Slide-Level Classification on LBP-CECA (test)
74.1F1 ScoreFull Supervision
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Full SupervisionProtocol=Full patch supervision (Upper bound)2023.03 | 74.1 | 94.2 | |
| DTFD-MILBackbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 72.3 | 92.2 | |
| TransMILBackbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 72 | 91.8 | |
| CLAM-SBBackbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 71.8 | 90.7 | |
| Max-poolingBackbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 69.5 | 91.2 | |
| Mean-poolingBackbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 68.5 | 90 | |
| KNN (Max)Backbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 67.6 | 87.5 | |
| Max-poolingBackbone=Frozen IN-1K ResNet-502023.03 | 63.6 | 89.3 | |
| CLAM-SBBackbone=Frozen IN-1K ResNet-502023.03 | 58.7 | 86 | |
| DTFD-MILBackbone=Frozen IN-1K ResNet-502023.03 | 56.9 | 84.7 | |
| TransMILBackbone=Frozen IN-1K ResNet-502023.03 | 53.3 | 85 | |
| KNN (Mean)Backbone=Fine-tuned ResNet-50 (Proposed)2023.03 | 52.9 | 73.7 | |
| AB-MILBackbone=Frozen IN-1K ResNet-502023.03 | 52.5 | 84.5 | |
| KNN (Max)Backbone=Frozen IN-1K ResNet-502023.03 | 47.7 | 74.3 | |
| KNN (Mean)Backbone=Frozen IN-1K ResNet-502023.03 | 39.3 | 65 | |
| Mean-poolingBackbone=Frozen IN-1K ResNet-502023.03 | 35 | 73.5 |