Author

Lorenzo Chiari

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Preprint Aug 2026

Beyond Simulated Benchmarks: Evaluating Motion Representations for Fall Detection Under Real-World Data Scarcity

A systematic evaluation of motion representations for wearable fall detection under real-world data scarcity reveals that highly parameterised kernel and foundation models excel on simulated data but degrade severely under both data scarcity and domain shift.

Timilehin B. Aderinola, I. D’Ascanio, L. Palmerini et al. · 0 citations