Instance-level classification on CIFAR-10 (test)
73.36AUC (1% Patch Ratio)IBMIL
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| IBMILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | 73.36 | 85.14 | 87.42 | 84.51 | 67.5 | 51.49 | |
| TransMILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | 69.97 | 73.42 | 82.61 | 76.01 | 63.75 | 59.21 | |
| R2T-MILMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | 66.97 | 79.69 | 76.63 | 79.27 | 64.51 | 61.18 | |
| MI-NetMIL Model Category=Classical MIL Models2025.05 | 64.29 | 75.46 | 77.86 | 79.14 | 78.03 | 76.55 | |
| ABMILMIL Model Category=Attention-based MIL Models2025.05 | 62.08 | 61.96 | 73.52 | 75.34 | 70.1 | 63.24 | |
| Gated-ABMILMIL Model Category=Attention-based MIL Models2025.05 | 61.7 | 68.56 | 79.51 | 78.12 | 63.6 | 62.59 | |
| CLAMMIL Model Category=Attention-based MIL Models2025.05 | 60.37 | 80.3 | 82.21 | 77.52 | 65.98 | 61.21 | |
| DSAGLMIL Model Category=Transformer-based or Advanced MIL Models2025.05 | 59.54 | 85.35 | 90.19 | 92.68 | 90.74 | 90.86 | |
| RNN-MILMIL Model Category=Classical MIL Models2025.05 | 50.1 | 76.68 | 74.48 | 78.33 | 65.26 | 63.94 |