Pathological image classification on TCGA-RCC 16-shot
92.6AUCViLa-MIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViLa-MILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 92.6 | 78.3 | 80.3 | |
| ViLa-MIL Highfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 92 | 77.8 | 80 | |
| CLAM-MBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 90.9 | 76.2 | 78.6 | |
| ViLa-MIL Lowfew-shot=16-shot, slide scale=5x, image encoder=ResNet-50 (CLIP)2025.02 | 90.9 | 77.3 | 79.5 | |
| IBMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 90.5 | 75.1 | 77.2 | |
| CLAM-SBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 90.1 | 75.3 | 77.6 | |
| DTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 90 | 74.4 | 76.8 | |
| TransMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 89.4 | 73 | 75.3 | |
| GTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 88.1 | 71.1 | 76.1 | |
| DSMILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 87.6 | 71.5 | 72.8 | |
| ABMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 83.6 | 64.4 | 65.7 | |
| Mean-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 83.3 | 60.9 | 62.3 | |
| Max-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 67.4 | 46.7 | 54.1 |