Time-Series at the Edge: Tiny Separable CNNs for Wearable Gait Detection and Optimal Sensor Placement

Two ultra-light 1D convolutional networks detect gait from wearable accelerometers with subject-independent performance comparable to a larger baseline, while chest and thigh sensors offer the strongest deployment trade-offs.