Liver Steatosis Diagnosis on HP-T biopsy-proven (test)
0.898J-StatisticADDLE
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ADDLEAggregation strategy=greedy, Training data source=Large-scale BD dataset, Params. (millions)=11.002021.04 | 0.898 | 0.955 | 0.864 | 0.931 | 0.786 | 0.899 | 0.72 | |
| JLSLAggregation strategy=mean, Training data source=Large-scale BD dataset, Params. (millions)=714.952021.04 | 0.892 | 0.956 | 0.869 | 0.916 | 0.736 | 0.893 | 0.697 | |
| ADDLEAggregation strategy=mean, Training data source=Large-scale BD dataset, Params. (millions)=11.002021.04 | 0.89 | 0.957 | 0.873 | 0.922 | 0.762 | 0.886 | 0.672 | |
| Multi-headAggregation strategy=greedy, Training data source=Large-scale BD dataset, Params. (millions)=11.032021.04 | 0.889 | 0.955 | 0.869 | 0.924 | 0.764 | 0.873 | 0.65 | |
| Multi-headAggregation strategy=mean, Training data source=Large-scale BD dataset, Params. (millions)=11.032021.04 | 0.888 | 0.956 | 0.875 | 0.918 | 0.746 | 0.879 | 0.658 | |
| ResNet-18-BDTraining data source=Large-scale BD dataset, Params. (millions)=11.002021.04 | 0.882 | 0.952 | 0.876 | 0.923 | 0.77 | 0.869 | 0.615 | |
| JLSLAggregation strategy=greedy, Training data source=Large-scale BD dataset, Params. (millions)=714.952021.04 | 0.878 | 0.944 | 0.86 | 0.897 | 0.722 | 0.883 | 0.694 | |
| ResNet-18-HPTraining data source=HP-T (cross-validated), Params. (millions)=11.002021.04 | 0.816 | 0.799 | 0.509 | 0.872 | 0.642 | 0.892 | 0.676 |