UniMTS: Unified Pre-training for Motion Time Series

NeurIPS 2024· 2024
IMUgyroscopeFoundation Model

Summary

UniMTS (UC San Diego / Microsoft Research) is the first unified pretrained model for motion time series that achieves zero-shot HAR across diverse real-world datasets with different device placements, orientations, and activity types — without using any real labeled data during pretraining.