Few-shot Cancer Subtype Classification on Human Lung (NSCLC) 1,946 slides (test)
93.9Macro-AUCTANGLE
Evaluation Results
| Method | Links | |
|---|---|---|
| TANGLEk=25, protocol=Linear probing2024.05 | 93.9 | |
| TANGLEk=10, protocol=Linear probing2024.05 | 91.5 | |
| TANGLEk=5, protocol=Linear probing2024.05 | 89.3 | |
| CTransPath+ABMILk=25, protocol=MIL2024.05 | 87.2 | |
| TANGLE-Reck=25, protocol=Linear probing2024.05 | 86.6 | |
| TANGLE-Reck=10, protocol=Linear probing2024.05 | 85.5 | |
| CTransPath+ABMILk=10, protocol=MIL2024.05 | 85.3 | |
| TANGLE-Reck=5, protocol=Linear probing2024.05 | 84.1 | |
| CTransPath-Intrak=25, protocol=Linear probing2024.05 | 83.2 | |
| TANGLE-Reck=1, protocol=Linear probing2024.05 | 81.6 | |
| CTransPath+TransMILk=25, protocol=MIL2024.05 | 80.5 | |
| HIPT_CLS_4Kk=25, protocol=Linear probing2024.05 | 79.1 | |
| CTransPath+ABMILk=5, protocol=MIL2024.05 | 78.7 | |
| CTransPath-Intrak=10, protocol=Linear probing2024.05 | 75.4 | |
| CTransPath+Avg.k=25, protocol=Linear probing2024.05 | 75.2 | |
| HIPT_CLS_4Kk=10, protocol=Linear probing2024.05 | 74.1 | |
| CTransPath+Avg.k=10, protocol=Linear probing2024.05 | 71 | |
| TANGLEk=1, protocol=Linear probing2024.05 | 70.9 | |
| HIPT_CLS_4Kk=5, protocol=Linear probing2024.05 | 70.5 | |
| CTransPath-Intrak=5, protocol=Linear probing2024.05 | 70.3 | |
| CTransPath+TransMILk=10, protocol=MIL2024.05 | 68.4 | |
| CTransPath+Avg.k=5, protocol=Linear probing2024.05 | 66 | |
| ResNet50+ABMILk=5, protocol=MIL2024.05 | 65.9 | |
| ResNet50+ABMILk=10, protocol=MIL2024.05 | 65.6 | |
| CTransPath+TransMILk=5, protocol=MIL2024.05 | 64.8 | |
| ResNet50+ABMILk=25, protocol=MIL2024.05 | 64.8 | |
| CTransPath+ABMILk=1, protocol=MIL2024.05 | 62.8 | |
| ResNet50+Avg.k=10, protocol=Linear probing2024.05 | 60.7 | |
| ResNet50+Avg.k=5, protocol=Linear probing2024.05 | 60.1 | |
| HIPT_CLS_4Kk=1, protocol=Linear probing2024.05 | 59.8 | |
| CTransPath-Intrak=1, protocol=Linear probing2024.05 | 59.6 | |
| ResNet50+Avg.k=25, protocol=Linear probing2024.05 | 59.5 | |
| ResNet50+ABMILk=1, protocol=MIL2024.05 | 58.2 | |
| CTransPath+Avg.k=1, protocol=Linear probing2024.05 | 58.2 | |
| ResNet50+Avg.k=1, protocol=Linear probing2024.05 | 57.4 | |
| ResNet50+TransMILk=1, protocol=MIL2024.05 | 55.9 | |
| ResNet50+TransMILk=5, protocol=MIL2024.05 | 55 | |
| ResNet50+TransMILk=10, protocol=MIL2024.05 | 54.2 | |
| CTransPath+TransMILk=1, protocol=MIL2024.05 | 54.1 | |
| ResNet50+TransMILk=25, protocol=MIL2024.05 | 52.8 |