Cancer Subtype Classification on TCGA
93.4BRCA AUCeWSI64
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| eWSI64Pre-training initialization=Inet-SSL2026.03 | 93.4 | 96.5 | 72.6 | 81.9 | 92.9 | |
| eWSI64Pre-training initialization=Hist-SSL2026.03 | 92.4 | 97.8 | 76.3 | 83.7 | 93.7 | |
| FC-MaxPre-training initialization=Hist-SSL2026.03 | 91.7 | 97.2 | 74.6 | 80.8 | 93.6 | |
| FC-MaxPre-training initialization=Inet-SSL2026.03 | 91.6 | 95.4 | 69.3 | 78.7 | 89.5 | |
| eWSI64Pre-training initialization=Inet-sup2026.03 | 90.9 | 95.7 | 73 | 82.1 | 90.4 | |
| TransMILPre-training initialization=Inet-SSL2026.03 | 90.2 | 93.6 | 63.7 | 75.1 | 76.2 | |
| ACMILPre-training initialization=Hist-SSL2026.03 | 90.1 | 96.5 | 74.1 | 77.5 | 89.7 | |
| ACMILPre-training initialization=Inet-SSL2026.03 | 89.9 | 94.6 | 68.2 | 71.6 | 86.2 | |
| ABMILPre-training initialization=Hist-SSL2026.03 | 88.9 | 94.7 | 72 | 74.9 | 88.9 | |
| TransMILPre-training initialization=Hist-SSL2026.03 | 88.3 | 97.1 | 71.2 | 74.9 | 91.3 | |
| ABMILPre-training initialization=Inet-SSL2026.03 | 87.6 | 92.1 | 67.7 | 71.5 | 82.8 | |
| TransMILPre-training initialization=Inet-sup2026.03 | 86.4 | 90.3 | 61.1 | 72.9 | 84.5 | |
| ACMILPre-training initialization=Inet-sup2026.03 | 86.2 | 93.6 | 68.8 | 78.6 | 83.4 | |
| FC-MaxPre-training initialization=Inet-sup2026.03 | 85.7 | 94.7 | 67.4 | 77.6 | 82.9 | |
| ABMILPre-training initialization=Inet-sup2026.03 | 83.7 | 92.8 | 67 | 72.7 | 85.7 |