WSI Classification on Camelyon16 (Mean AUC)
0.9105Mean AUCHIPSS
Evaluation Results
| Method | Links | |
|---|---|---|
| HIPSSshot_setting=16-shot2026.03 | 0.9105 | |
| HIPSSshot_setting=8-shot2026.03 | 0.8586 | |
| FOCUSshot_setting=16-shot2026.03 | 0.8402 | |
| TOPshot_setting=16-shot2026.03 | 0.8345 | |
| FASTshot_setting=16-shot2026.03 | 0.8197 | |
| HIPSSshot_setting=4-shot2026.03 | 0.8159 | |
| HIPSSshot_setting=2-shot2026.03 | 0.8066 | |
| ViLa-MILshot_setting=16-shot2026.03 | 0.7997 | |
| FOCUSshot_setting=8-shot2026.03 | 0.7974 | |
| ABMILshot_setting=16-shot2026.03 | 0.782 | |
| FASTshot_setting=8-shot2026.03 | 0.7742 | |
| ViLa-MILshot_setting=8-shot2026.03 | 0.7599 | |
| FASTshot_setting=2-shot2026.03 | 0.7595 | |
| HIPSSshot_setting=1-shot2026.03 | 0.7429 | |
| FASTshot_setting=4-shot2026.03 | 0.7359 | |
| TOPshot_setting=8-shot2026.03 | 0.7301 | |
| TOPshot_setting=4-shot2026.03 | 0.7282 | |
| ABMILshot_setting=8-shot2026.03 | 0.7195 | |
| TOPshot_setting=2-shot2026.03 | 0.7054 | |
| FASTshot_setting=1-shot2026.03 | 0.6933 | |
| TOPshot_setting=1-shot2026.03 | 0.6852 | |
| Mean Poolingshot_setting=16-shot2026.03 | 0.6843 | |
| Max Poolingshot_setting=8-shot2026.03 | 0.6725 | |
| Max Poolingshot_setting=16-shot2026.03 | 0.6709 | |
| FOCUSshot_setting=4-shot2026.03 | 0.6366 | |
| Mean Poolingshot_setting=8-shot2026.03 | 0.633 | |
| Max Poolingshot_setting=4-shot2026.03 | 0.6263 | |
| ABMILshot_setting=4-shot2026.03 | 0.6086 | |
| ABMILshot_setting=2-shot2026.03 | 0.5969 | |
| Mean Poolingshot_setting=4-shot2026.03 | 0.5959 | |
| Max Pooling - CLIPshot_setting=16-shot2026.03 | 0.5947 | |
| Mean Pooling - CLIPshot_setting=16-shot2026.03 | 0.5816 | |
| Max Pooling - CLIPshot_setting=8-shot2026.03 | 0.5814 | |
| Max Poolingshot_setting=1-shot2026.03 | 0.5732 | |
| Mean Poolingshot_setting=1-shot2026.03 | 0.5716 | |
| ABMILshot_setting=1-shot2026.03 | 0.5706 | |
| Max Poolingshot_setting=2-shot2026.03 | 0.5684 | |
| FOCUSshot_setting=2-shot2026.03 | 0.5682 | |
| Mean Poolingshot_setting=2-shot2026.03 | 0.5637 | |
| Mean Pooling - CLIPshot_setting=8-shot2026.03 | 0.5627 | |
| ViLa-MILshot_setting=4-shot2026.03 | 0.5617 | |
| Max Pooling - CLIPshot_setting=4-shot2026.03 | 0.5417 | |
| Max Pooling - CLIPshot_setting=2-shot2026.03 | 0.5401 | |
| Max Pooling - CLIPshot_setting=1-shot2026.03 | 0.5268 | |
| FOCUSshot_setting=1-shot2026.03 | 0.5265 | |
| Mean Pooling - CLIPshot_setting=4-shot2026.03 | 0.493 | |
| ViLa-MILshot_setting=2-shot2026.03 | 0.4601 | |
| ViLa-MILshot_setting=1-shot2026.03 | 0.4565 | |
| Mean Pooling - CLIPshot_setting=1-shot2026.03 | 0.3357 | |
| Mean Pooling - CLIPshot_setting=2-shot2026.03 | 0.3235 |