Pathological image classification on TCGA-Lung 16-shot
74.7AUCViLa-MIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViLa-MILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 74.7 | 67 | 67.7 | |
| ViLa-MIL Highfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 72.3 | 66.6 | 66.9 | |
| ViLa-MIL Lowfew-shot=16-shot, slide scale=5x, image encoder=ResNet-50 (CLIP)2025.02 | 71.9 | 64.1 | 65.8 | |
| IBMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 69.2 | 57.4 | 66.9 | |
| CLAM-MBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 68.8 | 60.3 | 63 | |
| DSMILfew-shot=16-shot, slide scale=5x and 10x, image encoder=ResNet-50 (CLIP)2025.02 | 67.9 | 61 | 61.3 | |
| DTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 67.5 | 57.3 | 66.6 | |
| Mean-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 67.4 | 61.1 | 61.9 | |
| CLAM-SBfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 66.7 | 59.9 | 64 | |
| GTMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 66 | 61.1 | 63.8 | |
| TransMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 64.2 | 57.5 | 59.7 | |
| ABMILfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 60.5 | 56.8 | 61.2 | |
| Max-poolingfew-shot=16-shot, slide scale=10x, image encoder=ResNet-50 (CLIP)2025.02 | 53 | 45.8 | 53.3 |