- 00. Data Exploration
- 01. Intrinsically Interpretable Models
- 02. Local Interpretable Model-agnostic (LIME)
- 03. SHapley Additive exPlanations (SHAP) - Tree SHAP
- 04. SHapley Additive exPlanations (SHAP) - Kernel SHAP
- 01. Perturbation-Based
- Occlusion Sensitivity (Zeiler & Fergus 14)
- 02. Gradient-Based
- Sensitivity Analysis (Simonyan et al. 14)
- SmoothGrad (Smikov et al. 17)
- Integrated Gradients (Sundararajan et al. 17)
- 03. Propagation-Based
- LRP (Bach et al. 15)
- 04. CAM-Based
- Grad-CAM (Ancona et al. 16)
- Layer-CAM (Peng-Tao et al. 21)