Leaf Classification

Identify 99 plant species from shape, margin and texture descriptors.

FeaturesMulticlassLogisticRegression

Model Result

Winner model
LogisticRegression
5-fold CV f1_macro
0.9871

Feature Importance

texture63 margin21 margin43 margin7 margin55 texture30 margin48

Relative importance from the trained model (top features).

Key Insight

With 192 pre-extracted descriptors and 99 classes, a scaled linear model separates species almost perfectly at ~0.99 macro-F1.

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