Convolved Self‑Attention Model for IMU‑based Gait Detection and Human Activity Recognition

Shuailin Tao, Wang Ling Goh, Yuan Gao

2023 IEEE International Conference on Artificial Intelligence Circuits and Systems (AICAS 2023), 2023

Attention Models · Time-Series Classification

Overview

A sequence-classification model that combines convolutions and self-attention to learn from multivariate sensor data. The method is applied to gait detection and human activity recognition using inertial measurements.