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%