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Clinical features analysis with XAI System.
| XAI Methods | XAI Clinical Features | Agnostic or Specific | Global/Local |
|---|---|---|---|
| GSInquire [24] | Absorption Area | Specific | Local |
| SHAP, Grad-CAM++ [25] | Glass Opacities | Specific | Local |
| Grad-CAM, LIME [21] | Glass Opacities | Specific | Global |
| DeepCOVIDExplainer [29] | Lesion Dissipation | Agnostic | Local |
| Proposed XAI Model (LIME) |
Lesion, Dissipation, Consolidation area, Absorption area, patchy Glass Shadow, Glass Opacities | Agnostic | Both |
