Continual Egocentric Activity Recognition with Foreseeable-Generalized Visual-IMU Representations
Chiyuan He,
Shaoxu Cheng,
Zihuan Qiu
et al.
Abstract:The rapid development of wearable sensors promotes convenient data
collection in human daily life. Human Activity Recognition (HAR), as a
prominent research direction for wearable applications, has made
remarkable progress in recent years. However, existing efforts mostly
focus on improving recognition accuracy, paying limited attention to the
model’s functional scalability, specifically its ability for continual
learning. This limitation greatly restricts its application in
open-world scenarios. Moreover, due… Show more
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