Liver MRI Sequence Classification on Duke liver MRI (In-domain)
96.84PrecisionSparse Metadata Encoder (SME) with BCA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Sparse Metadata Encoder (SME) with BCAS=102026.02 | 96.84 | 96.67 | 96.66 | |
| Joint: Concat + fixed imputation (zeros)Exp.=(4)2026.02 | 93.83 | 93.62 | 93.51 | |
| Joint: Concat + learned imputation (MLP)Exp.=(5)2026.02 | 93.62 | 93.37 | 93.21 | |
| 3D Image-onlyExp.=(2)2026.02 | 88.77 | 88.39 | 88.33 | |
| Two-stageExp.=(6)2026.02 | 87.81 | 87.2 | 87.01 | |
| 2D Image-onlyExp.=(1)2026.02 | 85.67 | 85.37 | 85.09 | |
| Metadata-only (XGBoost)Exp.=(3)2026.02 | 75.14 | 76.66 | 74.71 |