HPV status prediction on HECKTOR
97.5Mean AUCMulti-FRuGaL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Multi-FRuGaLStrategy=Multi-FRuGaL2026.06 | 97.5 | 84.1 | 99.2 | 51.2 | 75.3 | 94.1 | |
| ResNet18Strategy=Feature concat + MLP2026.06 | 94.6 | 77.4 | 99.3 | 43.2 | 71.8 | 93.6 | |
| MulTStrategy=Cross-Attention2026.06 | 90.4 | 69.1 | 96.3 | 41.5 | 68.4 | 90.6 | |
| Less-is-MoreStrategy=CNN + MLP2026.06 | 86.1 | 73.6 | 97.1 | 36.4 | 67.5 | 91.3 | |
| LANISTRStrategy=Generative Fusion2026.06 | 85.4 | 66.1 | 95.3 | 32.4 | 64.2 | 89.1 | |
| ViTStrategy=Feature concat + MLP2026.06 | 85.2 | 52.1 | 100 | 7.6 | 53.4 | 86.7 | |
| SENetStrategy=Feature concat + MLP2026.06 | 79.2 | 58.4 | 99.3 | 15.1 | 57.5 | 87.1 | |
| DenseNet121Strategy=Feature concat + MLP2026.06 | 77.7 | 64.6 | 99.4 | 22.3 | 61.7 | 89.1 | |
| HONeYBEEStrategy=Feature concat + MLP2026.06 | 73.4 | 61.6 | 98.1 | 18.3 | 58.4 | 88.5 | |
| EfficientNetStrategy=Feature concat + MLP2026.06 | 58.1 | 55.6 | 99.3 | 12.2 | 55.1 | 87.1 |