Instance-level classification on NCT-CRC
0.9898AUCDSAGL
Evaluation Results
| Method | Links | |
|---|---|---|
| DSAGLPositive patch ratio=70%2025.05 | 0.9898 | |
| DSAGLPositive patch ratio=50%2025.05 | 0.9737 | |
| DSAGLPositive patch ratio=10%2025.05 | 0.9714 | |
| DSAGLPositive patch ratio=20%2025.05 | 0.952 | |
| R2T-MILPositive patch ratio=20%2025.05 | 0.8702 | |
| IBMILPositive patch ratio=20%2025.05 | 0.8524 | |
| TransMILPositive patch ratio=20%2025.05 | 0.8512 | |
| CLAMPositive patch ratio=20%2025.05 | 0.8507 | |
| R2T-MILPositive patch ratio=10%2025.05 | 0.8224 | |
| IBMILPositive patch ratio=70%2025.05 | 0.8194 | |
| R2T-MILPositive patch ratio=70%2025.05 | 0.8006 | |
| R2T-MILPositive patch ratio=50%2025.05 | 0.7638 | |
| IBMILPositive patch ratio=10%2025.05 | 0.7515 | |
| IBMILPositive patch ratio=50%2025.05 | 0.7506 | |
| Gated-ABMILPositive patch ratio=70%2025.05 | 0.7209 | |
| TransMILPositive patch ratio=10%2025.05 | 0.6996 | |
| MI-NetPositive patch ratio=50%2025.05 | 0.6978 | |
| MI-NetPositive patch ratio=20%2025.05 | 0.6933 | |
| MI-NetPositive patch ratio=70%2025.05 | 0.6881 | |
| Gated-ABMILPositive patch ratio=50%2025.05 | 0.6812 | |
| Gated-ABMILPositive patch ratio=10%2025.05 | 0.6736 | |
| TransMILPositive patch ratio=70%2025.05 | 0.6705 | |
| MI-NetPositive patch ratio=10%2025.05 | 0.6631 | |
| ABMILPositive patch ratio=10%2025.05 | 0.6604 | |
| ABMILPositive patch ratio=70%2025.05 | 0.653 | |
| CLAMPositive patch ratio=10%2025.05 | 0.6508 | |
| CLAMPositive patch ratio=70%2025.05 | 0.6429 | |
| ABMILPositive patch ratio=20%2025.05 | 0.6407 | |
| ABMILPositive patch ratio=50%2025.05 | 0.6391 | |
| RNN-MILPositive patch ratio=70%2025.05 | 0.6317 | |
| Gated-ABMILPositive patch ratio=20%2025.05 | 0.6316 | |
| RNN-MILPositive patch ratio=50%2025.05 | 0.6226 | |
| RNN-MILPositive patch ratio=20%2025.05 | 0.6217 | |
| RNN-MILPositive patch ratio=10%2025.05 | 0.6131 | |
| TransMILPositive patch ratio=50%2025.05 | 0.6026 | |
| CLAMPositive patch ratio=50%2025.05 | 0.5434 |