Inertia-1: An Open Exploration to a Unified Motion Foundation Model
Summary
Inertia-1 presents a unified motion foundation model for wearable data, pretrained on wrist accelerometry and transferable to other placements and sensors. It emphasizes multi-stream fusion, rate robustness, and task universality across activity recognition, gait analysis, and health prediction, arguing for a general representation of human motion.