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Semantic classification of automotive radar detections using the RadarScenes dataset. The pipeline extracts point-level and track-level features from raw radar sequences and benchmarks several supervised classifiers (XGBoost, Random Forest, Logistic Regression, Gaussian NB) with strict sequence-level splitting to prevent data leakage.