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Titung/urban-surveillance-mode-classifier
MLP classifier head trained on frozen YAMNet embeddings (Titung/urban-surveillance-yamnet-embeddings) for a personal safety wearable. Classes: ['Background', 'Car Crash', 'Glass Breaking', 'Gunshots', 'Screams', 'Siren', 'Tire Skidding', 'Vehicle Mechanical Sound']
Files
model.ptโ TorchScript MLP, input: (batch, 1024) standardized YAMNet embeddingscaler.jsonโ mean/scale for standardizing raw embeddings before inferenceclass_names.jsonโ index-to-class-name mapping (model output order)thresholds.jsonโ per-class calibrated decision thresholds (validation-set calibrated)alert_policy.jsonโ per-mode (driving / trek / night_walk / standby) class thresholdsmetrics.jsonโ test macro-F1 and per-class test F1
Test performance
Macro-F1: 0.8019
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