Pathological image classification on TIHD-RCC 16-shot
84.3AUCViLa-MIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViLa-MILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 84.3 | 68.7 | 68.8 | |
| ViLa-MIL Highfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 83 | 65.3 | 66.2 | |
| ViLa-MIL Lowfew-shot=16-shot, slide scale=5x, image encoder=ResNet-50 (CLIP)2025.02 | 79.5 | 61.2 | 63.1 | |
| GTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 77.1 | 61.4 | 62.2 | |
| CLAM-MBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 71.8 | 54.8 | 55.4 | |
| IBMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 71.5 | 57.2 | 56.4 | |
| TransMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 71.2 | 53.9 | 54.9 | |
| DTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 70.3 | 55.6 | 55.8 | |
| DSMILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 69.9 | 49.9 | 50 | |
| CLAM-SBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 68.9 | 50.5 | 53.1 | |
| Mean-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 67.2 | 42.4 | 47.9 | |
| ABMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 65.6 | 46.9 | 47.9 | |
| Max-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 52.5 | 32.2 | 37.5 |