Bag-level classification on NCT-CRC
1AUCRNN-MIL
Evaluation Results
| Method | Links | |
|---|---|---|
| RNN-MILPositive patch ratio=70%2025.05 | 1 | |
| ABMILPositive patch ratio=50%2025.05 | 1 | |
| ABMILPositive patch ratio=70%2025.05 | 1 | |
| Gated-ABMILPositive patch ratio=50%2025.05 | 1 | |
| Gated-ABMILPositive patch ratio=70%2025.05 | 1 | |
| CLAMPositive patch ratio=20%2025.05 | 1 | |
| CLAMPositive patch ratio=50%2025.05 | 1 | |
| CLAMPositive patch ratio=70%2025.05 | 1 | |
| TransMILPositive patch ratio=20%2025.05 | 1 | |
| TransMILPositive patch ratio=50%2025.05 | 1 | |
| TransMILPositive patch ratio=70%2025.05 | 1 | |
| IBMILPositive patch ratio=10%2025.05 | 1 | |
| IBMILPositive patch ratio=50%2025.05 | 1 | |
| IBMILPositive patch ratio=70%2025.05 | 1 | |
| R2T-MILPositive patch ratio=10%2025.05 | 1 | |
| R2T-MILPositive patch ratio=20%2025.05 | 1 | |
| R2T-MILPositive patch ratio=70%2025.05 | 1 | |
| DSAGLPositive patch ratio=10%2025.05 | 1 | |
| DSAGLPositive patch ratio=20%2025.05 | 1 | |
| DSAGLPositive patch ratio=50%2025.05 | 1 | |
| DSAGLPositive patch ratio=70%2025.05 | 1 | |
| R2T-MILPositive patch ratio=50%2025.05 | 0.998 | |
| IBMILPositive patch ratio=20%2025.05 | 0.9961 | |
| RNN-MILPositive patch ratio=50%2025.05 | 0.9915 | |
| CLAMPositive patch ratio=10%2025.05 | 0.9811 | |
| TransMILPositive patch ratio=10%2025.05 | 0.9705 | |
| Gated-ABMILPositive patch ratio=20%2025.05 | 0.9489 | |
| Gated-ABMILPositive patch ratio=10%2025.05 | 0.9488 | |
| RNN-MILPositive patch ratio=20%2025.05 | 0.8307 | |
| RNN-MILPositive patch ratio=10%2025.05 | 0.8183 | |
| MI-NetPositive patch ratio=50%2025.05 | 0.7582 | |
| ABMILPositive patch ratio=10%2025.05 | 0.7389 | |
| MI-NetPositive patch ratio=70%2025.05 | 0.7194 | |
| MI-NetPositive patch ratio=10%2025.05 | 0.7142 | |
| ABMILPositive patch ratio=20%2025.05 | 0.7019 | |
| MI-NetPositive patch ratio=20%2025.05 | 0.5168 |