Multi-label lesion classification on TG-GATES rat liver independent test cohort (test)
86.9Macro-AUCTANGLE
Evaluation results
| Method | Links | |
|---|---|---|
| TANGLEEvaluation Protocol=Linear probing, k=502024.05 | 86.9 | |
| TANGLEEvaluation Protocol=Linear probing, k=252024.05 | 86.3 | |
| TANGLEEvaluation Protocol=Linear probing, k=102024.05 | 84.7 | |
| iBOT-Tox+ABMILEvaluation Protocol=MIL, k=502024.05 | 83.8 | |
| iBOT-Tox+IntraEvaluation Protocol=Linear probing, k=502024.05 | 83.3 | |
| TANGLE-RecEvaluation Protocol=Linear probing, k=502024.05 | 82.7 | |
| iBOT-Tox+Avg.Evaluation Protocol=Linear probing, k=502024.05 | 81.9 | |
| TANGLE-RecEvaluation Protocol=Linear probing, k=252024.05 | 81.8 | |
| iBOT-Tox+ABMILEvaluation Protocol=MIL, k=252024.05 | 81.6 | |
| CTransPath+ABMILEvaluation Protocol=MIL, k=502024.05 | 81 | |
| ResNet50+ABMILEvaluation Protocol=MIL, k=502024.05 | 80.3 | |
| iBOT-Tox+IntraEvaluation Protocol=Linear probing, k=252024.05 | 80.2 | |
| TANGLEEvaluation Protocol=Linear probing, k=52024.05 | 80.1 | |
| iBOT-Tox+Avg.Evaluation Protocol=Linear probing, k=252024.05 | 79.7 | |
| iBOT-Tox+ABMILEvaluation Protocol=MIL, k=102024.05 | 78.8 | |
| CTransPath+ABMILEvaluation Protocol=MIL, k=252024.05 | 78.7 | |
| TANGLE-RecEvaluation Protocol=Linear probing, k=102024.05 | 78.3 | |
| TANGLE-RecEvaluation Protocol=Linear probing, k=52024.05 | 75.5 | |
| ResNet50+ABMILEvaluation Protocol=MIL, k=252024.05 | 74.2 | |
| CTransPath+Avg.Evaluation Protocol=Linear probing, k=502024.05 | 73.9 | |
| CTransPath+ABMILEvaluation Protocol=MIL, k=102024.05 | 73.8 | |
| TANGLE-RecEvaluation Protocol=Linear probing, k=12024.05 | 73.8 | |
| iBOT-Tox+ABMILEvaluation Protocol=MIL, k=52024.05 | 73.2 | |
| ResNet50+Avg.Evaluation Protocol=Linear probing, k=502024.05 | 72.7 | |
| iBOT-Tox+IntraEvaluation Protocol=Linear probing, k=102024.05 | 72.7 | |
| TANGLEEvaluation Protocol=Linear probing, k=12024.05 | 72.1 | |
| CTransPath+ABMILEvaluation Protocol=MIL, k=52024.05 | 71.7 | |
| iBOT-Tox+Avg.Evaluation Protocol=Linear probing, k=102024.05 | 71.5 | |
| CTransPath+Avg.Evaluation Protocol=Linear probing, k=252024.05 | 70.5 | |
| iBOT-Tox+TransMILEvaluation Protocol=MIL, k=502024.05 | 70.4 | |
| iBOT-Tox+TransMILEvaluation Protocol=MIL, k=252024.05 | 68.6 | |
| ResNet50+Avg.Evaluation Protocol=Linear probing, k=252024.05 | 68.6 | |
| iBOT-Tox+TransMILEvaluation Protocol=MIL, k=52024.05 | 66.5 | |
| iBOT-Tox+TransMILEvaluation Protocol=MIL, k=102024.05 | 66.3 | |
| CTransPath+TransMILEvaluation Protocol=MIL, k=502024.05 | 65.9 | |
| ResNet50+ABMILEvaluation Protocol=MIL, k=102024.05 | 64.1 | |
| iBOT-Tox+Avg.Evaluation Protocol=Linear probing, k=52024.05 | 63.5 | |
| iBOT-Tox+IntraEvaluation Protocol=Linear probing, k=52024.05 | 62.6 | |
| CTransPath+Avg.Evaluation Protocol=Linear probing, k=102024.05 | 61.9 | |
| iBOT-Tox+ABMILEvaluation Protocol=MIL, k=12024.05 | 61.7 | |
| ResNet50+Avg.Evaluation Protocol=Linear probing, k=102024.05 | 60.5 | |
| CTransPath+ABMILEvaluation Protocol=MIL, k=12024.05 | 59.5 | |
| ResNet50+ABMILEvaluation Protocol=MIL, k=52024.05 | 59.1 | |
| CTransPath+TransMILEvaluation Protocol=MIL, k=252024.05 | 58.1 | |
| ResNet50+Avg.Evaluation Protocol=Linear probing, k=52024.05 | 57.7 | |
| CTransPath+Avg.Evaluation Protocol=Linear probing, k=12024.05 | 56.9 | |
| CTransPath+Avg.Evaluation Protocol=Linear probing, k=52024.05 | 56.5 | |
| iBOT-Tox+IntraEvaluation Protocol=Linear probing, k=12024.05 | 56.3 | |
| ResNet50+ABMILEvaluation Protocol=MIL, k=12024.05 | 56 | |
| iBOT-Tox+TransMILEvaluation Protocol=MIL, k=12024.05 | 55.6 | |
| CTransPath+TransMILEvaluation Protocol=MIL, k=102024.05 | 55.4 | |
| ResNet50+Avg.Evaluation Protocol=Linear probing, k=12024.05 | 55 | |
| iBOT-Tox+Avg.Evaluation Protocol=Linear probing, k=12024.05 | 53.9 | |
| ResNet50+TransMILEvaluation Protocol=MIL, k=12024.05 | 53.3 | |
| ResNet50+TransMILEvaluation Protocol=MIL, k=102024.05 | 53.2 | |
| ResNet50+TransMILEvaluation Protocol=MIL, k=502024.05 | 52.9 | |
| ResNet50+TransMILEvaluation Protocol=MIL, k=252024.05 | 52.5 | |
| CTransPath+TransMILEvaluation Protocol=MIL, k=52024.05 | 51.1 | |
| CTransPath+TransMILEvaluation Protocol=MIL, k=12024.05 | 50.1 | |
| ResNet50+TransMILEvaluation Protocol=MIL, k=52024.05 | 48.2 |