Bag-level classification on CIFAR-10 (test)
1AUCMI-Net
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MI-NetPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=50%2025.05 | 1 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=20%2025.05 | 1 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=50%2025.05 | 1 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| Gated-ABMILPositive patch ratio=20%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=50%2025.05 | 1 | — | — | — | — | — | — | |
| TransMILPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=50%2025.05 | 1 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=20%2025.05 | 1 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=50%2025.05 | 1 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=20%2025.05 | 1 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=50%2025.05 | 1 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=70%2025.05 | 1 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=20%2025.05 | 0.9974 | — | — | — | — | — | — | |
| TransMILPositive patch ratio=20%2025.05 | 0.9958 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=20%2025.05 | 0.9926 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=10%2025.05 | 0.9697 | — | — | — | — | — | — | |
| TransMILPositive patch ratio=10%2025.05 | 0.9489 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=10%2025.05 | 0.9212 | — | — | — | — | — | — | |
| CLAMPositive patch ratio=10%2025.05 | 0.9209 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=10%2025.05 | 0.9106 | — | — | — | — | — | — | |
| MI-NetPositive patch ratio=50%2025.05 | 0.9057 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=10%2025.05 | 0.8814 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=10%2025.05 | 0.8729 | — | — | — | — | — | — | |
| MI-NetPositive patch ratio=20%2025.05 | 0.8621 | — | — | — | — | — | — | |
| Gated-ABMILPositive patch ratio=10%2025.05 | 0.8619 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=5%2025.05 | 0.8286 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=5%2025.05 | 0.823 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=5%2025.05 | 0.7615 | — | — | — | — | — | — | |
| MI-NetPositive patch ratio=10%2025.05 | 0.737 | — | — | — | — | — | — | |
| CLAMPositive patch ratio=5%2025.05 | 0.6968 | — | — | — | — | — | — | |
| MI-NetPositive patch ratio=5%2025.05 | 0.6935 | — | — | — | — | — | — | |
| TransMILPositive patch ratio=5%2025.05 | 0.6934 | — | — | — | — | — | — | |
| R2T-MILPositive patch ratio=1%2025.05 | 0.6857 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=5%2025.05 | 0.6795 | — | — | — | — | — | — | |
| RNN-MILPositive patch ratio=1%2025.05 | 0.6691 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=5%2025.05 | 0.6571 | — | — | — | — | — | — | |
| ABMILPositive patch ratio=1%2025.05 | 0.6217 | — | — | — | — | — | — | |
| MI-NetPositive patch ratio=1%2025.05 | 0.6097 | — | — | — | — | — | — | |
| DSAGLPositive patch ratio=1%2025.05 | 0.6027 | — | — | — | — | — | — | |
| Gated-ABMILPositive patch ratio=5%2025.05 | 0.5775 | — | — | — | — | — | — | |
| TransMILPositive patch ratio=1%2025.05 | 0.5519 | — | — | — | — | — | — | |
| Gated-ABMILPositive patch ratio=1%2025.05 | 0.5426 | — | — | — | — | — | — | |
| IBMILPositive patch ratio=1%2025.05 | 0.542 | — | — | — | — | — | — | |
| CLAMPositive patch ratio=1%2025.05 | 0.4428 | — | — | — | — | — | — | |
| ABMILMIL Model Category=Attention-based MIL Models2025.05 | — | 0.6217 | 0.6571 | 0.8814 | 1 | 1 | 1 | |
| CLAMMIL Model Category=Attention-based MIL Models2025.05 | — | 0.4428 | 0.6968 | 0.9209 | 1 | 1 | 1 | |
| DSAGLMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | — | 0.6027 | 0.8286 | 0.9697 | 1 | 1 | 1 | |
| Gated-ABMILMIL Model Category=Attention-based MIL Models2025.05 | — | 0.5426 | 0.5775 | 0.8619 | 1 | 1 | 1 | |
| IBMILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | — | 0.542 | 0.7615 | 0.8729 | 0.9926 | 1 | 1 | |
| MI-NetMIL Model Category=Classical MIL Models2025.05 | — | 0.6097 | 0.6935 | 0.737 | 0.8621 | 0.9057 | 1 | |
| R2T-MILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | — | 0.6857 | 0.823 | 0.9106 | 1 | 1 | 1 | |
| RNN-MILMIL Model Category=Classical MIL Models2025.05 | — | 0.6691 | 0.6795 | 0.9212 | 0.9974 | 1 | 1 | |
| TransMILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | — | 0.5519 | 0.6934 | 0.9489 | 0.9958 | 1 | 1 |