXE (α = 0.1)Model Architecture=TransMIL2026.03 | 90.76 | 99.21 | 93.63 | 50.69 | |
| HAFModel Architecture=DTFD-MIL-AFS2026.03 | 90.68 | 99.12 | 93.18 | 40.14 | |
| Cross Entropy (CE)Model Architecture=TransMIL2026.03 | 90.41 | 99.16 | 93.13 | 44.16 | |
| CDW-CEModel Architecture=TransMIL2026.03 | 90.02 | 99.14 | 92.97 | 47.14 | |
| Weighted CE (1:2:7)Model Architecture=TransMIL2026.03 | 89.17 | 99.14 | 92.29 | 44.6 |