Table 11 bXAI based summary table.
From: Advanced deep learning framework for soil texture classification
Metric | Preprocessing | Feature engineering | Classification |
|---|---|---|---|
SHAP Consistency Score ↑ | + 17.3% | + 21.8% | + 25.6% |
CAM Localization Accuracy ↑ | + 14.2% | + 19.9% | + 28.3% |
Model Confidence w/Ground Truth ↑ | + 16.5% | + 22.7% | + 30.1% |