Table 4.
MIMIC CXR Results for Sex Classification Task
| Modality | Model | Accuracy | AUC Macro Avg |
|---|---|---|---|
|
| |||
| Sex Classification | |||
|
| |||
| Images | Logistic Regression | 0.92 | 0.97 |
| Neural Network | 0.92 | 0.98 | |
| Text | Logistic Regression | 0.76 | 0.86 |
| Neural Network | 0.77 | 0.88 | |
| Fusion | Logistic Regression | 0.92 | 0.97 |
| Dense Fusion | 0.94 | 0.99 | |
| Disentangled Dense Fusion (Ours) | 0.94 | 0.99 | |