Multi-class Classification on BRACS
77.1AccuracyAINet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AINetBackbone=PLIP2026.02 | 77.1 | 89 | 72.3 | |
| ACMILBackbone=PLIP2026.02 | 76.7 | 87.2 | 71 | |
| MHIM-ABMILBackbone=PLIP2026.02 | 76.5 | 88.1 | 70.9 | |
| DTFD-AFSBackbone=PLIP2026.02 | 75.9 | 87.2 | 66.9 | |
| ABMILBackbone=PLIP2026.02 | 75.4 | 87.5 | 70.5 | |
| AINetBackbone=ResNet182026.02 | 74.5 | 86.4 | 68.7 | |
| CLAMBackbone=PLIP2026.02 | 74.2 | 87.1 | 69.2 | |
| MambaMILBackbone=PLIP2026.02 | 73.6 | 87.5 | 67 | |
| PAMoEBackbone=PLIP2026.02 | 73 | 85 | 67.7 | |
| DTFD-MaxMBackbone=PLIP2026.02 | 72.4 | 83.8 | 61.7 | |
| WIKGBackbone=PLIP2026.02 | 72.4 | 85.8 | 66.2 | |
| SSMMILBackbone=PLIP2026.02 | 72.3 | 86.7 | 67.9 | |
| SSMMILBackbone=ResNet182026.02 | 72.1 | 83.4 | 62 | |
| DSMILBackbone=PLIP2026.02 | 71.7 | 84.7 | 62.9 | |
| MHIM-TransBackbone=PLIP2026.02 | 71.7 | 85.9 | 66.9 | |
| ILRABackbone=PLIP2026.02 | 71.7 | 85.2 | 62.2 | |
| MHIM-ABMILBackbone=ResNet182026.02 | 71.5 | 85.1 | 62.4 | |
| TransMILBackbone=PLIP2026.02 | 70.9 | 85.1 | 64 | |
| TransMILBackbone=ResNet182026.02 | 70.6 | 79.9 | 59.6 | |
| WIKGBackbone=ResNet182026.02 | 70.6 | 83.7 | 63.7 | |
| MambaMILBackbone=ResNet182026.02 | 70.6 | 83.4 | 63.6 | |
| ILRABackbone=ResNet182026.02 | 70.2 | 85.1 | 64.2 | |
| DTFD-MaxMBackbone=ResNet182026.02 | 69.8 | 81.5 | 61 | |
| ACMILBackbone=ResNet182026.02 | 69.8 | 84.9 | 63.3 | |
| ABMILBackbone=ResNet182026.02 | 69.1 | 81.6 | 60.4 | |
| CLAMBackbone=ResNet182026.02 | 68.9 | 83 | 60.1 | |
| MHIM-TransBackbone=ResNet182026.02 | 68.9 | 83.3 | 61.3 | |
| DTFD-AFSBackbone=ResNet182026.02 | 67.6 | 82.3 | 61.4 | |
| PAMoEBackbone=ResNet182026.02 | 66.1 | 80 | 59.3 | |
| DSMILBackbone=ResNet182026.02 | 65.7 | 79.5 | 55.5 |