Few-shot Cancer Subtype Classification on Human Breast (BRCA) 1,265 slides (test)
90.3Macro-AUCTANGLE
Evaluation Results
| Method | Links | |
|---|---|---|
| TANGLEk=25, protocol=Linear probing2024.05 | 90.3 | |
| TANGLEk=10, protocol=Linear probing2024.05 | 84.8 | |
| CTransPath+ABMILk=25, protocol=MIL2024.05 | 83.5 | |
| TANGLE-Reck=25, protocol=Linear probing2024.05 | 83.4 | |
| CTransPath-Intrak=25, protocol=Linear probing2024.05 | 83.2 | |
| TANGLEk=5, protocol=Linear probing2024.05 | 82.6 | |
| CTransPath+Avg.k=25, protocol=Linear probing2024.05 | 80 | |
| HIPT_CLS_4Kk=25, protocol=Linear probing2024.05 | 78.1 | |
| ResNet50+Avg.k=25, protocol=Linear probing2024.05 | 76.6 | |
| CTransPath+ABMILk=10, protocol=MIL2024.05 | 73.8 | |
| TANGLE-Reck=5, protocol=Linear probing2024.05 | 73.6 | |
| CTransPath-Intrak=5, protocol=Linear probing2024.05 | 73.2 | |
| CTransPath-Intrak=10, protocol=Linear probing2024.05 | 71.9 | |
| CTransPath+Avg.k=5, protocol=Linear probing2024.05 | 71.3 | |
| CTransPath+Avg.k=10, protocol=Linear probing2024.05 | 71.3 | |
| CTransPath+TransMILk=25, protocol=MIL2024.05 | 71.2 | |
| ResNet50+ABMILk=25, protocol=MIL2024.05 | 71 | |
| HIPT_CLS_4Kk=10, protocol=Linear probing2024.05 | 71 | |
| CTransPath+ABMILk=5, protocol=MIL2024.05 | 70.9 | |
| CTransPath+Avg.k=1, protocol=Linear probing2024.05 | 68.6 | |
| TANGLE-Reck=10, protocol=Linear probing2024.05 | 68.3 | |
| ResNet50+Avg.k=10, protocol=Linear probing2024.05 | 68 | |
| ResNet50+ABMILk=10, protocol=MIL2024.05 | 67.6 | |
| ResNet50+Avg.k=5, protocol=Linear probing2024.05 | 67.4 | |
| TANGLEk=1, protocol=Linear probing2024.05 | 67.3 | |
| ResNet50+Avg.k=1, protocol=Linear probing2024.05 | 65.7 | |
| CTransPath+TransMILk=10, protocol=MIL2024.05 | 63.9 | |
| HIPT_CLS_4Kk=5, protocol=Linear probing2024.05 | 63.7 | |
| CTransPath+TransMILk=5, protocol=MIL2024.05 | 63 | |
| HIPT_CLS_4Kk=1, protocol=Linear probing2024.05 | 62.2 | |
| ResNet50+ABMILk=5, protocol=MIL2024.05 | 58 | |
| CTransPath+ABMILk=1, protocol=MIL2024.05 | 57.4 | |
| CTransPath-Intrak=1, protocol=Linear probing2024.05 | 57.2 | |
| TANGLE-Reck=1, protocol=Linear probing2024.05 | 56.3 | |
| CTransPath+TransMILk=1, protocol=MIL2024.05 | 55.5 | |
| ResNet50+ABMILk=1, protocol=MIL2024.05 | 53.9 | |
| ResNet50+TransMILk=10, protocol=MIL2024.05 | 53.7 | |
| ResNet50+TransMILk=25, protocol=MIL2024.05 | 51.8 | |
| ResNet50+TransMILk=5, protocol=MIL2024.05 | 50.5 | |
| ResNet50+TransMILk=1, protocol=MIL2024.05 | 49.4 |