MSI prediction on CPTAC-CRC
89.9AUCautol + cagrad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| autol + cagradmulti_task=true, weighting_strategy=autol, gradient_strategy=cagrad2024.03 | 89.9 | 76.3 | |
| cagradmulti_task=true, gradient_strategy=cagrad2024.03 | 89.7 | 76.6 | |
| uncert + pcgradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=pcgrad2024.03 | 89 | 74.2 | |
| uncert + cagradmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=cagrad2024.03 | 88.9 | 74.6 | |
| dwa + pcgradmulti_task=true, weighting_strategy=dwa, gradient_strategy=pcgrad2024.03 | 88.8 | 73.3 | |
| uncertmulti_task=true, weighting_strategy=uncertainty2024.03 | 88.4 | 72.6 | |
| dwa + cagradmulti_task=true, weighting_strategy=dwa, gradient_strategy=cagrad2024.03 | 88.4 | 73.8 | |
| naivemulti_task=true, weighting_strategy=naive2024.03 | 88.2 | 72.4 | |
| autol + pcgradmulti_task=true, weighting_strategy=autol, gradient_strategy=pcgrad2024.03 | 87.9 | 73.6 | |
| dwamulti_task=true, weighting_strategy=dwa2024.03 | 87.7 | 70.8 | |
| dwa + graddropmulti_task=true, weighting_strategy=dwa, gradient_strategy=graddrop2024.03 | 87.6 | 71.6 | |
| uncert + graddropmulti_task=true, weighting_strategy=uncertainty, gradient_strategy=graddrop2024.03 | 87.6 | 71.7 | |
| graddropmulti_task=true, gradient_strategy=graddrop2024.03 | 87.3 | 71.7 | |
| pcgradmulti_task=true, gradient_strategy=pcgrad2024.03 | 87.3 | 72 | |
| autolmulti_task=true, weighting_strategy=autol2024.03 | 86.9 | 73.1 | |
| autol + graddropmulti_task=true, weighting_strategy=autol, gradient_strategy=graddrop2024.03 | 86.7 | 69.4 | |
| baselinemulti_task=false2024.03 | 86.4 | 70.5 | |
| SOTA2024.03 | 82 | — |