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Benchmarks
Ballast Detection on Structured Dataset
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116
Features Retained Count
Correlation Filter
-0.48
29.76
60
90.24
Feb 18, 2026
Features Retained Count
AUC
Feature Rejection Count
Updated 1mo ago
Evaluation Results
Method
Method
Links
Features Retained Count
AUC
Feature Rejection Count
Correlation Filter
2026.02
116
-
-
Information Bottleneck
2026.02
80
0.72
-
PCA / t-SNE
2026.02
23
0.998
-
Lasso
2026.02
14
-
-
SHAP
Classifier=LightGBM
2026.02
4
-
-
Mutual Information (MI)
2026.02
-
-
80
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